Super Data Science: ML & AI Podcast with Jon Krohn
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1.039 afleveringen, van nieuw naar oud
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688: Six Reasons Why Building LLM Products Is Tricky
16 juni 2023 · 14 min
Prompt injection, prompt engineering, context windows, and more: In this week’s Five-Minute Friday, Jon explains why anyone looking to build their own product leveraging LLMs should stop to consider these and three more issues before jumping in. Phillip Carter first outlined these six issues in his article “All the Hard Stuff Nobody Talks About when Building Products with LLMs”.Additional materials: www.superdatascience.com/688Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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687: Generative Deep Learning, with David Foster
13 juni 2023 · 1 uur 47 min
Autoencoders, transformers, latent space: Learn the elements of generative AI and hear what data scientist David Foster has to say about the potential for generative AI in music, as well as the role that world models play in blending generative AI with reinforcement learning.This episode is brought to you by Posit, the open-source data science company, by Anaconda, the world's most popular Python distribution, and by WithFeeling.ai, the company bringing humanity into AI. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Generative modeling vs discriminative modeling [04:21]• Generative AI for Music [13:12]• On the threats of AI [23:15]• Autoencoders Explained [38:36]• Noise in Generative AI [48:11]• What CLIP models are (Contrastive Language-Image Pre-training) [54:07]• What World Models are [1:00:40]• What a Transformer is [1:11:14]• How to use transformers for music generation [1:19:50]Additional materials: www.superdatascience.com/687 Lees meer
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686: Open-Source "Responsible A.I." Tools, with Ruth Yakubu
9 juni 2023 · 30 min
Mircosoft’s Ruth Yakubu joins Jon Krohn to discuss Responsible AI principles and the open-source Responsible AI Toolbox, allowing users to assess their models for fairness, inclusiveness, privacy, explainability, accountability, and reliability before deployment.Additional materials: www.superdatascience.com/686Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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685: Tools for Building Real-Time Machine Learning Applications, with Richmond Alake
6 juni 2023 · 1 uur 6 min
Richmond Alake, a Machine Learning Architect at Slalom Build, sits down with Jon to share real-time ML insights, tools and career experiences for a high-energy and high impact episode. From his work at Slalom Build to his two AI startups, discover the software choices, ML tools, and front-end development techniques used by a leader in the field.This episode is brought to you by Posit, the open-source data science company, by AWS Inferentia, and by WithFeeling.ai, the company bringing humanity into AI. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• What is a Machine Learning Architect? [03:09]• Richmond's startups [12:07]• Why Richmond started a podcast [29:51]• Richmond's new course on feature stores [38:05]• Why Richmond produces data science content [43:25]• Why All Data Scientists Should Write [51:30]Additional materials: www.superdatascience.com/685 Lees meer
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684: Get More Language Context out of your LLM
2 juni 2023 · 6 min
Open-source LLMs, FlashAttention and generative AI terminology: Host Jon Krohn gives us the lift we need to explore the next big steps in generative AI. Listen to the specific way in which Stanford University’s “exact attention” algorithm, FlashAttention, could become a competitor for GPT-4’s capabilities.Additional materials: www.superdatascience.com/684Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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683: Contextual A.I. for Adapting to Adversaries, with Dr. Matar Haller
30 mei 2023 · 1 uur 21 min
