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Super Data Science: ML & AI Podcast with Jon Krohn

The latest machine learning, A.I., and data career topics from across both academia and industry are brought to you by host Dr. Jon Krohn on the Super Data Science Podcast. As the quantity of data on our planet doubles every couple of years and with this trend set to continue for decades to come, there’s an unprecedented opportunity for you to make a meaningful impact in your lifetime. In conversation with the biggest names in the data science industry, Jon cuts through hype to fuel that professional impact.

Whether you’re curious about getting started in a data career or you’re a deep technical expert, whether you’d like to understand what A.I. is or you’d like to integrate more data-driven processes into your business, we have inspiring guests and lighthearted conversation for you to enjoy.

We cover tools, techniques, and implementation tricks across data collection, databases, analytics, predictive modeling, visualization, software engineering, real-world applications, commercialization, and entrepreneurship − everything you need to crush it with data science.

Copyright: © 2024 Super Data Science: ML & AI Podcast with Jon Krohn

Latest Episodes:

815: Polars: Faster DataFrame Ops, with Marco Gorelli Sep 03, 2024

Show notes

Polars, Python, Narwhals, Rust, and Pandas: Marco Gorelli talks to Jon Krohn about the many ways to use the newest data libraries available, the joys of open-source development, and the best method to win prizes in forecasting competitions.

This episode is brought to you by AWS Inferentia and AWS Trainium, by Babbel, the science-backed language-learning platform, and by Gurobi, the Decision Intelligence Leader. Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

• When to use Polars vs Pandas [08:26]

• How Polars optimizes string operations and data processing [20:08]

• Where Narwhals outstrips Polars and Pandas [48:37]

• The benefits of using Altair [55:21]

• Addressing the lack of women in data science [1:09:58]

• How to win a forecasting competition [1:16:58]

Additional materials: www.superdatascience.com/815

814: Summer Reflections Aug 30, 2024

Show notes

As summer winds down, this episode shifts focus from the usual tech discussions to something more personal: reflecting on the importance of balancing work with life’s simple pleasures. While the world of data science and AI continues to evolve rapidly, it's essential to remember that true success isn't just about professional milestones. It’s also about cherishing the moments that make life meaningful. Tune in for a brief but impactful reflection on how to redefine success to include not just achievements, but also the everyday joys that often go unnoticed.

Additional materials: www.superdatascience.com/814

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

813: Solving Business Problems Optimally with Data, with Jerry Yurchisin Aug 27, 2024

Show notes

Jerry Yurchisin from Gurobi joins Jon Krohn to break down mathematical optimization, showing why it often outshines machine learning for real-world challenges. Find out how innovations like NVIDIA’s latest CPUs are speeding up solutions to problems like the Traveling Salesman in seconds.

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

• The Burrito Optimization Game and mathematical optimization use cases [03:36]

• Key differences between machine learning and mathematical optimization [05:45]

• How mathematical optimization is ideal for real-world constraints [13:50]

• Gurobi’s APIs and the ease of integrating them [21:33]

• How LLMs like GPT-4 can help with optimization problems [39:39]

• Why integer variables are so complex to model [01:02:37]

• NP-hard problems [01:11:01]

• The history of optimization and its early applications [01:26:23]

Additional materials: www.superdatascience.com/813

812: The AI Scientist: Towards Fully Automated, Open-Ended Scientific Discovery Aug 23, 2024

Show notes

In this episode of Five-Minute Friday, Jon Krohn investigates published findings from the startup Sakana AI and its paper’s co-authors from the University of Oxford, the University of British Columbia and the Vector Institute in Toronto. These authors explore the potential of The AI Scientist, a framework that could change the way we conduct scientific research forever.

Additional materials: www.superdatascience.com/812

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

811: Scaling Data Science Teams Effectively, with Nick Elprin Aug 20, 2024

Show notes

Nick Elprin talks to Jon Krohn about how and when to scale a data science team and its workflows to secure a company’s commercial viability. You’ll also hear how to launch your own data science startup and why it’s so important to understand that AI tools are not one-size-fits-all.

