Super Data Science: ML & AI Podcast with Jon Krohn

Jon Krohn
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Oct 17, 2023 • 1h 38min

723: Mathematical Optimization, with Jerry Yurchisin

Mathematical optimization should be known to every data scientist: Jon Krohn speaks to Jerry Yurchisin, Data Science Strategist at Gurobi, the decision-making technology and best-kept secret of 80% of America’s leading enterprises.This episode is brought to you by the Zerve data science dev environment,  by ODSC, the Open Data Science Conference, and by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• What mathematical optimization is [04:27]• How Gurobi solver works [29:01]• How to use Gurobi with Python [36:08]• Coding and algebra resources [41:14]• When to use mathematical optimization and machine learning together [54:23]• Using mathematical optimization in natural language processing [1:01:00]Additional materials: www.superdatascience.com/723
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Oct 13, 2023 • 8min

722: AI Emits Far Less Carbon Than Humans (Doing the Same Task)

This episode delves into an intriguing research paper from top institutions like UC Irvine and MIT, analyzing the carbon emissions of AI-driven writing and illustrating versus traditional human methods. The findings might surprise you. Is AI the more eco-friendly option? Listen now to explore this compelling intersection of technology and sustainability.Additional materials: www.superdatascience.com/722Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
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Oct 10, 2023 • 1h 43min

721: Quantum Machine Learning, with Dr. Amira Abbas

Dr. Amira Abbas, Quantum Computing Researcher at the University of Amsterdam, explores the captivating world of Quantum Machine Learning. Learn about the distinct characteristics of qubits and the vital processes of Quantum ML. For those keen on exploring further, Amira offers noteworthy ML tools suggestions to kickstart your journey in Quantum Computing.This episode is brought to you by Gurobi, the Decision Intelligence Leader,  by ODSC, the Open Data Science Conference, and by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Quantum computing vs classical computing [03:42]• What is quantum entanglement [11:45]• What is a qubit [15:07]• The best problems for quantum ML [30:08]• Three distinct steps in quantum ML and its potential [39:06]• Quantum neural networks [49:03]• What Amira's working on at the moment [1:10:20]• How to get started in quantum ML [1:21:06]• Amira's recommended ML tools for quantum computing [1:30:39]Additional materials: www.superdatascience.com/721
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Oct 6, 2023 • 12min

720: OpenAI’s DALL-E 3, Image Chat and Web Search

DALL-E may be playing second fiddle to Midjourney no longer with OpenAI’s latest model for generative AI art, DALL-E 3. Host Jon Krohn breaks down the newest model’s capabilities to go beyond producing incredible artistic images, and that follows your written brief to the letter.Additional materials: www.superdatascience.com/720Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
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Oct 3, 2023 • 1h 48min

719: Computational Mathematics and Fluid Dynamics, with Prof. Margot Gerritsen

In this episode, Margot Gerritsen and Jon Krohn discuss the fundamentals of computational mathematics and its application in studying fluid dynamics. Margot also talks about how her synesthesia led to a lifelong interest in math, using computational mathematics to predict airflow, and why it is so important that underrepresented groups in data science become more visible through organizations like Women in Data Science.This episode is brought to you by the Zerve data science dev environment, by Gurobi, the Decision Intelligence Leader, and by ODSC, the Open Data Science Conference. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• About computational mathematics and its relation to data science [03:19]• Margot’s current research into emissions simulation [15:05]• Computational Mathematics: Real-World Applications [33:18]• The importance of wind tunnels in testing designs [47:54]• The beauty of linear algebra [1:05:59]• Synesthesia: Seeing Numbers as Colors [1:16:33]• About Women in Data Science [1:24:59]Additional materials: www.superdatascience.com/719
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Sep 29, 2023 • 5min

718: ChatGPT Custom Instructions: A Major, Easy Hack for Data Scientists

Elevate your ChatGPT game with a useful custom instruction. Tune in to hear Jon’s trick for maximizing ChatGPT’s potential.Additional materials: www.superdatascience.com/718Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
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Sep 26, 2023 • 1h 21min

717: Overcoming Adversaries with A.I. for Cybersecurity, with Dr. Dan Shiebler

Dr. Dan Shiebler, Head of ML at Abnormal Security, joins Jon Krohn this week and unveils the intricacies of cybercrime detection and email protection, and the role of AI in future challenges.This episode is brought to you by Grafbase, the unified data layer, by ODSC, the Open Data Science Conference,  and by Modelbit, for deploying models in seconds. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• The heuristic and “intermediate” ML models that they develop at Abnormal Security [07:08]• How Dan uses LLMs at Abnormal Security [15:46]• How false negatives are individually the biggest classification error to avoid in cybersecurity [20:49]• How head-to-head competitor analysis helps refine models [34:34]• Resilient ML in cybersecurity [38:36]• Abnormal Security’s routine for updating their models [52:37]• AI's impact on the urban world [1:09:57]• How to stay updated in data science and AI [1:13:46]Additional materials: www.superdatascience.com/717
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Sep 22, 2023 • 14min

716: Happiness and Life-Fulfillment Hacks

Jon Krohn's 94-year-old grandmother, Annie, who's bursting with life and wisdom, shares her recipe to lifelong happiness and how relationships and daily intentions play an integral role. Annie also shares her curious take on modern technology. Get inspired by her infectious joy and perspective on life.Additional materials: www.superdatascience.com/716Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.
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Sep 19, 2023 • 1h 56min

715: Make Better Decisions with Data, with Dr. Allen Downey

Join us as Dr. Allen Downey, renowned author and professor, shares insights from his upcoming book 'Probably Overthinking It,' breaking down underused techniques like Survival Analysis, explaining common paradoxes, and discussing the dynamic Overton Window.This episode is brought to you by the Zerve data science dev environment, by  Modelbit, for deploying models in seconds, and by Grafbase, the unified data layer. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• Why interpreting data is not always easy [06:21]• What is Survival Analysis [15:32]• Preston's Paradox [22:09]• Are you Normal? [36:52]• How to better prepare for rare “Black Swan” events [42:48]• What is an Overton Window? [53:06]• What is the base rate fallacy? [1:23:31]• How to protect yourself from biased samples [1:33:39]• Simpson’s Paradox [1:42:43]Additional materials: www.superdatascience.com/715
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Sep 15, 2023 • 37min

714: Using A.I. to Overcome Blindness and Thrive as a Data Scientist

In this Friday episode, guest Tim Albiges explores with host Jon Krohn how people with blindness can have a lucrative and fulfilling career in data science, how Tim’s PhD thesis applied machine learning to help diagnose chronic respiratory diseases, and the communication tools that blind people can use to live a full and independent life.Additional materials: www.superdatascience.com/714Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.

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