Monitoring malicious, user-generated content; contextual AI; adapting to novel evasion attempts: Matar Haller speaks to Jon Krohn about the challenges of identifying, analyzing and flagging malicious information online. In this episode, Matar explains how contextual AI and a “database of evil” can help resolve the multiple challenges of blocking dangerous content across a range of media, even those that are live-streamed.This episode is brought to you by Posit, the open-source data science company, by Anaconda, the world's most popular Python distribution, and by WithFeeling.ai, the company bringing humanity into AI. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• How ActiveFence helps its customers to moderate platform content [05:36]• How ActiveFence finds extreme social media users trying to evade detection [16:32]• How to monitor live-streaming content and analyze it for dangerous material [29:13]• The technologies ActiveFence uses to run its platform [35:54]• Matar’s experience of the Insight Fellows Program (Data Science Fellowship) [40:28]• Leadership opportunities for women in STEM [1:00:41]• Israel’s R&D edge for AI [1:13:19]Additional materials: www.superdatascience.com/683 Lees meer
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682: Business Intelligence Tools, with Mico Yuk
26 mei 2023 · 28 min
In this week's episode, Mico Yuk, host of 'Analytics on Fire', joins Jon Krohn to share her effective business intelligence and analytics framework, BIDS, for persuading key decision makers. She crowns one "power" tool as the analytics king and discusses emerging tools that could challenge its dominance. Tune in for unapologetic insights on future and current BI trends and happenings from the world of BI and analytics.Additional materials: www.superdatascience.com/682Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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681: XGBoost: The Ultimate Classifier, with Matt Harrison
23 mei 2023 · 1 uur 12 min
Unlock the power of XGBoost by learning how to fine-tune its hyperparameters and discover its optimal modeling situations. This and more, when best-selling author and leading Python consultant Matt Harrison teams up with Jon Krohn for yet another jam-packed technical episode! Are you ready to upgrade your data science toolkit in just one hour? Tune-in now!This episode is brought to you by Pathway, the reactive data processing framework, by Posit, the open-source data science company, and by Anaconda, the world's most popular Python distribution. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Matt's book ‘Effective XGBoost’ [07:05]• What is XGBoost [09:09]• XGBoost's key model hyperparameters [19:01]• XGBoost's secret sauce [29:57]• When to use XGBoost [34:45]• When not to use XGBoost [41:42]• Matt’s recommended Python libraries [47:36]• Matt's production tips [57:57]Additional materials: www.superdatascience.com/681 Lees meer
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680: Automating Industrial Machines with Data Science and the Internet of Things (IoT)
19 mei 2023 · 30 min
Industrial machinery’s dependence on data science, tech stacks to build IoT platforms, and transitioning from data science to product: This week’s Friday episode with Allegra Alessi explores the minutiae of product ownership for the Internet of Things at packaging company Bobst. Join host Jon Krohn and his guest as they unpack how the IoT is leading factory production.Additional materials: www.superdatascience.com/680Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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679: The A.I. and Machine Learning Landscape, with investor George Mathew
16 mei 2023 · 1 uur 34 min
Generative AI, MLOps, and making smart investments in AI: This week’s episode is critical listening for AI investors and generative AI creators. AI investor George Mathew talks with host Jon Krohn about the emerging generative AI stack, the critical elements of MLOps to ensure a scalable model, and the tools developers can use for a saleable product.This episode is brought to you by Posit, the open-source data science company, by AWS Inferentia, and by Anaconda, the world's most popular Python distribution. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Venture capital’s role in the technology startup ecosystem [05:59]• How RLHF helps UI become more intuitive [12:53]• The four layers of the generative AI stack [34:16]• The risks for generative AI business founders and investors [46:50]• How MLOps drive best practices and help implementation [56:33]• The importance of PLG (Product Lead Growth) [1:04:15]• How generative AI tools will impact the labor market [1:17:34]Additional materials: www.superdatascience.com/679 Lees meer
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678: StableLM: Open-source "ChatGPT"-like LLMs you can fit on one GPU
12 mei 2023 · 12 min
StableLM, the new family of open-source language models from the brilliant minds behind Stable Diffusion is out! Small, but mighty, these models have been trained on an unprecedented amount of data for single GPU LLMs. This week, Jon breaks down the mechanics of this model–see you there!
