Alle afleveringen
379 afleveringen, van nieuw naar oud
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How Microsoft is using AI to help the Earth
4 februari 2019 · 45 min
Chris caught up with Jennifer Marsman, Principal Engineer on the AI for Earth team at Microsoft, right before her speech at Applied Machine Learning Days 2019 in Lausanne, Switzerland. She relayed how the team came into being, what they do, and some of the good deeds they have done for Mother Earth. They are giving away $50 million (US) in grants over five years! It was another excellent example of AI for good! Lees meer
Sponsors:
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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Algolia – Our search partner. Algolia’s full suite search APIs enable teams to develop unique search and discovery experiences across all platforms and devices. We’re using Algolia to power our site search here at Changelog.com. Get started for free and learn more at algolia.com.
Featuring:
Jennifer Marsman – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Show Notes:
Jennifer Marsman’s blog
AI for Earth
Project Premonition (mosquitos/genomics)
FarmBeats (agriculture)
Wildbook (recognizing individual animals) #1
Wildbook (recognizing individual animals) #2
Repository of data sets
Microsoft Green Twitter
Upcoming Events:
Register for upcoming webinars here!
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New year’s resolution: dive into deep learning!
28 januari 2019 · 36 min
Fully Connected – a series where Chris and Daniel keep you up to date with everything that’s happening in the AI community. Lees meer
If you’re anything like us, your New Year’s resolutions probably included an AI section, so this week we explore some of the learning resources available for artificial intelligence and deep learning. Where you go with it depends upon what you want to achieve, so we discuss academic versus industry career paths, and try to set you on the Practical AI path that will help you level up.
Sponsors:
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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Algolia – Our search partner. Algolia’s full suite search APIs enable teams to develop unique search and discovery experiences across all platforms and devices. We’re using Algolia to power our site search here at Changelog.com. Get started for free and learn more at algolia.com.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Courses
Amazon Machine Learning with AWS
Google Machine Learning Crash Course with TensorFlow APIs
Microsoft Professional Program for Artificial Intelligence
Coursera / deeplearning.ai
NVIDIA Deep Learning Institute
Google, Amazon, Microsoft: How do their free machine-learning courses compare?
Stanford Machine Learning Videos on YouTube
Books
“Deep Learning” by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
“Natural Language Processing with PyTorch” by Delip Rao and Brian McMahan
“Machine Learning With Go” by D…
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IBM's AI for detecting neurological state
21 januari 2019 · 42 min
Ajay Royyuru and Guillermo Cecchi from IBM Healthcare join Chris and Daniel to discuss the emerging field of computational psychiatry. They talk about how researchers at IBM are applying AI to measure mental and neurological health based on speech, and they give us their perspectives on things like bias in healthcare data, AI augmentation for doctors, and encodings of language structure. Lees meer
Sponsors:
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Algolia – Our search partner. Algolia’s full suite search APIs enable teams to develop unique search and discovery experiences across all platforms and devices. We’re using Algolia to power our site search here at Changelog.com. Get started for free and learn more at algolia.com.
Featuring:
Ajay Royyuru – Website
Guillermo Cecchi –
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
IBM 5 in 5: With AI, our words will be a window into our mental health
Predicting Cognitive Impairments with a Mobile Application
Automated analysis of recent-onset and prodromal schizophrenia
Prediction of psychosis across protocols and risk cohorts using automated language analysis
Upcoming Events:
Register for upcoming webinars here!
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2018 in review and bold predictions for 2019
14 januari 2019 · 42 min
Fully Connected – a series where Chris and Daniel keep you up to date with everything that’s happening in the AI community. Lees meer
This week we look back at 2018 - from the GDPR and the Cambridge Analytica scandal, to advances in natural language processing and new open source tools. Then we offer our predications for what we expect in the year ahead, touching on just about everything in the world of AI.
Sponsors:
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Algolia – Our search partner. Algolia’s full suite search APIs enable teams to develop unique search and discovery experiences across all platforms and devices. We’re using Algolia to power our site search here at Changelog.com. Get started for free and learn more at algolia.com.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
2018 in Review
Focus on more challenging ML problems
Semi-supervised learning
Domain adaptation
Generative models
Reinforcement learning
NLP
ELMO
BERT
Fear about AI
GDPR, trust and privacy
Cambridge analytica
Facial recognition
Tons of open sourced tooling, models
Predictions for 2019
Focus on trust and transparency
Bias
Regulation
GDPR and transparency, interpretability
What will other countries do regarding regulation?