This episode is brought to you by AWS Inferentia and AWS Trainium. Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

• How Nick served enterprises with his AI startup, Domino Data Lab [05:36]

• About the Navy’s own mine detection models [17:43]

• The hype surrounding GenAI [30:35]

• How AI platforms integrate with business strategies [39:49]

• When it’s time to integrate an AI tool into your business [51:12]

• Why Nick started Domino Data Lab [1:03:53]

Additional materials: www.superdatascience.com/811

810: The Five Levels of Self-Driving Cars Aug 16, 2024

Show notes

Self-driving cars are here, and Jon Krohn is breaking down the five levels of automation that could change driving forever. From full human control at Level 0 to cars that drive themselves in any condition at Level 5, get the real story on what these levels mean. With firsthand insights from a recent autonomous vehicle experience, this episode cuts through the buzz and tells you what’s coming next.

Additional materials: www.superdatascience.com/810

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

809: Agentic AI, with Shingai Manjengwa Aug 13, 2024

Show notes

Agentic AI is revolutionizing the tech landscape, and Shingai Manjengwa from ChainML is here to tell us why. Discover how AI agents are becoming an integral part of our lives, automating tasks like travel bookings and daily inspiration. Shingai explains the power of multi-agent systems, where AI agents collaborate to solve complex challenges, and highlights how blockchain technology is enhancing AI transparency and trust. Plus, get an inside look at ChainML’s innovative Theoriq protocol and the groundbreaking Council Analytics tool.

This episode is brought to you by Gurobi, the Decision Intelligence Leader, and by ODSC, the Open Data Science Conference. Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

• What A.I. agents are [10:51]

• How blockchain technology helps humans trust A.I. agents [18:27]

• The Theoriq protocol developed by ChainML [34:05]

• How Council Analytics lets you “speak” to their dataset with natural language [39:00]

• A future of multi-agent systems [50:42]

• Challenges and risks associated with agentic AI [1:04:17]

Additional materials: www.superdatascience.com/809

808: In Case You Missed It in July 2024 Aug 09, 2024

Show notes

Advice for emerging data scientists, the latest in model merging, and how GenAI can supercharge your creativity: Host Jon Krohn gives us his highlights from a month of interviews, packed with tips from some of the leading names in data science and beyond. Guests include Daliana Liu, Charles Duhigg, Charles Goddard, Rosanne Liu and Andrey Kurenkov.

Additional materials: www.superdatascience.com/808

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

807: Superintelligence and the Six Singularities, with Dr. Daniel Hulme Aug 06, 2024

Show notes

The singularity could soon be upon us. The PESTLE framework, developed by this episode’s guest Daniel Hulme, expresses not one but six types of singularity that could occur: political, environmental, social, technological, legal and economic. Jon Krohn and Daniel Hulme discuss how each of these singularities could bring good to the world, aligning with human interests and pushing forward progress. They also talk about neuromorphic computing, machine consciousness, and applying AI at work.

This episode is brought to you by AWS Inferentia and AWS Trainium, and by Gurobi, the Decision Intelligence Leader. Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:

• About the six singularities [03:43]

• How the singularity could improve life on earth [09:01]

• The credibility of AI experts [32:51]

• How the decentralization of technology could benefit earth [43:14]

• How AI might enhance creativity [1:04:33]

Additional materials: www.superdatascience.com/807

806: Llama 3.1 405B: The First Open-Source Frontier LLM Aug 02, 2024

Show notes

Llama 3.1 is here, and it’s a game-changer. Meta’s latest AI model, especially the massive 405B variant, finally brings an open-source option to compete with giants like OpenAI's GPT-4o and Anthropic's Claude 3.5 Sonnet. While Meta didn’t fully open-source everything, the availability of "open weights" is a strategic move to shake up the AI landscape. The model boasts an impressive 128,000-token context window and multilingual support in eight languages. Meta is also focusing on responsible AI development with tools like Llama Guard 3 for content moderation. This release is more than just a tech upgrade—it's about democratizing AI and sparking innovation across industries. How will you leverage Llama 3.1 to make a real impact? Tune into this week’s FMF episode and let’s explore the future with this latest AI development together.

Additional materials: www.superdatascience.com/806

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

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