Additional materials: www.superdatascience.com/678
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
677: Digital Analytics with Avinash Kaushik
9 mei 2023 · 1 uur 28 min
How does one use marketing analytics to drive business success? Avinash Kaushik, Chief Strategy Officer at Croud and former Sr. Director of Global Strategic Analytics at Google joins Jon Krohn live for an exciting episode that covers the transformative power of AI, his 'four clusters of intent' framework and the value of hands-on data tools. Lees meer
This episode is brought to you by Pathway, the reactive data processing framework, by Posit, the open-source data science company, and by Anaconda, the world's most popular Python distribution. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:
• What is a chief strategy officer? [3:55]
• Brand vs performance analytics [7:23]
• Incrementality-centric marketing [32:53]
• Avinash's time at Google [37:54]
• How to maintain human-touch with AI [48:58]
• Four clusters of intent framework [1:11:28]
• Avinash's most significant career challenges [1:17:18]Additional materials: www.superdatascience.com/677
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676: The Chinchilla Scaling Laws
5 mei 2023 · 13 min
Chinchilla AI, and fine-tuning proprietary tasks with large language models: On this week’s Five-Minute Friday, host Jon Krohn outlines the principles of the Chinchilla Scaling Laws, the incredible power of models such as Cerebras-GPT based on these laws, and the impact of scaling on the number of viable applications and commercial use cases.Additional materials: www.superdatascience.com/676Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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675: Pandas for Data Analysis and Visualization
2 mei 2023 · 1 uur 9 min
Wrangling data in Pandas, when to use Pandas, Matplotlib or Seaborn, and why you should learn to create Python packages: Jon Krohn speaks with guest Stefanie Molin, author of Hands-On Data Analysis with Pandas.
This episode is brought to you by Posit, the open-source data science company, and by AWS Inferentia. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• The advantages of using pandas over other libraries [07:55]• Why data wrangling in pandas is so helpful [12:05]• Stefanie’s Data Morph library [24:27]• When to use pandas, matplotlib, or seaborn [33:45]• Understanding the ticker module in matplotlib [36:48]• Where data analysts should start their learning journey [40:08]• What it’s like being a software engineer at Bloomberg [51:19]
Additional materials: www.superdatascience.com/675 Lees meer -
674: Parameter-Efficient Fine-Tuning of LLMs using LoRA (Low-Rank Adaptation)
28 april 2023 · 5 min
Models like Alpaca, Vicuña, GPT4All-J and Dolly 2.0 have relatively small model architectures, but they're prohibitively expensive to train even on a small amount of your own data. The standard model-training protocol can also lead to catastrophic forgetting. In this week's episode, Jon explores a solution to these problems, introducing listeners to Parameter-Efficient Fine-Tuning (PEFT) and the leading approach: Low-Rank Adaptation (LoRA).Additional materials: www.superdatascience.com/674Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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673: Taipy, the open-source Python application builder
25 april 2023 · 1 uur 12 min
Vincent Gosselin, CEO and co-founder of Taipy, an open-source Python library, joins Jon Krohn to discuss how to accelerate productivity in Python and build scalable, reusable, and maintainable data pipelines. Gosselin shares his breadth of wisdom honed over his decades-long AI career.
This episode is brought to you by Pathway, the reactive data processing framework, and by Posit, the open-source data science company. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• The Taipy library functionality [2:59]• The future of data pipelines [21:40]• Common trends of companies that are successful at adopting data pipelines [28:31]• How no-code and low-code trends impact the data science lifecycle [33:00]• How Vincent chose the programming languages that underpin Taipy [41:40]• Common trends on how companies manage their data to learn from it [45:06]• Vincent's perspective on AI winters [51:03]
Additional materials: www.superdatascience.com/673 Lees meer -
672: Open-source "ChatGPT": Alpaca, Vicuña, GPT4All-J, and Dolly 2.0
21 april 2023 · 17 min
Get started with language models: Learn about the commercial-use options available for your business in this week’s Five-Minute Friday, where host Jon Krohn discusses four models that have many of the capabilities of ChatGPT and can run at a fraction of the cost.Additional materials: www.superdatascience.com/672Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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671: Cloud Machine Learning
18 april 2023 · 1 uur 3 min
Get to grips with AWS, Azure, Google Cloud Platform on this week’s episode. Host Jon Krohn speaks with Kirill Eremenko and Hadelin de Ponteves about CloudWolf, a cloud computing educational platform that prepares students for certification in AWS (Amazon Web Services). Find out why an accreditation in cloud computing could be the safest investment for your data science career.
