Alle afleveringen
379 afleveringen, van nieuw naar oud
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Next-gen voice assistants
6 april 2021 · 51 min
Nikola Mrkšić, CEO & Co-Founder of PolyAI, takes Daniel and Chris on a deep dive into conversational AI, describing the underlying technologies, and teaching them about the next generation of voice assistants that will be capable of handling true human-level conversations. It’s an episode you’ll be talking about for a long time! Lees meer
Sponsors:
O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog
RudderStack – Smart customer data pipeline made for developers. RudderStack is the smart customer data pipeline. Connect your whole customer data stack. Warehouse-first, open source Segment alternative.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Featuring:
Nikola Mrkšić – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
-PolyAI
-The Science Behind PolyAI
-How Customer Service Voice Assistants Handle Different Languages and Accents
-PolyAI Maintains Lead Over IBM Watson Assistant and Other Popular Language Understanding Models
-PolyAI’s ConveRT Model Outperforms BERT and GPT-Based Models in Salesforce Research Evaluation
-Few-Shot Slot Labeling with ConVEx: The Most Accurate Value Extractor on The MarketUpcoming Events:
Register for upcoming webinars here!
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Women in Data Science (WiDS)
30 maart 2021 · 57 min
Chris has the privilege of talking with Stanford Professor Margot Gerritsen, who co-leads the Women in Data Science (WiDS) Worldwide Initiative. This is a conversation that everyone should listen to. Professor Gerritsen’s profound insights into how we can all help the women in our lives succeed - in data science and in life - is a ‘must listen’ episode for everyone, regardless of gender. Lees meer
Sponsors:
O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog
RudderStack – Smart customer data pipeline made for developers. RudderStack is the smart customer data pipeline. Connect your whole customer data stack. Warehouse-first, open source Segment alternative.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Featuring:
Margot Gerritsen – LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Show Notes:
Women in Data Science (WiDS) Worldwide Initiative
WiDS Podcast
WiDS 2020 Opening Video
Books
“Mindset” by Carol S. Dweck
Upcoming Events:
Register for upcoming webinars here!
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Recommender systems and high-frequency trading
23 maart 2021 · 43 min
David Sweet, author of “Tuning Up: From A/B testing to Bayesian optimization”, introduces Dan and Chris to system tuning, and takes them from A/B testing to response surface methodology, contextual bandit, and finally bayesian optimization. Along the way, we get fascinating insights into recommender systems and high-frequency trading! Lees meer
Sponsors:
O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog
RudderStack – Smart customer data pipeline made for developers. RudderStack is the smart customer data pipeline. Connect your whole customer data stack. Warehouse-first, open source Segment alternative.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
David Sweet – LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Books
“Experimentation for Engineers” by David Sweet
Tuning Up | GitHub
Manning 40% discount code: podpracticalAI19
Upcoming Events:
Register for upcoming webinars here!
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Deep learning technology for drug discovery
9 maart 2021 · 57 min
Our Slack community wanted to hear about AI-driven drug discovery, and we listened. Abraham Heifets from Atomwise joins us for a fascinating deep dive into the intersection of deep learning models and molecule binding. He describes how these methods work and how they are beginning to help create drugs for “undruggable” diseases! Lees meer
Sponsors:
O'Reilly Media – Learn by doing — Python, data, AI, machine learning, Kubernetes, Docker, and more. Just open your browser and dive in. Learn more and keep your teams’ skills sharp at oreilly.com/changelog
Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 98 and episode 99 for insights on the ethical and technical sides of deep fakes. Subscribe on Apple Podcasts and Spotify.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Featuring:
Abe Heifets – X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Atomwise
Atomwise Receives a $2.3M Grant to Develop New Therapies for Drug Resistant Malaria and Tuberculosis
Atomwise Partners with Global Research Teams to Pursue Broad-Spectrum Treatments Against COVID-19 and Future Coronavirus Outbreaks
World robotic soccer
Philadelphia chromosome
Alphafold
Canavan disease example:
Paper: “Discovery of Novel Inhibitors of a Critical Brain Enzyme Using a Homology Model and a Deep Convolutional Neural Network”
AtomNet: A Deep Convolutional Neural Network for Bioactivity Prediction in Structure-based Drug Discovery
[“Memorizing yesterday’s stock price” example](Most Ligand-Based Classification Benchmarks Reward Memorization Rather than Generalization)
Upcoming Events:
Register for upcoming webinars here!
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Green AI 🌲
2 maart 2021 · 1 uur
Empirical analysis from Roy Schwartz (Hebrew University of Jerusalem) and Jesse Dodge (AI2) suggests the AI research community has paid relatively little attention to computational efficiency. A focus on accuracy rather than efficiency increases the carbon footprint of AI research and increases research inequality. In this episode, Jesse and Roy advocate for increased research activity in Green AI (AI research that is more environmentally friendly and inclusive). They highlight success stories and help us understand the practicalities of making our workflows more efficient. Lees meer
Sponsors:
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 98 and episode 99 for insights on the ethical and technical sides of deep fakes. Subscribe on Apple Podcasts and Spotify.
Knowable – Learn from the world’s best minds, anytime, anywhere, and at your own pace through audio. Get unlimited access to every Knowable audio course right now. Click here to check it out and use code CHANGELOG for 20% off!
Featuring:
Roy Schwartz – Website, X
Jesse Dodge – X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Green AI article in the communications of the ACM
Training a single AI model can emit as much carbon as five cars in their lifetimes
Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping
Parameter-Efficient Transfer Learning for NLP
Reproducibility at EMNLP 2020
Upcoming Events:
Register for upcoming webinars here!