AI for good
Better voice and conversational results
AI assistants
Voice interfaces
NLP advances
More focus on product development, less on research
Deep learning wi…
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Finding success with AI in the enterprise
17 december 2018 · 41 min
Susan Etlinger, an Industry Analyst at Altimeter, a Prophet company, joins us to discuss The AI Maturity Playbook: Five Pillars of Enterprise Success. This playbook covers trends affecting AI, and offers a maturity model that practitioners can use within their own organizations - addressing everything from strategy and product development, to culture and ethics. Lees meer
Sponsors:
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Algolia – Our search partner. Algolia’s full suite search APIs enable teams to develop unique search and discovery experiences across all platforms and devices. We’re using Algolia to power our site search here at Changelog.com. Get started for free and learn more at algolia.com.
Featuring:
Susan Etlinger – X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Machine Learning for fair decisions
Bias examples - programmer, black male
Increasing Trust in AI Services through Supplier’s Declarations of Conformity
Introducing AI Fairness 360
The AI Maturity Playbook: Five Pillars of Enterprise Success
AI Now - Algorithmic Impact Assessments: A Practical Framework for Public Agency Accountability
Amazon’s Facial Recognition Wrongly Identifies 28 Lawmakers, A.C.L.U. Says
General Data Protection Regulation
Upcoming Events:
Register for upcoming webinars here!
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So you have an AI model, now what?
10 december 2018 · 40 min
Fully Connected – a series where Chris and Daniel keep you up to date with everything that’s happening in the AI community. Lees meer
This week we discuss all things inference, which involves utilizing an already trained AI model and integrating it into the software stack. First, we focus on some new hardware from Amazon for inference and NVIDIA’s open sourcing of TensorRT for GPU-optimized inference. Then we talk about performing inference at the edge and in the browser with things like the recently announced ONNX JS.
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
News:
NVIDIA’s open sourcing of TensorRT
Amazon launches a machine learning chip
The recently announced ONNX JS project
Snapdragon Neural Processing Engine SDK
Learning resources:
Rise of the model servers
TensorRT server tutorial
ONNX JS on GitHub
TensorFlow JS tutorials
Upcoming Events:
Register for upcoming webinars here!
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Pachyderm's Kubernetes-based infrastructure for AI
3 december 2018 · 42 min
Joe Doliner (JD) joined the show to talk about productionizing ML/AI with Pachyderm, an open source data science platform built on Kubernetes (k8s). We talked through the origins of Pachyderm, challenges associated with creating infrastructure for machine learning, and data and model versioning/provenance. He also walked us through a process for going from a Jupyter notebook to a production data pipeline. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Joe Doliner – Website, GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Pachyderm
Pachyderm on GitHub
Pachyderm tutorials
DoD challenge built using Pachyderm
Upcoming Events:
Register for upcoming webinars here!
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BERT: one NLP model to rule them all
27 november 2018 · 39 min
Fully Connected – a series where Chris and Daniel keep you up to date with everything that’s happening in the AI community. Lees meer
This week we discuss BERT, a new method of pre-training language representations from Google for natural language processing (NLP) tasks. Then we tackle Facebook’s Horizon, the first open source reinforcement learning platform for large-scale products and services. We also address synthetic data, and suggest a few learning resources.
Sponsors:
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Algolia – Our search partner. Algolia’s full suite search APIs enable teams to develop unique search and discovery experiences across all platforms and devices. We’re using Algolia to power our site search here at Changelog.com. Get started for free and learn more at algolia.com.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
News/Discussion:
Is artificial intelligence set to become art’s next medium?