This episode is brought to you by Posit, the open-source data science company, and by AWS Inferentia. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• About CloudWolf [07:04]• Why learning the cloud is important for data scientists [09:12]• Is learning cloud computing complex? [22:30]• Essential AWS services [28:31]• Database options on AWS [33:47]• How to run analytics on AWS [40:58]• Why an AWS certification is so helpful [56:35]
Additional materials: www.superdatascience.com/671 Lees meer -
670: LLaMA: GPT-3 performance, 10x smaller
14 april 2023 · 13 min
How does Meta AI's natural language model, LLaMa compare to the rest? Based on the Chinchilla scaling laws, LLaMa is designed to be smaller but more performant. But how exactly does it achieve this feat? It's all done by training a small model for a longer period of time. Discover how LLaMa compares to its competition, including GPT-3, in this week's episode. Additional materials: www.superdatascience.com/670Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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669: Streaming, reactive, real-time machine learning
11 april 2023 · 1 uur 41 min
In this episode, Jon Krohn welcomes Adrian Kosowski, Co-Founder and Chief Product Officer at Pathway, who shares insights on streaming data processing and reactive data processing, and how they're shaping the future of machine learning. Tune in now for an unforgettable episode.
This episode is brought to you by Posit, the open-source data science company, and by AWS Inferentia. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• About Pathway's reactive data processing framework [04:45]• Reactive data processing use cases [17:08]• What is the difference between batch and streaming processing [33:18]• Transformers in data engineering and data streaming [53:44]• The benefits of Adrian's technical background as a CPO [1:04:17]• Adrian's responsibilities and favorite tools as a CPO [1:15:25]• Emerging ML approaches and tools for startups [1:28:49]
Additional materials: www.superdatascience.com/669 Lees meer -
668: GPT-4: Apocalyptic stepping stone?
7 april 2023 · 56 min
AI risks, RLHF, and inner alignment: GPT stands to give the business world a major boost. But with everyone racing either to develop products that incorporate GPT or use it to carry out critical tasks, what dangers could lie ahead in working with a tool that applies essentially unknowable means (inner alignments) to reach its goals? This week’s guest Jérémie Harris speaks with Jon Krohn about the essential need for anyone working with GPT to understand the impact of a system comprising inner alignments that cannot – and may never – be fully understood.Additional materials: www.superdatascience.com/668Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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667: Harnessing GPT-4 for your Commercial Advantage
4 april 2023 · 1 uur 4 min
GPT-4, augmenting human tasks with AI, and using GPT-4 commercially: Vin Vashishta speaks to host Jon Krohn about how to leverage GPT-4 and outperform your competitors in both speed and value. Learn how GPT-4 has outmatched its predecessors – and many skilled workers – in this latest iteration of large language models.
This episode is brought to you by Pathway, the reactive data processing framework, by Posit, the open-source data science company, and by epic LinkedIn Learning instructor Keith McCormick. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• Using GPT-4 to screen for jobs [06:26]• A framework for improving systems with GPT [13:32]• Teaming, tooling and collaborating with GPT-4 [29:58]• How to accelerate data science with generative A.I. [45:36]• How to prepare for opportunities with GPT-4 [52:09]
Additional materials: www.superdatascience.com/667 Lees meer -
666: GPT-4
31 maart 2023 · 12 min
GPT-4 has landed! But how well does it compare to GPT-3.5? Tune in to hear Jon stack its performance against its predecessor–the results might just blow your mind.Additional materials: www.superdatascience.com/666Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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665: How to be both socially impactful and financially successful in your data career
28 maart 2023 · 1 uur 28 min
Angel investor and data science consultant Josh Wills sits down with Jon Krohn to discuss his former roles (Google, Slack, and Cloudera) and the essential skills for engineering scalable machine learning projects.