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Low code, no code, accelerated code, & failing code
23 februari 2021 · 48 min
In this Fully-Connected episode, Chris and Daniel discuss low code / no code development, GPU jargon, plus more data leakage issues. They also share some really cool new learning opportunities for leveling up your AI/ML game! Lees meer
Sponsors:
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Linode – Get $100 in free credit to get started on Linode – Linode is our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Follow up content from Rajiv Shah:
Running code and failing models
Rajiv’s previous episode
Lambda Lab’s GPU benchmarks
Machine Learning in Microsoft Excel
Deep Learning at the Speed of Light
MLCommons and MLCube:
Previous episode about MLCommons
MLCube project
Learning Resources:
Yann LeCun’s Deep Learning Course Is Now Free & Fully Online
TensorFlow Everywhere
Upcoming Events:
Register for upcoming webinars here!
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The AI doc will see you now
16 februari 2021 · 46 min
Elad Walach of Aidoc joins Chris to talk about the use of AI for medical imaging interpretation. Starting with the world’s largest annotated training data set of medical images, Aidoc is the radiologist’s best friend, helping the doctor to interpret imagery faster, more accurately, and improving the imaging workflow along the way. Elad’s vision for the transformative future of AI in medicine clearly soothes Chris’s concern about managing his aging body in the years to come. ;-) Lees meer
Sponsors:
Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 98 and episode 99 for insights on the ethical and technical sides of deep fakes. Subscribe on Apple Podcasts and Spotify.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Knowable – Learn from the world’s best minds, anytime, anywhere, and at your own pace through audio. Get unlimited access to every Knowable audio course right now. Click here to check it out and use code CHANGELOG for 20% off!
Featuring:
Elad Walach – LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Show Notes:
Aidoc | Website
Aidoc Medical | LinkedIn
Aidoc | Twitter
Upcoming Events:
Register for upcoming webinars here!
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Cooking up synthetic data with Gretel
2 februari 2021 · 48 min
John Myers of Gretel puts on his apron and rolls up his sleeves to show Dan and Chris how to cook up some synthetic data for automated data labeling, differential privacy, and other purposes. His military and intelligence community background give him an interesting perspective that piqued the interest of our intrepid hosts. Lees meer
Sponsors:
Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 101 for a deep dive with Cornelia Davis (CTO of Weaveworks) on cloud native, cloud native patterns, and what is really means to be a cloud native application. Subscribe on Apple Podcasts and Spotify.
Knowable – Learn from the world’s best minds, anytime, anywhere, and at your own pace through audio. Get unlimited access to every Knowable audio course right now. Click here to check it out and use code CHANGELOG for 20% off!
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
John Myers – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Gretel | Website
Gretel | LinkedIn
Gretel | Twitter
Gretel | Slack
Gretel Synthetics | GitHub
Gretel Blueprints | GitHub
Gretel | Improving massively imbalanced datasets in machine learning with synthetic data
Gretel | Deep dive on generating synthetic data for Healthcare
Upcoming Events:
Register for upcoming webinars here!
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The nose knows
26 januari 2021 · 55 min
Daniel and Chris sniff out the secret ingredients for collecting, displaying, and analyzing odor data with Terri Jordan and Yanis Caritu of Aryballe. It certainly smells like a good time, so join them for this scent-illating episode! Lees meer
Sponsors:
Knowable – Learn from the world’s best minds, anytime, anywhere, and at your own pace through audio. Get unlimited access to every Knowable audio course right now. Click here to check it out and use code CHANGELOG for 20% off!
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Linode – Get $100 in free credit to get started on Linode – Linode is our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit.
Featuring:
Terri Jordan – LinkedIn, X
Yanis Caritu – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Aryballe
Aryballe | Twitter
Aryballe Hardware Solutions
Aryballe Software & Data Platform
How Machine Learning in Digital Olfaction Works
Readying Odor Data For Reproduction Using Machine Learning
Aryballe raises $7.9 million for odor-detecting AI sensors
Upcoming Events:
Register for upcoming webinars here!
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Accelerating ML innovation at MLCommons
19 januari 2021 · 51 min
MLCommons launched in December 2020 as an open engineering consortium that seeks to accelerate machine learning innovation and broaden access to this critical technology for the public good. David Kanter, the executive director of MLCommons, joins us to discuss the launch and the ambitions of the organization. Lees meer
In particular we discuss the three pillars of the organization: Benchmarks and Metrics (e.g. MLPerf), Datasets and Models (e.g. People’s Speech), and Best Practices (e.g. MLCube).
Sponsors:
Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 98 and episode 99 for insights on the ethical and technical sides of deep fakes. Subscribe on Apple Podcasts and Spotify.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Knowable – Learn from the world’s best minds, anytime, anywhere, and at your own pace through audio. Get unlimited access to every Knowable audio course right now. Click here to check it out and use code CHANGELOG for 20% off!
Featuring:
David Kanter – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Learn more about People’s Speech
Get involved with the People’s Speech project
MLCube GitHub, including several different examples
MLCube Mailing list
MLPerf Training Benchmarks
MLPerf Training HPC Benchmarks
MLPerf Inference Datacenter Benchmarks
MLPerf Inference Edge Benchmarks
MLPerf Inference Mobile Benchmarks
MLCommons on Twitter
Upcoming Events:
Register for upcoming webinars here!
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The $1 trillion dollar ML model 💵
11 januari 2021 · 49 min
American Express is running what is perhaps the largest commercial ML model in the world; a model that automates over 8 billion decisions, ingests data from over $1T in transactions, and generates decisions in mere milliseconds or less globally. Madhurima Khandelwal, head of AMEX AI Labs, joins us for a fascinating discussion about scaling research and building robust and ethical AI-driven financial applications. Lees meer
Sponsors:
Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 98 and episode 99 for insights on the ethical and technical sides of deep fakes. Subscribe on Apple Podcasts and Spotify.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
LaunchDarkly – Test in production! Deploy code at any time, even if a feature isn’t ready to be released to your users. Wrap code in feature flags to get the safety to test new features and infrastructure in prod without impacting the wrong end users.
