Super Data Science: ML & AI Podcast with Jon Krohn
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1.039 afleveringen, van nieuw naar oud
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788: Multi-Agent Systems: How Teams of LLMs Excel at Complex Tasks
31 mei 2024 · 10 min
Multi-agent systems could mark a significant turning point in generative AI. From mastering increasingly complex tasks to getting LLMs to collaborate, in this Five-Minute Friday, Jon Krohn discusses the systems that are working to bridge the remaining gaps left by the latest large language models (LLMs). Lees meer
Additional materials: www.superdatascience.com/788
Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
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787: MLOps: The Job and The Key Tools, with Demetrios Brinkmann
28 mei 2024 · 56 min
MLOps, how to build an online community, and tools for scaling LLMs: In this episode, Demetrios Brinkmann speaks to Jon Krohn about the similarities and differences between LLMOps, MLOps and DevOps, and why this should matter to companies looking to hire such engineers. You will also hear how to get involved in the MLOps community wherever you are in the world, and how you can start developing great products with the available tools. Lees meer
This episode is brought to you by AWS Inferentia (go.aws/3zWS0au) and AWS Trainium (go.aws/3ycV6K0). Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.
In this episode you will learn:
• What MLOps is [03:51]
• About LLMOps [12:06]
• About LlamaIndex and Ollama [18:29]
• Insights from Demetrios’ MLOps survey [20:49]
• Guidance for using third-party APIs [40:18]
• Recommendations for building an online community in tech and AI [47:07]Additional materials: www.superdatascience.com/787
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786: The Six Keys to Data Scientists' Success, with Kirill Eremenko
24 mei 2024 · 27 min
Learn about the six keys to data science success as host Jon Krohn welcomes back Kirill Eremenko, the mastermind behind SuperDataScience. Kirill shares his top insights on data science careers, from building strong portfolios to leveraging mentors and hands-on labs. With over 2.7 million students, his advice is a must-hear for aspiring and experienced data scientists alike.Additional materials: www.superdatascience.com/786Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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785: Math, Quantum ML and Language Embeddings, with Dr. Luis Serrano
21 mei 2024 · 1 uur 6 min
Dr. Luis Serrano from the Serrano Academy reveals how to make Math and Quantum ML accessible, tackles the challenges of teaching A.I. to beginners, and explores the power of embeddings in enterprise applications. Explore the future of Quantum Machine Learning and the latest trends in AI, including multimodality and autonomous systems.This episode is brought to you by AWS Inferentia and AWS Trainium. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How math and AI can be made easy to understand [05:21]• The three major categories of learners [16:21]• Why embeddings are the most important component of LLMs [26:19]• How semantic search differs from a traditional keyword search [29:57]• The most exciting emerging application areas for AI [42:41]• The promising application areas for Quantum Machine Learning [49:18]Additional materials: www.superdatascience.com/785 Lees meer
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784: Aligning Large Language Models, with Sinan Ozdemir
17 mei 2024 · 10 min
Aligning LLMs: How can we teach pre-trained LLMs to hold a conversation and learn new information from each other? This was where Sinan Ozdemir began his investigation into aligning LLMs. In this episode, he talks to Jon Krohn about the limitations of definitions for LLMs, training LLMs, and whether it is possible to train an LLM without alignment.Additional materials: www.superdatascience.com/784Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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783: Generative A.I. for Solar Power Installation, with Navdeep Martin
14 mei 2024 · 1 uur 6 min
Recent advances in GenAI, how to tackle the climate crisis with advanced technology, and addressing the knowledge gap in understanding AI: Jon Krohn speaks to Flypower co-founder and CEO Navdeep Martin about the advances made in GenAI, from products to applications, and how we might use AI to tackle climate change.This episode is brought to you by AWS Inferentia and AWS Trainium. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How the Washington Post’s recommendation systems work [03:29]• Why product leaders make great CEOs [10:36]• How Flypower uses GenAI to tackle climate change [22:13]• How Flypower identifies its customers’ most pertinent questions [30:03]• How AI might come to tackle climate change [36:52]• How to mitigate hallucination in AI models [41:04]Additional materials: www.superdatascience.com/783 Lees meer
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782: In Case You Missed It in April 2024
10 mei 2024 · 41 min
Hear Jon Krohn’s favorite five clips from his April interviews. Chief Scientist at Posit PBC Hadley Wickham on the subtle differences between Python and R. Professor of Business Analytics Barrett Thomas walks through the variables that companies should consider when using drones or any other tech to improve their business operations and bottom line. Aleksa Gordić, Founder of Runa AI believes an overhaul of the current educational system is long overdue. Bernard Marr discusses the future of GenAI and its impact on the world of work. And SuperDataScience founder Kirill Eremenko gives a lively workshop on gradient boosting. Additional materials: www.superdatascience.com/782Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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781: Ensuring Successful Enterprise AI Deployments, with Sol Rashidi
7 mei 2024 · 1 uur 5 min