BERT (a new method for obtaining rich contextual language representations during pre-training):
Google research article
TensorFlow BERT
BERT paper
PyTorch BERT
NY Times article
Example Colab notebook
BERT explained article
Transformer paper
Google Open Sources BERT to Train Natural Language Models Without Breaking the Bank
Horizon: The first open source reinforcement learning platform for large-scale products and services
Does Synthetic Data Hold The Secret To A…
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UBER and Intel’s Machine Learning platforms
19 november 2018 · 29 min
We recently met up with Cormac Brick (Intel) and Mike Del Balso (Uber) at O’Reilly AI in SF. As the director of machine intelligence in Intel’s Movidius group, Cormac is an expert in porting deep learning models to all sorts of embedded devices (cameras, robots, drones, etc.). He helped us understand some of the techniques for developing portable networks to maximize performance on different compute architectures. Lees meer
In our discussion with Mike, we talked about the ins and outs of Michelangelo, Uber’s machine learning platform, which he manages. He also described why it was necessary for Uber to build out a machine learning platform and some of the new features they are exploring.
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Cormac Brick – Website, X
Mike Del Balso – Website
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Intel’s Movidius Group
OpenVINO Toolkit
ngraph
Uber’s Michelangelo
Upcoming Events:
Register for upcoming webinars here!
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Analyzing AI's impact on society through art and film
12 november 2018 · 44 min
Brett Gaylor joins Chris and Daniel to chat about the recently announced winners of Mozilla’s creative media awards, which focuses on exposing the impact of AI on society. These winners include a film that responds to the audience (via AI recognized emotions) and an interesting chatbot called Wanda. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Brett Gaylor – Website, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Winners of the Creative Media Awards
Do not track movie
The Science behind Cambridge Analytica
Mozilla manifesto
Machine bias article from ProPublica
Practical AI episode from Lindsey Zuloaga about bias
Upcoming Events:
Register for upcoming webinars here!
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Getting into data science and AI
5 november 2018 · 30 min
Himani Agrawal joins Daniel and Chris to talk about how she got into data science and artificial intelligence, and offers advice to others getting into these fields. She goes on to describe the role of artificial intelligence and machine learning within AT&T and telecom in general. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Himani Agrawal – Website, GitHub
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
MLConf SF
Grace Hopper Celebration
Galvanize
Fast.ai
Thinkful bootcamp
Magenta project
Upcoming Events:
Register for upcoming webinars here!
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AIs that look human and create portraits of humans
31 oktober 2018 · 35 min
In this new and updates show, Daniel and Chris discuss, among other things, efforts to use AI in art and efforts to make AI interfaces look human. They also discuss some learning resources related to neural nets, AI fairness, and reinforcement learning. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
News from Daniel:
AI portrait up for auction
Graph ML related things:
Deepmind Graphnet library
Knowledge Graphs and ML
Semantic Scholar
CSV conf
News from Chris:
Magic Leap’s new AI assistant looks alarmingly human
MIT Stephen A. Schwarzman College of Computing
Deep-learning algorithm identifies dense tissue in mammograms
Learning resources:
Neural network playground
IBM AI Fairness 360
Towards Data Science
Artificial Intelligence: What’s The Difference Between Deep Learning And Reinforcement Learning?
Upcoming Events:
Register for upcoming webinars here!
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Fighting bias in AI (and in hiring)
22 oktober 2018 · 41 min
Lindsey Zuloaga joins us to discuss bias in hiring, bias in AI, and how we can fight bias in hiring with AI. Lindsey tells us about her experiences fighting bias at HireVue, where she is director of data science, and she gives some practical advice to AI practitioners about fairness in models and data. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Lindsey Zuloaga – Website, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Compas recidivism model
HireVue
IBM fairness 360
Attacking discrimination with smarter machine learning
Upcoming Events:
Register for upcoming webinars here!
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PyTorch 1.0 vs TensorFlow 2.0
15 oktober 2018 · 44 min
Chris and Daniel are back together in another news/updates show. They discuss PyTorch v1.0, some disturbing uses of AI for tracking social credit, and learning resources to get you started with machine learning. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
News from Daniel:
Introducing PyTorch across Google cloud
VentureBeat article about PyTorch v1.0
Google’s general recommended practices for AI
Deep learning made easier with transfer learning
Decision tree visualization
Anatomy of an AI system
It’s hacktoberfest!