This episode is brought to you by Pathway, the reactive data processing framework, and by epic LinkedIn Learning instructor Keith McCormick. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• Josh's 'Data Engineering for Machine Learning' course [06:50]• Contextual bandits [10:52]• Data quality and monitoring [16:45]• The “infinite loop of sadness” in data product development [25:12]• Josh’s definition of a data scientist [30:02]• Josh's role at WeaveGrid [37:36]• Management-Track vs Independent Contributor [48:47]• Josh's work on the Covid pandemic [1:06:46]• Josh’s favorite tech stack [1:11:13]
Additional materials: www.superdatascience.com/665 Lees meer -
664: MIT Study: ChatGPT Dramatically Increases Productivity
24 maart 2023 · 5 min
Can ChatGPT make us better and faster in our work, and is it the future or just another fad? In this episode, Jon Krohn delves into a new study from MIT about the tool’s potential productivity for white-collar tasks.Additional materials: www.superdatascience.com/664Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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663: Astonishing CICERO negotiates and builds trust with humans using natural language
21 maart 2023 · 1 uur 17 min
NLP, transformer architectures, and machines beating humans at their own game: Jon Krohn talks to Alexander H. Miller about his work in building a machine that can outsmart humans in the game of Diplomacy by engineering powers of persuasion and collusion to its own advantage.
This episode is brought to you by epic LinkedIn Learning instructor Keith McCormick (linkedin.com/learning/instructors/keith-mccormick). Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• Training a natural language model to interact with Diplomacy players [05:07]• Processing speeds for a Diplomacy bot [29:32]• Using transformer architectures [37:25]• How Diplomacy AI actually works [43:25]• CICERO's potential real-world applications [55:28]• How to R&D an AI project [59:27]• How to become an AI Research Manager [1:06:12]
Additional materials: www.superdatascience.com/663 Lees meer -
662: The Most Popular SuperDataScience Podcast Episodes of 2022
17 maart 2023 · 8 min
Our list of the top 10 SuperDataScience podcast episodes for 2022 is here. From Pandas to causality, AI breakthroughs and data storytelling, these were your most popular episodes of the year gone by.
Additional materials: www.superdatascience.com/662
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
661: Designing Machine Learning Systems
14 maart 2023 · 1 uur 17 min
Chip Huyen, co-founder of Claypot AI and author of O'Reilly's best-selling "Designing Machine Learning Systems" is here to share her expertise on designing production-ready machine learning applications, the importance of iteration in real-world deployment, and the critical role of real-time machine learning in various applications. Technical listeners like data scientists and machine learning engineers will definitely enjoy this one!
This episode is brought to you by Pathway, the reactive data processing framework (pathway.com), and by epic LinkedIn Learning instructor Keith McCormick (linkedin.com/learning/instructors/keith-mccormick). Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• Why Chip wrote 'Designing Machine Learning Systems' [08:58]• How Chip ended up teaching at Stanford [13:18]• About Chip's book 'Designing Machine Learning Systems' [21:12]• What makes ML feel like magic [30:53]• How to align business intent, context, and metrics with ML [37:55]• The lessons Chip learned about training data [42:03]• Chip's secrets to engineering good features [53:19]• How Chip optimizes her productivity [1:07:48]
Additional materials: www.superdatascience.com/661 Lees meer -
660: Five Ways to Use ChatGPT for Data Science
10 maart 2023 · 4 min
ChatGPT is well-known for its potential to disrupt the writing industry, but in what other, perhaps less explored, ways can we use the tool? In this episode, Jon Krohn outlines five critical ways that ChatGPT can augment a data scientist’s work. From generating code to acting as a translation tool for programming languages, listen in to hear why ChatGPT could become a vital part of every data scientist’s toolkit.
Additional materials: www.superdatascience.com/660
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
659: Open-Source Tools for Natural Language Processing
7 maart 2023 · 1 uur 21 min
NLP practitioners: this episode is for you. From the awareness of linguistic elements and annotation to getting the necessary people in the room, Vincent Warmerdam presents to Jon Krohn a recipe for a successful project and the open-source NLP tools to get there.
This episode is brought to you by epic LinkedIn Learning instructor Keith McCormick (linkedin.com/learning/instructors/keith-mccormick). Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• How Vincent came to work with De Speld [08:57]• Vincent’s role at Explosion [18:59]• How users can apply spaCy [21:46]• Prodigy: Annotate training data more efficiently with scripts [26:28]• How to manage “skill anxiety” with Calmcode [32:32]• How Vincent fixed bad labels [42:47]• The value of understanding linguistics for NLP [54:42]• How to constrain artificial stupidity [1:02:38]
Additional materials: www.superdatascience.com/659 Lees meer -
658: How to Build Data and ML Products Users Love
3 maart 2023 · 36 min
What makes data products popular? Brian T. O'Neill, Founder and Principal of Designing for Analytics, returns to the podcast to help us crack the code on building data products that people love.