Featuring:
Madhurima Khandelwal – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
AMEX AI Labs research
O’Reilly article about “doing good data science”
Upcoming Events:
Register for upcoming webinars here!
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Getting in the Flow with Snorkel AI
21 december 2020 · 47 min
Braden Hancock joins Chris to discuss Snorkel Flow and the Snorkel open source project. With Flow, users programmatically label, build, and augment training data to drive a radically faster, more flexible, and higher quality end-to-end AI development and deployment process. Lees meer
Sponsors:
DigitalOcean – Get apps to market faster. Build, deploy, and scale apps quickly using a simple, fully managed solution. DigitalOcean handles the infrastructure, app runtimes and dependencies, so that you can push code to production in just a few clicks. Try it free with $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
LaunchDarkly – Power experimentation at any scale. Fast and reliable feature management for the modern enterprise.
Featuring:
Braden Hancock – Website, X
Chris Benson – Website, GitHub, LinkedIn, X
Show Notes:
Snorkel AI
Snorkel OSS
Snorkel Blog
Snorkel AI | Twitter
Snorkel AI | LinkedIn
Snorkel Best of VLDB paper
Snorkel Drybell collaboration with Google
Jerod recommends
Getting Waymo into autonomous driving (Drago Anguelov)
Building the world’s most popular data science platform (Peter Wang)
Achieving provably beneficial, human-compatible AI (Stuart Russell)
Upcoming Events:
Register for upcoming webinars here!
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Engaging with governments on AI for good
14 december 2020 · 26 min
At this year’s Government & Public Sector R Conference (or R|Gov) our very own Daniel Whitenack moderated a panel on how AI practitioners can engage with governments on AI for good projects. That discussion is being republished in this episode for all our listeners to enjoy! Lees meer
The panelists were Danya Murali from Arcadia Power and Emily Martinez from the NYC Department of Health and Mental Hygiene. Danya and Emily gave some great perspectives on sources of government data, ethical uses of data, and privacy.
Featuring:
Danya Murali – GitHub, LinkedIn, X
Emily Martinez – X
Daniel Whitenack – Website, GitHub, X
Show Notes:
The Government & Public Sector R Conference, or R|Gov for short, is returning in Fall of 2021 and the R Conference New York is returning in 2021 as well and you can learn more at rstats.ai, twitter.com/rstatsnyc and twitter.com/rstatsdc.
Upcoming Events:
Register for upcoming webinars here!
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From research to product at Azure AI
7 december 2020 · 49 min
Bharat Sandhu, Director of Azure AI and Mixed Reality at Microsoft, joins Chris and Daniel to talk about how Microsoft is making AI accessible and productive for users, and how AI solutions can address real world challenges that customers face. He also shares Microsoft’s research-to-product process, along with the advances they have made in computer vision, image captioning, and how researchers were able to make AI that can describe images as well as people do. Lees meer
Sponsors:
Linode – Get $100 in free credit to get started on Linode – our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
LaunchDarkly – Power experimentation at any scale. Fast and reliable feature management for the modern enterprise.
Featuring:
Bharat Sandu – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
What’s that? Microsoft’s latest breakthrough, now in Azure AI, describes images as well as people do
From search to translation, AI research is improving Microsoft products
Azure AI: Build mission-critical AI apps with new Cognitive Services capabilities
Upcoming Events:
Register for upcoming webinars here!
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The world's largest open library dataset
1 december 2020 · 44 min
Unsplash has released the world’s largest open library dataset, which includes 2M+ high-quality Unsplash photos, 5M keywords, and over 250M searches. They have big ideas about how the dataset might be used by ML/AI folks, and there have already been some interesting applications. In this episode, Luke and Tim discuss why they released this data and what it take to maintain a dataset of this size. Lees meer
Sponsors:
Linode – Get $100 in free credit to get started on Linode – our cloud of choice and the home of Changelog.com. Head to linode.com/changelog OR text CHANGELOG to 474747 to get instant access to that $100 in free credit.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
LaunchDarkly – Power experimentation at any scale. Fast and reliable feature management for the modern enterprise.
Featuring:
Luke Chesser – Website, X
Timothy Carbone – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Unsplash
The world’s largest open library dataset from Unsplash
The Unsplash dataset on GitHub
Upcoming Events:
Register for upcoming webinars here!
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A casual conversation concerning causal inference
24 november 2020 · 51 min
Lucy D’Agostino McGowan, cohost of the Casual Inference Podcast and a professor at Wake Forest University, joins Daniel and Chris for a deep dive into causal inference. Referring to current events (e.g. misreporting of COVID-19 data in Georgia) as examples, they explore how we interact with, analyze, trust, and interpret data - addressing underlying assumptions, counterfactual frameworks, and unmeasured confounders (Chris’s next Halloween costume). Lees meer
Sponsors:
Linode – Get $100 in free credit to get started on Linode – our cloud of choice and the home of Changelog.com. Head to linode.com/changelog
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
LaunchDarkly – Power experimentation at any scale. Fast and reliable feature management for the modern enterprise.
Featuring:
Lucy D'Agostino McGowan – Website, LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Casual Inference Podcast
Casual Inference Podcast | Twitter
Communicating Complex Statistics (video)
Communicating Complex Statistics (slides)
Practical AI is a “Media Sponsor” of the R Conference | Government & Public Sector, where Lucy D’Agostino McGowan is giving the talk with Malcolm Barrett called “Causal Inference in R”, as well as a workshop with the same title.
This will be the first ever R Conference focused on data science work in government, defense, and the public sector.