Sol Rashidi, a distinguished data executive who has served in C-suite roles at Fortune 100 companies, joins Jon Krohn to delve into successful enterprise AI strategies and the reasons behind the high turnover among Chief Data Officers. This episode provides an in-depth look at selecting AI projects that succeed and understanding the strategic value of patents in various industries. Benefit from Sol’s extensive experience and practical advice on navigating complex corporate challenges.This episode is brought to you by AWS Inferentia and AWS Trainium. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How CDOs and related roles have such high turnover because [09:40]• The importance of building relationships in AI projects [17:01]• How Sol's book "The AI Survival Guide" came about [20:44]• How high-criticality, low-complexity AI projects are the ones with the highest probability of success [27:11]• How Enterprise data security issues can be resolved with technologies like Protopia’s stained-glass data-masking solution [36:10]• Why having great data engineers is essential [47:57]• The value of patents [51:45]Additional materials: www.superdatascience.com/781 Lees meer
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780: How to Become a Data Scientist, with Dr. Adam Ross Nelson
3 mei 2024 · 8 min
Want to become a data scientist? Jon and Adam discuss the key steps to becoming a data scientist, with a focus on developing portfolio projects. Hear about the 10 project ideas Adam recommends in his book to help you stand out in the data science community.Additional materials: www.superdatascience.com/780Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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779: The Tidyverse of Essential R Libraries and their Python Analogues, with Dr. Hadley Wickham
30 april 2024 · 1 uur 28 min
Tidyverse, ggplot2, and the secret to a tech company’s longevity: Hadley Wickham talks to Jon Krohn about Posit’s rebrand, Tidyverse and why it needs to be in every data scientist’s toolkit, and why getting your hands dirty with open-source projects can be so lucrative for your career.This episode is brought to you by Intel and HPE Ezmeral Software. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• All about the Tidyverse [04:46]• Hadley’s favorite R libraries [17:10]• The goal of Posit [30:29]• On bringing multiple programming languages together [36:02]• The principles for a long-lasting tech company [52:10]• How Hadley developed ggplot2 [55:24]• How to contribute to the open-source community [1:05:43]Additional materials: www.superdatascience.com/779 Lees meer
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778: Mixtral 8x22B: SOTA Open-Source LLM Capabilities at a Fraction of the Compute
26 april 2024 · 7 min
Mixtral 8x22B is the focus on this week's Five-Minute Friday. Jon Krohn examines how this model from French AI startup Mistral leverages its mixture-of-experts architecture to redefine efficiency and specialization in AI-powered tasks. Tune in to learn about its performance benchmarks and the transformative potential of its open-source license.Additional materials: www.superdatascience.com/778Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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777: Generative AI in Practice, with Bernard Marr
23 april 2024 · 1 uur 9 min
Generative AI is reshaping our world, and Bernard Marr, world-renowned futurist and best-selling author, joins Jon Krohn to guide us through this transformation. In this episode, Bernard shares his insights on how AI is transforming industries, revolutionizing daily life, and addressing global challenges. With his extensive experience advising top organizations worldwide, he also examines the ethical considerations of AI deployment.This episode is brought to you by Intel and HPE Ezmeral Software. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How Generative AI will transform industries [03:55]• The evolution of Generative AI [10:19]• How will Generative AI impact daily life [16:52]• The ethical challenges of AI [18:55]• How corporations can harness Generative AI for collaboration [24:36]• Industries that will be impacted by Generative AI [32:20]• How Sora-like Generative AI systems will create highly immersive entertainment [42:16]• How Generative AI could unlock 99% of business data [53:34]Additional materials: www.superdatascience.com/777 Lees meer
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776: Deep Utopia: AI Could Solve All Human Problems in Our Lifetime
19 april 2024 · 8 min
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/776Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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775: What will humans do when machines are vastly more intelligent? With Aleksa Gordić
16 april 2024 · 1 uur 37 min
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 Lees meer
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774: RFM-1 Gives Robots Human-like Reasoning and Conversation Abilities
12 april 2024 · 13 min
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/774Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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773: Deep Reinforcement Learning for Maximizing Profits, with Prof. Barrett Thomas
9 april 2024 · 1 uur 8 min
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 Lees meer
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772: In Case You Missed It in March 2024
5 april 2024 · 24 min
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/772Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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771: Gradient Boosting: XGBoost, LightGBM and CatBoost, with Kirill Eremenko
2 april 2024 · 1 uur 55 min
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 Lees meer
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770: The Neuroscientific Guide to Confidence
29 maart 2024 · 45 min
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/770Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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769: Generative AI for Medicine, with Prof. Zack Lipton
26 maart 2024 · 1 uur 49 min
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 Lees meer
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768: Is Claude 3 Better than GPT-4?