Conference calls:
AMLD
O’Reilly AI NY
CPVR
News from Chris:
TensorFlow RoadMap, TensorFlow 2
Leave No Dark Corner
The 5 Steps To Build A Business’s Deep Learning Workflow
The Pentagon is investing $2 billion into artificial intelligence
Google Dataset Search
What do you get when you mix sugar water, 3D printing and deep learning?
Learning resources:
Udacity Machine Learning Course by GA Tech
Machine learning cheat sheets
Upcoming Events:
Register for upcoming webinars here!
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Artificial intelligence at NVIDIA
8 oktober 2018 · 45 min
NVIDIA Chief Scientist Bill Dally joins Daniel Whitenack and Chris Benson for an in-depth conversation about ‘everything AI’ at NVIDIA. As the leader of NVIDIA Research, Bill schools us on GPUs, and then goes on to address everything from AI-enabled robots and self-driving vehicles, to new AI research innovations in algorithm development and model architectures. This episode is so packed with information, you may want to listen to it multiple times. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Bill Dally – Website
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
NVIDIA Research
NVIDIA Deep Learning Accelerator (NVDLA)
CUDA
AI-Powered Self-Driving Cars
Progressive GANs
Optical Flow and Deep Learning
TensorRT
Deep Learning Super Sampling
NVIDIA DGX2
NVSwitch and NVLink
NVIDIA Deep Learning Institute
Upcoming Events:
Register for upcoming webinars here!
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OpenAI, reinforcement learning, robots, safety
1 oktober 2018 · 33 min
We met up with Wojciech Zaremba at the O’Reilly AI conference in SF. He took some time to talk to us about some of his recent research related to reinforcement learning and robots. We also discussed AI safety and the hype around OpenAI. Lees meer
Sponsors:
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Wojciech Zaremba – Website, GitHub, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Woj’s talk at O’Reilly AI
OpenAI
OpenAI blog
The Dota playing team of AIs from OpenAI
Microsoft Tay Chatbot
Reinforcement learning Wikipedia
Berkeley course CS294-112 on Reinforcement learning. Includes pdf notes and YouTube videos of the lectures.
Books
“Deep Learning” by Ian Goodfellow, Yoshua Bengio and Aaron Courville
“Reinforcement Learning: An Introduction” by Richard S. Sutton and Andrew G. Barto
Upcoming Events:
Register for upcoming webinars here!
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Answering recent AI questions from Quora
18 september 2018 · 49 min
An amazing panel of AI innovators joined us at the O’Reilly AI conference to answer the most pressing AI questions from Quora. We also discussed trends in the industry and some exciting new advances in FPGA hardware. Lees meer
Sponsors:
DigitalOcean – DigitalOcean is simplicity at scale. Whether your business is running one virtual machine or ten thousand, DigitalOcean gets out of your way so your team can build, deploy, and scale faster and more efficiently. New accounts get $100 in credit to use in your first 60 days.
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Wes Jensen – Website
Peter Ma – Website
David Ojika – X
Vinay Rao – Website, X
Osamah Mohammed Ali – Website
Daniel Whitenack – Website, GitHub, X
Show Notes:
Intel AI Academy
Intel DevCloud
Movidius Neural Compute Stick
Cloud AutoML
Google’s AutoML: Cutting Through the Hype
MLPerf
OpenVino, OpenCV SDK
Upcoming Events:
Register for upcoming webinars here!
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AI in healthcare, synthesizing dance moves, hardware acceleration
3 september 2018 · 21 min
Chris and Daniel discuss new advances in AI research (including a creepy dancing video), how AI is creating opportunity for new chip startups, and uses of deep learning in healthcare. They also share some great learning resources, including one of Chris’s favorite online courses. Lees meer
Sponsors:
DigitalOcean – Enjoy CPU optimized droplets with dedicated hyper-threads from best in class Intel CPUs for all your machine learning and batch processing needs. Easily spin up a one-click Machine Learning and AI application image and get immediate access to Python3, R, Jupyter Notebook, TensorFlow, SciKit, and PyTorch. Our listeners get $100 in credit!