Practical AI listeners get a special discount code valid for 20% off all ticket types, General & Academic Admission and workshops:
PRACTICALAI20
Upcom…
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Building a deep learning workstation
17 november 2020 · 49 min
What’s it like to try and build your own deep learning workstation? Is it worth it in terms of money, effort, and maintenance? Then once built, what’s the best way to utilize it? Chris and Daniel dig into questions today as they talk about Daniel’s recent workstation build. He built a workstation for his NLP and Speech work with two GPUs, and it has been serving him well (minus a few things he would change if he did it again). Lees meer
Sponsors:
Linode – Get $100 in free credit to get started on Linode – our cloud of choice and the home of Changelog.com. Head to linode.com/changelog
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Daniel’s workstation components:
CPU - AMD YD292XA8AFWOF Ryzen Threadripper 2920X
CPU cooler - Noctua NH-U12S TR4-SP3, Premium-Grade CPU Cooler for AMD sTRX4/TR4/SP3
Motherboard - GIGABYTE X399 AORUS PRO
Memory - Corsair Vengeance LPX 16GB (2x 2 packs), total 64GB
Storage 1 - Samsung (MZ-V7S1T0B/AM) 970 EVO Plus SSD 1TB
GPU 1 - RTX 2080 Ti
GPU 2 - Titan RTX
Case - Lian Li PC-O11AIR
Power Supply - Rosewill Hercules
Case fan(s) - Coolmaster 8mm
Daniel’s NUC 9 Extreme machine
References:
How to build the perfect Deep Learning Computer and save thousands of dollars
Curtis Northcut’s blog posts
Upcoming Events:
Register for upcoming webinars here!
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Killer developer tools for machine learning
9 november 2020 · 51 min
Weights & Biases is coming up with some awesome developer tools for AI practitioners! In this episode, Lukas Biewald describes how these tools were a direct result of pain points that he uncovered while working as an AI intern at OpenAI. He also shares his vision for the future of machine learning tooling and where he would like to see people level up tool-wise. Lees meer
Featuring:
Lukas Biewald – Website, GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Weights & Biases
Blueriver case study from W&B
W&B gallery
Upcoming Events:
Register for upcoming webinars here!
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Reinforcement Learning for search
26 oktober 2020 · 47 min
Hamish from Sajari blows our mind with a great discussion about AI in search. In particular, he talks about Sajari’s quest for performant AI implementations and extensive use of Reinforcement Learning (RL). We’ve been wanting to make this one happen for a while, and it was well worth the wait. Lees meer
Featuring:
Hamish Ogilvy – X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Sajari
Blog post: “Reinforcement Learning Assisted Search Ranking”
Blog post: “Query Understanding 101”
Blog post: “The Inevitable Collision of Search and AI Tech”
Special offer from Sajari for Changelog listeners
Upcoming Events:
Register for upcoming webinars here!
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When data leakage turns into a flood of trouble
20 oktober 2020 · 48 min
Rajiv Shah teaches Daniel and Chris about data leakage, and its major impact upon machine learning models. It’s the kind of topic that we don’t often think about, but which can ruin our results. Raj discusses how to use activation maps and image embedding to find leakage, so that leaking information in our test set does not find its way into our training set. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Rajiv Shah – Website, GitHub, LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Rajiv Shah | University of Illinois at Chicago
Rajiv Shah | DataRobot Blog
DataRobot
Upcoming Events:
Register for upcoming webinars here!
-
Productionizing AI at LinkedIn
13 oktober 2020 · 55 min
Suju Rajan from LinkedIn joined us to talk about how they are operationalizing state-of-the-art AI at LinkedIn. She sheds light on how AI can and is being used in recruiting, and she weaves in some great explanations of how graph-structured data, personalization, and representation learning can be applied to LinkedIn’s candidate search problem. Suju is passionate about helping people deal with machine learning technical debt, and that gives this episode a good dose of practicality. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Suju Rajan – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
The AI behind LinkedIn’s recruiter search
TensorFlow Extended (TFX)
Paper: “Hidden Technical Debt in Machine Learning Systems”
Upcoming Events:
Register for upcoming webinars here!
-
R, Data Science, & Computational Biology
6 oktober 2020 · 54 min
We’re partnering with the upcoming R Conference, because the R Conference is well… amazing! Tons of great AI content, and they were nice enough to connect us to Daniel Chen for this episode. He discusses data science in Computational Biology and his perspective on data science project organization. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Daniel Chen – Website, GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
R Conference:
Website
Twitter: @rstatsdc
Tickets
Discount code PRACTICALAI20 is good for 20% off every ticket type, including the conference & all workshops
Links relevant to the show:
William Stafford Noble 2009 - A Quick Guide to Organizing Computational Biology Projects
Greg Wilson, et al. 2014: “Best Practices for Scientific Computing”
Greg Wilson, et al. 2017: “Good enough practices in scientific computing”
Jenny Bryan’s code smells: link 1 and link2
Jenny Bryan on naming things
JD Long’s talk at rstudio::conf this year about being empathetic
python’s version of pyprojroot
“Be kind: all else is details”. – Greg Wilson, Teaching Teach Together – The Rules
Books
“Pandas for Everyone” by Daniel Chen
“Advanced R” by Ha…
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Learning about (Deep) Learning
21 september 2020 · 53 min
In anticipation of the upcoming NVIDIA GPU Technology Conference (GTC), Will Ramey joins Daniel and Chris to talk about education for artificial intelligence practitioners, and specifically the role that the NVIDIA Deep Learning Institute plays in the industry. Will’s insights from long experience are shaping how we all stay on top of AI, so don’t miss this ‘must learn’ episode. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Will Ramey – LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
NVIDIA GPU Technology Conference, October 5-9, 2020
20% off for our listeners! Use code CMINFDW20 by 9/25 for additional 20% off
NVIDIA Deep Learning Institute
NVIDIA to Acquire Arm for $40 Billion
NVIDIA Ampere Architecture
GeForce RTX 30 Series Graphics Cards
Practical AI Episode #15: Artificial intelligence at NVIDIA with Chief Scientist Bill Dally
Practical AI Episode #36: Growing up to become a world-class AI expert
with Anima Anandkumar of NVIDIA and CalTechPractical AI Episode #90: Fully-Connected with …
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When AI goes wrong
15 september 2020 · 59 min
So, you trained a great AI model and deployed it in your app? It’s smooth sailing from there right? Well, not in most people’s experience. Sometimes things goes wrong, and you need to know how to respond to a real life AI incident. In this episode, Andrew and Patrick from BNH.ai join us to discuss an AI incident response plan along with some general discussion of debugging models, discrimination, privacy, and security. Lees meer
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
Pace.dev – Minimalist web based management tool for your teams. Async by default communication and simplistic task management gives you everything you need to build your next thing. Brought to you by Go Time panelist Mat Ryer. Try it out today!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Andrew Burt – Website, X
Patrick Hall – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
AI Incident Response Checklist and other BNH.ai resources
“New Law Firm Tackles AI Liability” (article about BNH.ai)
In the realm of paper tigers – exploring the failings of AI ethics guidelines
Debugging Machine Learning Models workshop
Why you should care about debugging machine learning models
Strategies for model debugging
FTC: Using Artificial Intelligence and Algorithms
SR 11-7: Guidance on Model Risk Management
Apple Goldman case
California Consumer Privacy Act (CCPA)
Previous episode: Data management, regulation, the future of AI
Upcoming Events:
Register for upcoming webinars here!
