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    Business

    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.

    Advertise

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

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    Latest Episodes:
    776: Deep Utopia: AI Could Solve All Human Problems in Our Lifetime Apr 19, 2024
    Show notes

    What are the risks of AI progressing beyond a point of no return? What do we stand to gain? On this Five-Minute Friday, Jon Krohn talks ‘books’ as he outlines two nonfiction works on AI and futurism by Oxford philosopher Nick Bostrom. Listen to a breakdown of Deep Utopia and Superintelligence in this episode.
    Additional materials: www.superdatascience.com/776
    Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.


    775: What will humans do when machines are vastly more intelligent? With Aleksa Gordić Apr 16, 2024
    Show notes

    Tech entrepreneurship, artificial superintelligence, and the future of education: Aleksa Gordić speaks to Jon Krohn about his strategies for self-directed learning, the traits that help people succeed in moving from big tech to entrepreneurship, and the social impact of artificial superintelligence.
    This episode is brought to you by Ready Tensor, where innovation meets reproducibility. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
    In this episode you will learn:
    • How to motivate yourself to become a tech entrepreneur [17:02]
    • Aleksa’s checklist for the perfect CTO [35:00]
    • Potential sustainable solutions for LLMs [41:51]
    • The next major developments in AI and tech [48:29]
    • How hobbies have a knock-on effect for a person’s career [1:01:53]
    • How and why formal education needs to change [1:09:24]
    Additional materials: www.superdatascience.com/775


    774: RFM-1 Gives Robots Human-like Reasoning and Conversation Abilities Apr 12, 2024
    Show notes

    Covariant's RFM-1: Jon Krohn explores the future of AI-driven robotics with RFM-1, a groundbreaking robot arm designed by Covariant and discussed by A.I. roboticist Pieter Abbeel. Explore how this innovation aims to merge digital intelligence with the physical world, promising a new era of efficiency and autonomy.
    Additional materials: www.superdatascience.com/774
    Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.


    773: Deep Reinforcement Learning for Maximizing Profits, with Prof. Barrett Thomas Apr 09, 2024
    Show notes

    Dr. Barrett Thomas, an award-winning Research Professor at the University of Iowa, explores the intricacies of Markov decision processes and their connection to Deep Reinforcement Learning. Discover how these concepts are applied in operations research to enhance business efficiency and drive innovations in same-day delivery and autonomous transportation systems.
    This episode is brought to you by Ready Tensor, where innovation meets reproducibility. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
    In this episode you will learn:
    • Barrett's start in operations logistics [02:27]
    • Concorde Solver and the traveling salesperson problem [09:59]
    • Cross-function approximation explained [19:13]
    • How Markov decision processes relate to deep reinforcement learning [26:08]
    • Understanding policy in decision-making contexts [33:40]
    • Revolutionizing supply chains and transportation with aerial drones [46:47]
    • Barrett’s career evolution: past changes and future prospects [52:19]
    Additional materials: www.superdatascience.com/773


    772: In Case You Missed It in March 2024 Apr 05, 2024
    Show notes

    Pytorch benefits, how to get funding for your AI startup, and managing scientific silos: In our new series for SuperDataScience, “In Case You Missed It”, host Jon Krohn engages in some “reinforcement learning through human feedback” of his own with need-to-hear sound bites from past SDS episodes!
    Additional materials: www.superdatascience.com/772
    Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.


    771: Gradient Boosting: XGBoost, LightGBM and CatBoost, with Kirill Eremenko Apr 02, 2024
    Show notes

    Kirill Eremenko joins Jon Krohn for another exclusive, in-depth teaser for a new course just released on the SuperDataScience platform, “Machine Learning Level 2”. Kirill walks listeners through why decision trees and random forests are fruitful for businesses, and he offers hands-on walkthroughs for the three leading gradient-boosting algorithms today: XGBoost, LightGBM, and CatBoost.
    This episode is brought to you by Ready Tensor, where innovation meets reproducibility, and by Data Universe, the out-of-this-world data conference. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
    In this episode you will learn:
    • All about decision trees [09:17]
    • All about ensemble models [21:43]
    • All about AdaBoost [36:47]
    • All about gradient boosting [45:52]
    • Gradient boosting for classification problems [59:54]
    • Advantages of XGBoost [1:03:51]
    • LightGBM [1:17:06]
    • CatBoost [1:32:07]
    Additional materials: www.superdatascience.com/771


    770: The Neuroscientific Guide to Confidence Mar 29, 2024
    Show notes

    Explore the science of confidence with Lucy Antrobus, as she unveils neuroscience-backed strategies to build and boost confidence through practice, positive energy, and the power of laughter. An essential listen for fostering unshakable self-assurance.
    Additional materials: www.superdatascience.com/770
    Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.


    769: Generative AI for Medicine, with Prof. Zack Lipton Mar 26, 2024
    Show notes

    Generative AI in medicine takes center stage as Prof. Zachary Lipton, Chief Scientific Officer at Abridge, joins host Jon Krohn to discuss the significant advancements in AI that are reshaping healthcare.
    This episode is brought to you by the DataConnect Conference, and by Data Universe, the out-of-this-world data conference. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
    In this episode you will learn:
    • The inspiration for Zack to get started in ML and healthcare [03:56]
    • The hardware required to use Abridge [12:29]
    • The key data science projects at Abridge right now [35:05]
    • Abridge's tech stack [59:54]
    • How Abridge ensures reliability in a high-stakes setting like healthcare [1:07:29]
    • How Zack’s academic research cross-pollinates with his commercial ML projects [1:21:05]
    • How Zack’s jazz background molded his entrepreneur and data science journey [1:30:32]
    Additional materials: www.superdatascience.com/769


    768: Is Claude 3 Better than GPT-4? Mar 22, 2024
    Show notes

    Claude 3, LLMs and testing ML performance: Jon Krohn tests out Anthropic’s new model family, Claude 3, which includes the Haiku, Sonnet and Opus models (written in order of their performance power, from least to greatest). Can it stand shoulder to shoulder with other models such as GPT-4 and Gemini 1.0 Ultra? And how important is it for machine learning practitioners to try out these models with their own benchmarks? Jon walks listeners through a test of his own in this Five-Minute Friday.
    Additional materials: www.superdatascience.com/768
    Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.


    767: Open-Source LLM Libraries and Techniques, with Dr. Sebastian Raschka Mar 19, 2024
    Show notes

    Jon Krohn sits down with Sebastian Raschka to discuss his latest book, Machine Learning Q and AI, the open-source libraries developed by Lightning AI, how to exploit the greatest opportunities for LLM development, and what’s on the horizon for LLMs.
    This episode is brought to you by the DataConnect Conference, and by Data Universe, the out-of-this-world data conference. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
    In this episode you will learn:
    • All about Machine Learning Q and AI [04:13]
    • Sebastian Raschka’s role as Staff Research Engineer at Lightning AI [19:21]
    • PyTorch Lightning’s and Lightning Fabric’s capabilities [39:32]
    • Large language models: Opportunities and challenges [43:35]
    • DoRA vs LoRA [48:56]
    • How to be a successful AI educator [1:34:18]
    Additional materials: www.superdatascience.com/767


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