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 – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
News/Updates:
New seq2seq architecture without explicit encoder/decoder
Dancing video synthesis
O’Reilly AI SF
How AI is decommoditizing the chip industry
Johns Hopkins researchers use deep learning to combat pancreatic cancer
Artificial intelligence system designs drugs from scratch
Learning Resources:
Hands on ML books dataviz
Udemy - Complete Guide to TensorFlow for Deep Learning with Python
Books
“Hands-On Machine Learning” by Aurélien Géron
Upcoming Events:
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Robot Perception and Mask R-CNN
27 augustus 2018 · 47 min
Chris DeBellis, a lead AI data scientist at Honeywell, helps us understand what Mask R-CNN is and why it’s useful for robot perception. We also explore how this method compares with other convolutional neural network approaches and how you can get started with Mask R-CNN. Lees meer
Sponsors:
DigitalOcean – Enjoy CPU optimized droplets with dedicated hyper-threads from best in class Intel CPUs for all your machine learning and batch processing needs. Easily spin up a one-click Machine Learning and AI application image and get immediate access to Python3, R, Jupyter Notebook, TensorFlow, SciKit, and PyTorch. Our listeners get $100 in credit!
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
Featuring:
Chris DeBellis – Website
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Matterport R-CNN
Mask R-CNN paper
COCO dataset
Stanford CNN course
Stanford Deep Learning course
Facebook’s Detectron
Upcoming Events:
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Open source tools, AI for Dota, and enterprise ML adoption
21 augustus 2018 · 32 min
This week, Daniel and Chris talk about playing Dota at OpenAI, O’Reilly’s machine learning survey, AI-oriented open source (Julia, AutoKeras, Netron, PyTorch), robotics, and even the impact AI strategy has on corporate and national interests. Don’t miss it! Lees meer
Sponsors:
DigitalOcean – Enjoy CPU optimized droplets with dedicated hyper-threads from best in class Intel CPUs for all your machine learning and batch processing needs. Easily spin up a one-click Machine Learning and AI application image and get immediate access to Python3, R, Jupyter Notebook, TensorFlow, SciKit, and PyTorch. Our listeners get $100 in credit!
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
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:
The State of Machine Learning Adoption in the Enterprise
AutoKeras: The Killer of Google’s AutoML
Netron NN visualizer
What’s the Purpose of Companies in the Age of AI?
Julia 1.0
AI Nationalism
OpenAI and Dota
PyTorch Tutorials
How to Get Started in Machine Learning and Robotics
Upcoming Events:
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Behavioral economics and AI-driven decision making
13 augustus 2018 · 50 min
Mike Bugembe teaches us how to build a culture of data-driven decision making within a company, leverage behavioral economics, and identify high value use cases for AI. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Mike Bugembe – X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
JustGiving
BJ Fogg’s Behavioral Model
Books
“Cracking The Data Code” by Mike Bugembe
Upcoming Events:
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Eye tracking, Henry Kissinger on AI, Vim
6 augustus 2018 · 29 min
Chris and Daniel help us wade through the week’s AI news, including open ML challenges from Intel and National Geographic, Henry Kissinger’s views on AI, and a model that can detect personality based on eye movements. They also point out some useful resources to learn more about pandas, the vim editor, and AI algorithms. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
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 – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
News:
RFP for National Geographic AI earth innovation
Intel - AI Interplanetary challenge
App that lets Alexa read sign language
The mythos of model interpretability
Artificial Intelligence Can Predict Your Personality By Simply Tracking Your Eyes
Think You Know How Disruptive Artificial Intelligence Is? Think Again.