22 maart 2024 · 13 min
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/768Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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767: Open-Source LLM Libraries and Techniques, with Dr. Sebastian Raschka
19 maart 2024 · 1 uur 48 min
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 Lees meer
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766: Vonnegut's Player Piano (1952): An Eerie Novel on the Current AI Revolution
15 maart 2024 · 8 min
Kurt Vonnegut's "Player Piano" delivers striking parallels between its dystopian vision and today's AI challenges. This week, Jon Krohn explores the novel's depiction of a world where humans are marginalized by machines, reflecting on the impact of automation on society and the ethical considerations it raises. Tune in as we unpack the timeless relevance of Vonnegut's work to the AI era.Additional materials: www.superdatascience.com/766Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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765: NumPy, SciPy and the Economics of Open-Source, with Dr. Travis Oliphant
12 maart 2024 · 1 uur 37 min
Explore the origins of NumPy and SciPy with their creator, Dr. Travis Oliphant. Discover the journey from personal need to global impact, the challenges overcome, and the future of these essential Python libraries in scientific computing and data science.This episode is brought to you by the DataConnect Conference, by Data Universe, the out-of-this-world data conference, and by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• Travis's journey to creating NumPy and SciPy [08:05]• How Anaconda got started [42:24]• How Numba, a high-performance Python compiler, was brought to market [54:48]• Python's influence on the thought processes of scientists and engineers [1:04:21]• The commercial projects that support Travis’s vast open-source efforts and communities [1:10:22]• How to get involved in Travis's commercial projects and communities [1:22:34]• The future of scientific computing and Python libraries [1:29:50]Additional materials: www.superdatascience.com/765 Lees meer
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764: The Top 10 Episodes of 2023
8 maart 2024 · 8 min
Data science futurists, bestselling authors, and lively how-to guides from the industry’s top practitioners, which range from applying data science for good to using open-source tools for NLP: This is The Super Data Science Podcast’s top ten most listened-to episodes in 2023, hosted by Jon Krohn. A great snapshot of our great content from 2023.Additional materials: www.superdatascience.com/764Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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763: The Best A.I. Startup Opportunities, with venture capitalist Rudina Seseri
5 maart 2024 · 1 uur 27 min
At Glasswing Ventures, Rudina Seseri wants to be able to answer the question: What has Glasswing Ventures done for the company beyond capital investment? She speaks to Jon Krohn about how her company uses data to assess venture capital investments, the secret sauce of successful AI startups, and why she feels generative AI is only the start of a much broader impact that AI will make in communities and businesses.This episode is brought to you by the DataConnect Conference, and 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:• Potential interest areas for Series A AI venture capitalists [12:22]• How Glasswing’s AI Palette helps AI startups [23:06]• How data driven the venture capital industry is [27:21]• Advice for adopting services from AI providers [47:21]• Model collapse: Causes and concerns [58:44]• Glasswing’s checklist for AI startups [1:04:59]Additional materials: www.superdatascience.com/763 Lees meer
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762: Gemini 1.5 Pro, the Million-Token-Context LLM
1 maart 2024 · 17 min
Jon Krohn presents an insightful overview of Google's groundbreaking Gemini Pro 1.5, a million-token LLM that's transforming the landscape of AI. Discover the innovative aspects of Gemini Pro 1.5, from its extensive context window to its multimodal functionalities, which are broadening the scope of AI technology and signifying a significant leap in data science. Plus, join Jon for a practical demonstration, showcasing the real-world applications, capabilities, and limitation of this advanced language model.Additional materials: www.superdatascience.com/762Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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761: Gemini Ultra: How to Release an A.I. Product for Billions of Users, with Google's Lisa Cohen
27 februari 2024 · 1 uur 10 min