-
Speech tech and Common Voice at Mozilla
9 september 2020 · 59 min
Many people are excited about creating usable speech technology. However, most of the audio data used by large companies isn’t available to the majority of people, and that data is often biased in terms of language, accent, and gender. Jenny, Josh, and Remy from Mozilla join us to discuss how Mozilla is building an open-source voice database that anyone can use to make innovative apps for devices and the web (Common Voice). They also discuss efforts through Mozilla fellowship program to develop speech tech for African languages and understand bias in data sets. Lees meer
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
Pace.dev – Minimalist web based management tool for your teams. Async by default communication and simplistic task management gives you everything you need to build your next thing. Brought to you by Go Time panelist Mat Ryer. Try it out today!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Jenny Zhang – Website, X
Remy Muhire – GitHub, X
Josh Meyer – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Mozilla Common Voice
Announcement of Josh and Remy’s fellowship work on speech tech for African languages
Artie Bias Corpus
Readings on Demographic Bias in ASR:
Voice recognition still has significant race and gender biases
Gender and Dialect Bias in YouTube’s Automatic Captions
Racial disparities in automated speech recognition
Common Voice LREC Paper
Common Voice + DeepSpe…
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Getting Waymo into autonomous driving
1 september 2020 · 1 uur 1 min
Waymo’s mission is to make it safe and easy for people and things to get where they’re going.
After describing the state of the industry, Drago Anguelov - Principal Scientist and Head of Research at Waymo - takes us on a deep dive into the world of AI-powered autonomous driving. Starting with Waymo’s approach to autonomous driving, Drago then delights Daniel and Chris with a tour of the algorithmic tools in the autonomy toolbox. Lees meerSponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Drago Anguelov – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Dragomir Anguelov - Google Scholar
Drago Anguelov – Machine Learning for Autonomous Driving at Scale
Waymo
Waymo - Twitter
Waymo - LinkedIn
Upcoming Events:
Register for upcoming webinars here!
-
Hidden Door and so much more
24 augustus 2020 · 56 min
Hilary Mason is building a new way for kids and families to create stories with AI. It’s called Hidden Door, and in her first interview since founding it, Hilary reveals to Chris and Daniel what the experience will be like for kids. It’s the first Practical AI episode in which some of the questions came from Chris’s 8yo daughter Athena. Lees meer
Hilary also shares her insights into various topics, like how to build data science communities during the COVID-19 Pandemic, reasons why data science goes wrong, and how to build great data-based products. Don’t miss this episode packed with hard-won wisdom!
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Hilary Mason – Website, LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Hidden Door
Upcoming Events:
Register for upcoming webinars here!
-
Building the world's most popular data science platform
17 augustus 2020 · 59 min
Everyone working in data science and AI knows about Anaconda and has probably “conda” installed something. But how did Anaconda get started and what are they working on now? Peter Wang, CEO of Anaconda and creator of PyData and popular packages like Bokeh and DataShader, joins us to discuss that and much more. Peter gives some great insights on the Python AI ecosystem and very practical advice for scaling up your data science operation. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Peter Wang – Website, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Anaconda
PyData
NumFOCUS
Jupyter
Numba
JAX
Masakhane
Upcoming Events:
Register for upcoming webinars here!
-
Practical AI turns 100!!! 🎉
11 augustus 2020 · 1 uur 10 min
We made it to 100 episodes of Practical AI! It has been a privilege to have had so many great guests and discussions about everything from AGI to GPUs to AI for good. In this episode, we circle back to the beginning when Jerod and Adam from The Changelog helped us kick off the podcast. We discuss how our perspectives have changed over time, what it has been like to host an AI podcast, and what the future of AI might look like. (GIVEAWAY!) Lees meer
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Adam Stacoviak – Website, GitHub, LinkedIn, Mastodon, X
Jerod Santo – GitHub, LinkedIn, Mastodon, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Enter to win some awesome AI hardware bundles!
Sasha Rush on trends from ICLR
Episodes mentioned on the show:
MLOps and tracking experiments with Allegro AI
Explaining AI explainability (Darwin AI)
Practical AI Ethics
Model inspection and interpretation at Seldon
Attack of the C̶l̶o̶n̶e̶s̶ Text!