Additional materials: www.superdatascience.com/658
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
657: How to Learn Data Engineering
28 februari 2023 · 1 uur 10 min
Data engineering educator Andreas Kretz joins Jon Krohn for a 1-hour primer that covers everything you need to know about the most in-demand role in data. From skills to tools, problem-solving processes and more, growing your knowledge of data engineering only improves your marketability, so tune in today if you're ready to future-proof your data career.
This episode is brought to you by Glean (glean.io), the platform for data insights fast, and by epic LinkedIn Learning instructor Keith McCormick (linkedin.com/learning/instructors/keith-mccormick). Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Why learn data engineering? [06:55]• What is data engineering? [08:08]• What sets Senior Data Engineers apart from junior ones? [13:57]• The must-know data-engineering tools [20:26]• The right path to learn data engineering [44:24]• Are certifications worth it? [51:46]• The future of data engineering [55:24]• Andreas's career challenges [58:48]Additional materials: www.superdatascience.com/657 Lees meer -
656: A.I. Talent and the Red-Hot A.I. Skills
24 februari 2023 · 42 min
How to attract an AI recruiter’s attention: In this episode, Jon Krohn and Tribe AI CEO Jaclyn Rice Nelson break down the key ingredients needed to make a Tribe AI recruiter say “yes!” Get Jaclyn’s top tips for forward-thinking AI talent, the skills you need to learn, and the in-demand roles on Tribe’s list of clients.
Additional materials: www.superdatascience.com/656
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
655: AI ROI: How to get a profitable return on an AI-project investment
21 februari 2023 · 1 uur 43 min
Transparent data science, profitable AI, and what’s missing from a data science education: Pandata’s Data Scientist in Residence Keith McCormick and Jon Krohn discuss how “insights” can never be the end product of a data science project, how to ensure you have a specific goal at the start of a project that is related to revenue, and why there is so much miscommunication between data scientists and their clients. Exclude the C-suite at your peril!This episode is brought to you by Glean (glean.io), the platform for data insights, fast. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• What an Executive Data Scientist in Residence is [05:27]• What A.I. transparency is and how it relates to the field of Explainable A.I. (XAI) [17:34]• How companies can ensure they profit from AI projects [36:47]• Possible organization structures for data science teams to be profitable [1:02:41]• The current gaps in data science education [1:09:58]
Additional materials: www.superdatascience.com/655 Lees meer -
654: Mike Wimmer: The 14-Year-Old A.I. Entrepreneur
17 februari 2023 · 45 min
14-year-old AI prodigy Mike Wimmer joins Jon Krohn to discuss his latest projects. Whether he's using AI to help conserve the world's coral reefs or launching his new IOT-based company, Mike is an endless source of inspiration in the field of AI.
Additional materials: www.superdatascience.com/654
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
653: Efficiently Glean-ing Insights from Vast Data Warehouses
14 februari 2023 · 57 min
Carlos Aguilar, the founder and CEO of Glean, a data exploration and visualization platform, knows a thing or two about starting and growing a tech startup. After recently raising a $7 million seed round, he sits down with Jon Krohn to dive into the makings of his platform and shares tips for building a great founding team and how to delight early adopters.
In this episode you will learn:• How Glean extracts actionable insights from their client's data warehouses [06:48]• What sets Glean apart from other platforms [12:43]• Glean's software stack [14:43]• Glean's recent fundraising journey [24:56]• The essential characteristics of a founding team [30:53]• How Carlos founded Glean [36:56]• Carlos's former role at Flatiron Health [40:49]• How Carlos created a robotic painter [48:57]Additional materials: www.superdatascience.com/653
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
652: A.I. Speech for the Speechless
10 februari 2023 · 6 min
MedTech, communications technology and computer vision: In this Five-Minute Friday, Jon Krohn investigates the technology that allows patients who have lost their ability to speak via medical ventilation to communicate clearly.