Google's Gemini Ultra takes the spotlight this week, as host Jon Krohn welcomes Lisa Cohen, Google's Director of Data Science and Engineering, for a conversation about the launch of Gemini Ultra. Discover the capabilities of this cutting-edge large language model and how it stands toe-to-toe with GPT-4. Lisa shares her insights on the development, rollout, and potential of Gemini Ultra in reshaping various sectors. Whether you're a data science professional, tech enthusiast, or curious about the future of AI, this episode offers a deep dive into one of the most significant advancements in artificial intelligence.This episode is brought to you by Ready Tensor, where innovation meets reproducibility, and by Intel and HPE Ezmeral Software Solutions. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• Google’s Gemini model family and Lisa's key responsibilities [04:55]• How LLMs will transform the practice of Data Science [19:47]• Lisa on prompt engineering and reinforcement learning from human feedback [24:38]• How to fine-tune Gemini models with Google's Vertex AI [30:52]• How AI-assistants will transform life and work for everyone from data scientists to educators to children [47:14]• The challenges of developing a data-centric culture [57:31]• Centralized vs decentralized data science teams [1:03:50]Additional materials: www.superdatascience.com/761 Lees meer
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760: Humans Love A.I.-Crafted Beer
23 februari 2024 · 7 min
AI-crafted beer, machine learning for passion projects, and self-taught data science: Jon Krohn and Beau Warren’s hotly anticipated, data-driven, punny lager Krohn&Borg is finally given a taste test in this week’s Five-Minute Friday. Heading to the Species X brewery in Columbus, Ohio, Jon Krohn and Beau Warren launched the beer that had been predicted, optimized and developed by a machine-learning model.Additional materials: www.superdatascience.com/760Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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759: Full Encoder-Decoder Transformers Fully Explained, with Kirill Eremenko
20 februari 2024 · 1 uur 43 min
Encoders, cross attention and masking for LLMs: SuperDataScience Founder Kirill Eremenko returns to the SuperDataScience podcast, where he speaks with Jon Krohn about transformer architectures and why they are a new frontier for generative AI. If you’re interested in applying LLMs to your business portfolio, you’ll want to pay close attention to this episode!This episode is brought to you by Ready Tensor, where innovation meets reproducibility, by Oracle NetSuite business software, and by Intel and HPE Ezmeral Software Solutions. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How decoder-only transformers work [15:51]• How cross-attention works in transformers [41:05]• How encoders and decoders work together (an example) [52:46]• How encoder-only architectures excel at understanding natural language [1:20:34]• The importance of masking during self-attention [1:27:08]Additional materials: www.superdatascience.com/759 Lees meer
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758: The Mamba Architecture: Superior to Transformers in LLMs
16 februari 2024 · 8 min
Explore the groundbreaking Mamba model, a potential game-changer in AI that promises to outpace the traditional Transformer architecture with its efficient, linear-time sequence modeling.Additional materials: www.superdatascience.com/758Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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757: How to Speak so You Blow Listeners' Minds, with Cole Nussbaumer Knaflic
13 februari 2024 · 1 uur 29 min
Explore mind-blowing storytelling with Cole Nussbaumer Knaflic in this episode. Audience favorite and author of "Storytelling with You," Cole returns to share essential tips for crafting impactful presentations, emphasizing narrative construction and audience engagement. Learn how to effectively communicate data and stories, enhancing your presentations with insights from a leading expert in the field.This episode is brought to you by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How to become a confident communicator [11:59]• How to get rid of filler words [26:32]• How facts alone can't make a strong impact [41:44]• Cole's overview of her book Storytelling with You [55:19]• How to craft an effective presentation [1:00:24]• Common mistakes in virtual presentations [1:09:48]• Cole's virtual presentation setup [1:15:33]• Cole's next book Daphne Draws Data [1:20:23]Additional materials: www.superdatascience.com/757 Lees meer
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756: AlphaGeometry: AI is Suddenly as Capable as the Brightest Math Minds
9 februari 2024 · 9 min
AlphaGeometry, intuitive AI, and geometric deduction: In this week’s Five-Minute Friday, Super Data Science host Jon Krohn looks into developments from DeepMind, Google’s ground-breaking AI lab, and explores how this is a critical step towards a future of broadly accessible AI solutions across scientific disciplines.Additional materials: www.superdatascience.com/756Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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755: Brewing Beer with A.I., with Beau Warren
6 februari 2024 · 1 uur 36 min