🤗 All things transformers with Hugging Face
Achieving provably beneficial, human-compatible AI
AI for Good: clean water access in Africa
Exploring the COVID…
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Attack of the C̶l̶o̶n̶e̶s̶ Text!
4 augustus 2020 · 48 min
Come hang with the bad boys of natural language processing (NLP)! Jack Morris joins Daniel and Chris to talk about TextAttack, a Python framework for adversarial attacks, data augmentation, and model training in NLP. TextAttack will improve your understanding of your NLP models, so come prepared to rumble with your own adversarial attacks! Lees meer
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
Changelog++ – You love our content and you want to take it to the next level by showing your support. We’ll take you closer to the metal with no ads, extended episodes, outtakes, bonus content, a deep discount in our merch store (soon), and more to come. Let’s do this!
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Jack Morris – Website, GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
TextAttack
Attacking Machine Learning with Adversarial Examples
Upcoming Events:
Register for upcoming webinars here!
-
🤗 All things transformers with Hugging Face
27 juli 2020 · 47 min
Sash Rush, of Cornell Tech and Hugging Face, catches us up on all the things happening with Hugging Face and transformers. Last time we had Clem from Hugging Face on the show (episode 35), their transformers library wasn’t even a thing yet. Oh how things have changed! This time Sasha tells us all about Hugging Face’s open source NLP work, gives us an intro to the key components of transformers, and shares his perspective on the future of AI research conferences. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Sasha Rush – Website, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Giveaway details!! Check this blog post for all the details to win a free copy of Dracula PRO && 14 Habits of Highly Productive Developers
Hugging Face
Transformers library
Tokenizers library
NLP (data and evaluation metrics) library
Previous Practical AI episode with Hugging Face
TechCrunch announcement about Hugging Face’s recent fundraising
The annotated transformer
2000+ models in Hugging Face’s model hub
Attention is all you need paper
Mini Conf tools
Upcoming Events:
Register for upcoming webinars here!
-
MLOps and tracking experiments with Allegro AI
20 juli 2020 · 51 min
DevOps for deep learning is well… different. You need to track both data and code, and you need to run multiple different versions of your code for long periods of time on accelerated hardware. Allegro AI is helping data scientists manage these workflows with their open source MLOps solution called Trains. Nir Bar-Lev, Allegro’s CEO, joins us to discuss their approach to MLOps and how to make deep learning development more robust. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Nir Bar-Lev – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Allegro AI
The “Trains” Platform
Trains demo server
Trains video tutorials on YouTube
Upcoming Events:
Register for upcoming webinars here!
-
Practical AI Ethics
14 juli 2020 · 53 min
The multidisciplinary field of AI Ethics is brand new, and is currently being pioneered by a relatively small number of leading AI organizations and academic institutions around the world. AI Ethics focuses on ensuring that unexpected outcomes from AI technology implementations occur as rarely as possible. Daniel and Chris discuss strategies for how to arrive at AI ethical principles suitable for your own organization, and what is involved in implementing those strategies in the real world. Tune in for a practical AI primer on AI Ethics! Lees meer
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Practical AI episode 85: Achieving provably beneficial, human-compatible AI
Google - Responsible AI Practices
Microsoft - Responsible AI
U.S. Department of Defense - Ethical Principles for Artificial Intelligence
OECD Principles on AI
Cambridge - The Role and Limits of Principles in AI Ethics: Towards a Focus on Tensions
Nature - Principles alone cannot guarantee ethical AI
Books
“Artificial Intelligence” by Stuart Russell and Peter Norvig
“Human Compatible” by Stuart Russell
Upcoming Events:
Register for upcoming webinars here!
-
The ins and outs of open source for AI
7 juli 2020 · 47 min
Daniel and Chris get you Fully-Connected with open source software for artificial intelligence.
In addition to defining what open source is, they discuss where to find open source tools and data, and how you can contribute back to the open source AI community. Lees meerSponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
General discussion of AI and open source code/data/model
How to experiment with open source tools/data
What are easy ways to start contributing
What are ways to contribute to open source AI other than contributing to key projects?
Sources:
GitHub
Papers With Code
Semantic Scholar
Google Dataset Search
Data.gov
Learning resources:
Guide to making your first open source contribution
Upcoming Events:
Register for upcoming webinars here!
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Operationalizing ML/AI with MemSQL
29 juni 2020 · 54 min
A lot of effort is put into the training of AI models, but, for those of us that actually want to run AI models in production, performance and scaling quickly become blockers. Nikita from MemSQL joins us to talk about how people are integrating ML/AI inference at scale into existing SQL-based workflows. He also touches on how model features and raw files can be managed and integrated with distributed databases. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Nikita Shamgunov – Website, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
MemSQL
MemSQL’s ML/AI capabilities
MemSQL’s recent AI/ML e-book
Contact tracing case study with MemSQL and True Digital
Upcoming Events:
Register for upcoming webinars here!
-
Roles to play in the AI dev workflow
22 juni 2020 · 50 min
This full connected has it all: news, updates on AI/ML tooling, discussions about AI workflow, and learning resources. Chris and Daniel breakdown the various roles to be played in AI development including scoping out a solution, finding AI value, experimentation, and more technical engineering tasks. They also point out some good resources for exploring bias in your data/model and monitoring for fairness. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Streamlit:
Streamlit funding announcement
Previous Practical AI episode about Streamlit
GPU acceleration in Windows Subsystem for Linux
Fairness and bias:
Google’s explanation of bias in their ML crash course
IBM fairness 360
Google’s responsible AI practices
Driven Data’s Deon project
Previous Practical AI episode about bias in AI and hiring
US Department of Defense Ethical principles for AI
Chris’s personal, COVID-related blog post
Upcoming Events:
Register for upcoming webinars here!