Additional materials: www.superdatascience.com/652
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
651: The Intentional Use of Color in Data Communication
7 februari 2023 · 1 uur 17 min
Data visualizations, color theories and color inclusivity: In this episode, Kate Strachnyi and host Jon Krohn discuss how color can make or break your data visuals, ways to make your charts and graphs more inclusive through color, and how Kate developed the tools and techniques to nail color for your data stories in her latest book, ColorWise: A Data Storyteller’s Guide to the Intentional Use of Color.
In this episode you will learn:• What a “data storyteller” is [11:01]• Why color use should always be intentional [12:52]• Is color always necessary in data visualization? [29:41]• Color selection tips for your data visuals [31:19]• Three-color scales [34:54]• How to respect individual cultures in the color choices you make [38:25]• Best tools for data visualization [54:35]Additional materials: www.superdatascience.com/651
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
650: SparseGPT: Remove 100 Billion Parameters but Retain 100% Accuracy
3 februari 2023 · 8 min
SparseGPT is a noteworthy one-shot pruning technique that can halve the size of large language models like GPT-3 without adversely affecting accuracy. In this episode, Jon Krohn provides an overview of this development and explains its commercial and environmental implications.
Additional materials: www.superdatascience.com/650
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
649: Introduction to Machine Learning
31 januari 2023 · 1 uur 22 min
Looking for a short primer on Machine Learning concepts? SDS Founder Kirill Eremenko and AI expert Hadelin de Ponteves are back, joining Jon Krohn to review essential ML concepts. From classification errors to logistic regression, feature scaling, the elbow method and more. The popular data science instructors also introduce their latest course: Machine Learning in Python: Level 1.
In this episode you will learn:• Kirill and Hadelin's new course [17:34]• Supervised vs unsupervised learning [26:23]• False positives and false negatives [31:21]• Logistic regression [43:00]• Holding out a set of test data [46:39]• Feature scaling [52:45]• The Adjusted R-Squared metric [59:44]• The five assumptions of linear regression [1:05:12]• The Elbow Method [1:11:41]
Additional materials: www.superdatascience.com/649
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
648: VALL-E: Uncannily Realistic Voice Imitation from a 3-Second Clip
27 januari 2023 · 10 min
Text-to-speech gets a groundbreaking update with Microsoft’s VALL-E. On this Five-Minute Friday, Jon Krohn investigates how the Microsoft team modeled their tool to replicate natural human speech using just three seconds of a person’s voice.
Additional materials: www.superdatascience.com/648
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
647: Is Data Science Still Sexy?
24 januari 2023 · 1 uur 37 min
Knowledge management, trust of AI, and job automation: Tom Davenport speaks with Jon Krohn about the organizational obstacles to adopting AI, and why the C-suite also needs to learn how to handle data.This episode is brought to you by Kolena (kolena.io), the testing platform for machine learning. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Cognitive bias in understanding AI [14:13]• How AI will augment rather than replace human workers [24:27]• OpenAI and regulatory action [35:13]• Jobs that might be at risk of being automated [39:57]• The potential of citizen science in accumulating and analyzing data [1:02:18]• How AI will change the game for the C-suite [1:15:17]Additional materials: www.superdatascience.com/647 Lees meer
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646: ChatGPT: How to Extract Commercial Value Today
20 januari 2023 · 34 min
Are you still wondering how to get the most out of ChatGPT's game-changing technology? In this week's Five-Minute Friday guest episode, Jon Krohn sits down with longtime friend and e-commerce entrepreneur Zack Weinberg, to discuss the practical applications of this incredible AI tool.