How the Enlightenment Ends
Learning resources:
Pandas tips and tricks
Mastering vim quickly
An introduction to Gradient Descent Algorithm
Introducing capsule networks
Upcoming Events:
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Understanding the landscape of AI techniques
30 juli 2018 · 45 min
Jared Lander, the organizer of NYHackR and general data science guru, joined us to talk about the landscape of AI techniques, how deep learning fits into that landscape, and why you might consider using R for ML/AI. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Jared Lander – Website, GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Lander Analytics
New York R Conference
New York Open Statistical Programming Meetup
Books
“R for Everyone” by Jared Lander
“Applied Predictive Modeling” by Max Kuhn and Kjell Johnson
“Deep Learning with R” by Francois Chollet and J. J. Allaire
Upcoming Events:
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Government use of facial recognition and AI at Google
23 juli 2018 · 18 min
In this episode, Chris and Daniel discuss the latest news, including an article about Google’s AI principles, and they highlight some useful resources to help you level up. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
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 – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
ACLU calls for a moratorium on government use of facial recognition technologies – TechCrunch
Doing good data science - O’Reilly Media
An Overview of National AI Strategies – Politics + AI – Medium
Meet CIMON, the 1st Robot with Artificial Intelligence to Fly in Space
AI at Google: our principles
Foundations of Machine Learning
Machine Learning Crash Course | Google Developers
Best Laptop for Machine Learning - YouTube
Upcoming Events:
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Detecting planets with deep learning
16 juli 2018 · 45 min
Andrew Vanderburg of UT Austin and Christ Shallue of Google Brain join us to talk about their deep learning collaboration, which involved searching through a crazy amount of space imagery to find new planets. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
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 catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.com/changelog.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Andrew Vanderburg – Website
Chris Shallue – Website, GitHub
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Google AI Blog: Open Sourcing the Hunt for Exoplanets
Artificial Intelligence, NASA Data Used to Discover Exoplanet | NASA
Upcoming Events:
Register for upcoming webinars here!
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Data management, regulation, the future of AI
9 juli 2018 · 48 min
Matthew Carroll and Andrew Burt of Immuta talked with Daniel and Chris about data management for AI, how data regulation will impact AI, and schooled them on the finer points of the General Data Protection Regulation (GDPR). Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Matthew Carroll – Website, X
Andrew Burt – Website, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Introducing the world’s first data management platform for data science. - Immuta
General Data Protection Regulation - Wikipedia
Upcoming Events:
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Helping African farmers with TensorFlow
2 juli 2018 · 43 min
Amanda Ramcharan, Latifa Mrisho, and Peter McCloskey joined Daniel and Chris to talk about how Penn State University are collaborating to help African farmers increase their yields via a TensorFlow powered mobile app. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Amanda Ramcharan – Website, GitHub, X
Latifa Mrisho – X
Peter McCloskey –
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
Assessing a mobile-based deep learning model for plant disease surveillance
Penn State-developed plant-disease app recognized by Google
Upcoming Events:
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Putting AI in a box at MachineBox
2 juli 2018 · 45 min
Mat Ryer and David Hernandez joined Daniel and Chris to talk about MachineBox, building a company around AI, and democratizing AI. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Mat Ryer – Website, GitHub, LinkedIn, X
David Hernandez – GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Show Notes:
MachineBox
Books
“Go Programming Blueprints” by Mat Ryer
Upcoming Events:
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Meet your Practical AI hosts
2 juli 2018 · 35 min
In this inaugural episode of Practical AI — Adam Stacoviak and Jerod Santo sit down with Daniel Whitenack and Chris Benson to discuss their experiences in Artificial Intelligence, Machine Learning, and Data Science and what they hope to accomplish as hosts of this podcast. Lees meer
Sponsors:
Hired – Salary and benefits upfront? Yes please. Our listeners get a double hiring bonus of $600! Or, refer a friend and get a check for $1,337 when they accept a job. On Hired companies send you offers with salary, benefits, and even equity upfront. You are in full control of the process. Learn more at hired.com/practicalai.
Rollbar – We catch our errors before our users do because of Rollbar. Resolve errors in minutes, and deploy your code with confidence. Learn more at rollbar.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.
Linode – Our cloud server of choice. Deploy a fast, efficient, native SSD cloud server for only $5/month. Get 4 months free using the code changelog2018. Start your server - head to linode.com/changelog
Featuring:
Daniel Whitenack – Website, GitHub, X
Chris Benson – Website, GitHub, LinkedIn, X
Adam Stacoviak – Website, GitHub, LinkedIn, Mastodon, X
Jerod Santo – GitHub, LinkedIn, Mastodon, X
Show Notes:
Symbolic artificial intelligence
Deep learning
Machine learning
NVIDIA’s GPU Technology Conference (GTC) - the premier AI and deep learning event from NVIDIA.
Upcoming Events:
Register for upcoming webinars here!