-
The long road to AGI
15 juni 2020 · 50 min
Daniel and Chris go beyond the current state of the art in deep learning to explore the next evolutions in artificial intelligence. From Yoshua Bengio’s NeurIPS keynote, which urges us forward towards System 2 deep learning, to DARPA’s vision of a 3rd Wave of AI, Chris and Daniel investigate the incremental steps between today’s AI and possible future manifestations of artificial general intelligence (AGI). Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Yoshua Bengio | From System 1 Deep Learning to System 2 Deep Learning | NeurIPS 2019 (video)
Yoshua Bengio | From System 1 Deep Learning to System 2 Deep Learning | NeurIPS 2019 (slides)
Yoshua Bengio | Wikipedia
A DARPA Perspective on Artificial Intelligence
DARPA | Wikipedia
U.S. Department of Defense Directive 3000.09: Autonomy in Weapon Systems
Books
“Thinking, Fast and Slow” by Daniel Kahneman
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Explaining AI explainability
8 juni 2020 · 47 min
The CEO of Darwin AI, Sheldon Fernandez, joins Daniel to discuss generative synthesis and its connection to explainability. You might have heard of AutoML and meta-learning. Well, generative synthesis tackles similar problems from a different angle and results in compact, explainable networks. This episode is fascinating and very timely. Lees meer
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Featuring:
Sheldon Fernandez – LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Darwin AI
FermiNets - a paper that introduces the idea of generative synthesis.
COVID-Net - Darwin AI’s COVID-related computer vision model.
NLP highlights podcast episode on Behavioral Testing - behavioral tests
Sheldon’s explainability primer on medium
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Exploring NVIDIA's Ampere & the A100 GPU
26 mei 2020 · 53 min
On the heels of NVIDIA’s latest announcements, Daniel and Chris explore how the new NVIDIA Ampere architecture evolves the high-performance computing (HPC) landscape for artificial intelligence. After investigating the new specifications of the NVIDIA A100 Tensor Core GPU, Chris and Daniel turn their attention to the data center with the NVIDIA DGX A100, and then finish their journey at “the edge” with the NVIDIA EGX A100 and the NVIDIA Jetson Xavier NX. Lees meer
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Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
NVIDIA Ampere Architecture In-Depth
NVIDIA DGX A100
NVIDIA EGX A100
NVIDIA Jetson Xavier NX
Practical AI – Episode #56 – Worlds are colliding - AI and HPC
Practical AI – Episode #15 – Artificial intelligence at NVIDIA
Learning Resources
NVIDIA Deep Learning Institute
Docker and Kubernetes: The Complete Guide
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AI for Good: clean water access in Africa
11 mei 2020 · 43 min
Chandler McCann tells Daniel and Chris about how DataRobot engaged in a project to develop sustainable water solutions with the Global Water Challenge (GWC). They analyzed over 500,000 data points to predict future water point breaks. This enabled African governments to make data-driven decisions related to budgeting, preventative maintenance, and policy in order to promote and protect people’s access to safe water for drinking and washing. From this effort sprang DataRobot’s larger AI for Good initiative. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack. Get 10% off using the code PRACTICALAI10. To learn more and purchase tickets go to datadan.io.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Chandler McCann – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Worldwide Water Access: Tapping into a Well of Data
AI for Good with DataRobot: Saving the World One Use Case at a Time
AI for Good: Powered by DataRobot
DataRobot
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Ask us anything (about AI)
4 mei 2020 · 51 min
Daniel and Chris get you Fully-Connected with AI questions from listeners and online forums: Lees meer
What do you think is the next big thing?
What are CNNs?
How does one start developing an AI-enabled business solution?
What tools do you use every day?
What will AI replace?
And more…
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DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack. Get 10% off using the code PRACTICALAI10. To learn more and purchase tickets go to datadan.io.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Books
“Data Science from Scratch” by Joel Grus
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Reinforcement learning for chip design
27 april 2020 · 45 min
Daniel and Chris have a fascinating discussion with Anna Goldie and Azalia Mirhoseini from Google Brain about the use of reinforcement learning for chip floor planning - or placement - in which many new designs are generated, and then evaluated, to find an optimal component layout. Anna and Azalia also describe the use of graph convolutional neural networks in their approach. Lees meer
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AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack. Get 10% off using the code PRACTICALAI10. To learn more and purchase tickets go to datadan.io.
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Anna Goldie – GitHub, LinkedIn, X
Azalia Mirhoseini – LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Their research paper
Google Brain
Google is using AI to design chips that will accelerate AI | MIT Technology Review
Practical AI episode #47: GANs, RL, and transfer learning oh my!
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Exploring the COVID-19 Open Research Dataset
20 april 2020 · 44 min
In the midst of the COVID-19 pandemic, Daniel and Chris have a timely conversation with Lucy Lu Wang of the Allen Institute for Artificial Intelligence about COVID-19 Open Research Dataset (CORD-19). She relates how CORD-19 was created and organized, and how researchers around the world are currently using the data to answer important COVID-19 questions that will help the world through this ongoing crisis. Lees meer
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack. Get 10% off using the code PRACTICALAI10. To learn more and purchase tickets go to datadan.io.
Featuring:
Lucy Lu Wang – Website, GitHub, LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Lucy Lu Wang - Google Scholar
Kaggle: COVID-19 Open Research Dataset Challenge (CORD-19)
CORD-19 Explorer
Semantic Scholar | CORD-19
Allen Institute for AI
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Achieving provably beneficial, human-compatible AI
13 april 2020 · 53 min
AI legend Stuart Russell, the Berkeley professor who leads the Center for Human-Compatible AI, joins Chris to share his insights into the future of artificial intelligence. Stuart is the author of Human Compatible, and the upcoming 4th edition of his perennial classic Artificial Intelligence: A Modern Approach, which is widely regarded as the standard text on AI. After exposing the shortcomings inherent in deep learning, Stuart goes on to propose a new practitioner approach to creating AI that avoids harmful unintended consequences, and offers a path forward towards a future in which humans can safely rely of provably beneficial AI. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
Pluralsight – Stay home. Skill up. For free. Pluralsight is totally free for the entire month of April! With over 7,000 courses from experts in software development, security, cloud and data there’s never been a better time to skill up. Learn more and get started at pluralsight.com/changelog
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Stuart Russell – Website, LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Show Notes:
Stuart Russell on Wikipedia
Stuart Russell’s TED Speaker profile
Center for Human-Compatible AI
Stuart Russell on how to make AI ‘human-compatible’
AI could be a disaster for humanity. A top computer scientist thinks he has the solution.