Additional materials: www.superdatascience.com/646
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
645: Machine Learning for Video Games
17 januari 2023 · 1 uur 15 min
Machine learning, security and Call of Duty collide this week as Jon Krohn sits down with Carly Taylor, Lead Machine Learning Engineer for Activision's COD franchise to discuss the importance of low-latency, the future of gaming and her favorite software packages. Lees meer
This episode is brought to you by Kolena (kolena.io), the testing platform for machine learning. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:
• The relationship between data science and cyber security [4:49]
• The importance of low-latency for an optimal gaming experience [9:15]
• The future of gaming [18:13]
• Carly's thoughts on the Metaverse [25:43]
• Carly’s favorite operating systems, software packages, and keyboards [30:27]
• How to transition from a quantitative academic background into data science [45:28]
• Why Carly is called the “Rebel Data Scientist” [53:27]
• How to file a patent [57:21]Additional materials: www.superdatascience.com/645
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644: A Framework for Big Life Decisions
13 januari 2023 · 17 min
Love and money matter in this week’s Five-Minute Friday, as Stanford University’s Myra Strober sits down with Jon Krohn to talk about her latest book, Money and Love, coauthored with Abby Davisson. In this unorthodox take on thinking with your head versus your heart, Myra and Abby address the life-changing impact that money and love have on each other and how to rethink this relationship to make better decisions.
Additional materials: www.superdatascience.com/644
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
643: A.I. for Medicine
10 januari 2023 · 1 uur 21 min
AI prediction tools for antibodies and using statistics to prepare healthcare systems for pandemics: host Jon Krohn speaks with Chief Scientist of Biologics AI for Exscientia Charlotte Deane about the variety of potential partnerships between medicine and machine learning.This episode is brought to you by Kolena (kolena.io), the testing platform for machine learning. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• What does Biologics AI mean? [03:48]• How to use AI to predict protein structures [07:37]• What antibodies are [14:00]• Personalized Medicine is slow but A.I. can speed it up [24:36]• The future of predicting 4D protein structures [44:30]• Applications of machine learning during the pandemic [53:27]Additional materials: www.superdatascience.com/643 Lees meer -
642: Continuous Calendar for 2023
6 januari 2023 · 3 min
Looking to shake up your data science productivity in 2023? Switching to a continuous calendar can make all the difference. Jon Krohn shares his new calendar with those taking their yearly, monthly and daily planning to the next level.
Additional materials: www.superdatascience.com/642
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
641: Data Science Trends for 2023
3 januari 2023 · 1 uur 32 min
The top data science trends of 2023 are here. Sadie St. Lawrence joins Jon Krohn to share annual predictions on the future of AI. From the data mesh to multimodal models like ChatGPT, tune in to discover what's next.
This episode is brought to you by Kolena (kolena.io), the testing platform for machine learning. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• A recap of 2022 predictions [5:22]• Our data science trend predictions for 2023:- Data as a product [23:36]- Multimodal A.I. models [32:26]- The data mesh [42:49]- Privacy & AI Trust [50:54]- Environmental Sustainability [54:37]• Sadie's goals for 2023 [1:16:04]
Additional materials: www.superdatascience.com/641 Lees meer -
640: What I Learned in 2022
30 december 2022 · 37 min
From AI trends to rediscovering how fun it is to work with colleagues ‘in person’, host Jon Krohn wraps up the year’s best SuperDataScience content and looks ahead to another year of interviews with the data science community’s brightest stars.
Additional materials: www.superdatascience.com/640
Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer -
639: Simplifying Machine Learning
27 december 2022 · 1 uur 41 min
Learning Python for beginners is made fun on Mariya Sha’s YouTube and Discord channels, on which she posts hacks, breakdowns and tutorials on everything to do with the world’s most important programming language. If you’re continually frustrated by the high base level at which many ML and Python courses seem to begin, this episode is a great jumping-off point for you.
This episode is brought to you by Kolena (kolena.io), the testing platform for machine learning. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
In this episode you will learn:• Why Mariya was first interested in learning Python [04:44]• The positive potential for future AI applications [12:02]• Useful broadcasting software [23:09]• The importance of productivity hacking in data science [34:13]• The ethical problems of web scraping [38:45]• Mariya’s favorite Python libraries [53:48]• What excites Mariya about the future of NLP [1:13:53]• Mariya’s favorite software tools [1:15:23]
Additional materials: www.superdatascience.com/639 Lees meer