Leading AI Luminary Has An Idea To Ensure Humans Remain In Control
Books
“Artificial Intelligence” by Stuart Russell and Peter Norvig
“Human Compatible” by Stuart Russell
…
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COVID-19 Q&A and CORD-19
6 april 2020 · 54 min
So many AI developers are coming up with creative, useful COVID-19 applications during this time of crisis. Among those are Timo from Deepset-AI and Tony from Intel. They are working on a question answering system for pandemic-related questions called COVID-QA. In this episode, they describe the system, related annotation of the CORD-19 data set, and ways that you can contribute! Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Featuring:
Timo Möeller – GitHub, LinkedIn
Tony Reina – GitHub, LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
COVID-QA
CORD-19
Episode featuring SpaCy
Sentence transformers
Episode on BERT
German BERT from Deepset-AI
Hugging Face Transformers
Haystack from Deepset-AI
Deepmind molecular structure with RL project
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Mapping the intersection of AI and GIS
30 maart 2020 · 50 min
Daniel Wilson and Rob Fletcher of ESRI hang with Chris and Daniel to chat about how AI powered modern geographic information systems (GIS) and location intelligence. They illuminate the various models used for GIS, spatial analysis, remote sensing, real-time visualization, and 3D analytics. You don’t want to miss the part about their work for the DoD’s Joint AI Center in humanitarian assistance / disaster relief. Lees meer
Sponsors:
DigitalOcean – DigitalOcean’s developer cloud makes it simple to launch in the cloud and scale up as you grow. They have an intuitive control panel, predictable pricing, team accounts, worldwide availability with a 99.99% uptime SLA, and 24/7/365 world-class support to back that up. Get your $100 credit at do.co/changelog.
AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Daniel Wilson – LinkedIn
Rob Fletcher – LinkedIn
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
ESRI
ESRI - GeoAI Blog
ESRI - YouTube: ArcGIS & Artificial Intelligence (DoD JAIC)
Practical AI #72: How the U.S. military thinks about AI (DoD JAIC)
Books
“Pattern Recognition and Machine Learning” by Christopher M. Bishop
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Welcome to Practical AI
25 maart 2020 · 2 min
Practical AI is a weekly podcast that’s marking artificial intelligence practical, productive, and accessible to everyone. If world of AI affects your daily life, this show is for you. Lees meer
Whether you're deep in the tools and trends, trying to keep up…
(clip from episode #357)
To the AI curious trying to understand the concepts at play and their implications on our lives…
(clip from episode #348)
Chris Benson and Daniel Whitenack are here to keep you fully-connected with the world of machine learning and data science.
Please listen to a recent episode that interests you and subscribe today. We’d love to have you as a listener!
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
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Speech recognition to say it just right
23 maart 2020 · 49 min
Catherine Breslin of Cobalt joins Daniel and Chris to do a deep dive on speech recognition. She also discusses how the technology is integrated into virtual assistants (like Alexa) and is used in other non-assistant contexts (like transcription and captioning). Along the way, she teaches us how to assemble a lexicon, acoustic model, and language model to bring speech recognition to life. Lees meer
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AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Catherine Breslin – Website, GitHub, LinkedIn, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Catherine Breslin - Google Scholar
Cobalt Speech and Language
Business Insider: The 100 coolest people in UK tech - Catherine Breslin
The Female Lead - Catherine Breslin
Silicon Republic: 15 architects building the data-driven future
Stylist: Meet the woman who teaches Amazon Alexa how to understand humans
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Building a career in Data Science
16 maart 2020 · 51 min
Emily Robinson, co-author of the book Build a Career in Data Science, gives us the inside scoop about optimizing the data science job search. From creating one’s resume, cover letter, and portfolio to knowing how to recognize the right job at a fair compensation rate. Lees meer
Emily’s expert guidance takes us from the beginning of the process to conclusion, including being successful during your early days in that fantastic new data science position.
Sponsors:
Linode – Our cloud of choice and the home of Changelog.com. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2019 OR changelog2020. To learn more and get started head to linode.com/changelog.
AI Classroom – An immersive, 3 day virtual training in AI with Practical AI co-host Daniel Whitenack
Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Emily Robinson – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Comment on the episode page for a chance to win a FREE copy of the eBook! Tell us why you are interested in Data Science and how this book might help you achieve your goals. Our 3 favorite comments will be selected on April 13th!
R Conference | New York City
Books
“Build a Career in Data Science” by Emily Robinson and Jacqueline Nolis
Be sure to use discount code: podpracticalAI19
“Cracking the Coding Interview” by Gayle Laakmann McDowell
“Designing Your New Work Life” by Bill Burnett and Dave Evans
“Designing Your Life” by Bill Burnett and Dave Evans
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What exactly is "data science" these days?
9 maart 2020 · 49 min
Matt Brems from General Assembly joins us to explain what “data science” actually means these days and how that has changed over time. He also gives us some insight into how people are going about data science education, how AI fits into the data science workflow, and how to differentiate yourself career-wise. Lees meer
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Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com.
Rollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog.
Featuring:
Matt Brems – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
General Assembly
Betavector
Previous episode: Exposing the deception of DeepFakes
Data Science Venn diagram
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