ChatGPT applications and data-driven beer: Beer brewer and Super Data Science regular listener Beau Warren talks to Jon Krohn about the wonders of “sweaty ales”, how to brew beer with data, and how to get started on creative machine learning projects even without a degree in data science.This episode is brought to you by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• About Species X [06:31]• How to become a certified beer taster [12:37]• How Beau checks the quality of his beer [25:01]• Beau and Jon’s machine learning project [38:02]• About genetic algorithms [52:35]• How to get creativity out of LLMs [1:24:46]Additional materials: www.superdatascience.com/755 Lees meer
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754: A Code-Specialized LLM Will Realize AGI, with Jason Warner
2 februari 2024 · 37 min
Explore the future of coding with poolside co-founder and CEO Jason Warner as he explores the potential of code-specialized LLMs and their revolutionary impact on the developer's role. Tune in for insights on the shift towards an AI-led development paradigm.Additional materials: www.superdatascience.com/754Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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753: Blend Any Programming Languages in Your ML Workflows, with Dr. Greg Michaelson
30 januari 2024 · 1 uur 26 min
Explore the future of collaborative ML workflows in this engaging episode with Dr. Greg Michaelson, Co-Founder of Zerve. Dr. Michaelson introduces the groundbreaking Zerve IDE and Pypelines project, addressing the critical gap in AutoML for commercial use and pinpointing why many A.I. projects don't meet their objectives. Gain insights into steering AI initiatives towards success and enhancing project communication, all in this insightful session. This episode is brought to you by Oracle NetSuite business software, and by Prophets of AI, the leading agency for AI experts. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• Why Zerve IDE is so sorely needed [04:50]• Pypelines: AutoML open-source in python [30:00]• Why most commercial A.I. projects fail and how to ensure they succeed [47:45]• How AutoML will impact the role of the data scientist [53:21]• Greg's background as a pastor and working at DataRobot [1:03:40]• How to develop impressive communication and storytelling skills [1:16:16]Additional materials: www.superdatascience.com/753 Lees meer
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752: AI is Disadvantaging Job Applicants, But You Can Fight Back
26 januari 2024 · 51 min
Jon Krohn interviews Hilke Schellmann about the ethics of recruitment algorithms, the field’s current state of play, and what can be improved about AI used in recruiting.Additional materials: www.superdatascience.com/752Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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751: How to Found and Fund Your Own A.I. Startup, with Dr. Rasmus Rothe
23 januari 2024 · 1 uur 18 min
Venture capital and AI, and how to succeed with an AI company in 2024: Rasmus Rothe, Cofounder of Merantix, speaks to Jon Krohn about the Merantix campus in Berlin, how a venture capitalist identifies the best AI startups, the surefire ways for AI company founders to raise venture capital, and the jobs that are most and least vulnerable to disruption by automation.This episode is brought to you by Oracle NetSuite business software, by QuickChat customized AI assistants, and by Prophets of AI, the leading agency for AI experts. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• How Merantix started [05:17]• How does Merantix work and how to apply for funding [08:19]• How to secure AI funding [21:02]• How AI companies can prove competitiveness [33:46]• Ensuring AI regulation [41:17]• How AI will change the future of work [56:56]Additional materials: www.superdatascience.com/751 Lees meer
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750: How A.I. is Transforming Science
19 januari 2024 · 10 min
Explore the transformative power of AI in science. Jon Krohn reviews the groundbreaking AI-driven discoveries at MIT and beyond, showcasing how AI is reshaping various scientific fields, from pharmaceuticals to climate science, and pondering the balance between AI's capabilities and human ingenuity.Additional materials: www.superdatascience.com/750Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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749: Data Science for Clean Energy, with Emily Pastewka
16 januari 2024 · 1 uur 17 min
Data science for clean energy takes center stage as Emily Pastewka from Palmetto joins Jon Krohn this week, exploring innovative paths to a sustainable future. This episode covers the impact of AI on smart energy choices, the creation of a smart grid, and the wide array of professionals required to bring cleantech data solutions to life.This episode is brought to you by Prophets of AI, the leading agency for AI experts. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• Emily on her Master's in Deep Learning [08:20]• Using AI to solve clean energy challenges at Palmetto [17:22]• The different roles needed to solve cleantech problems [27:33]• How econometrics impacts consumer decision-making [38:56]• How Emily manages high-performing teams [56:30]• The tools and technologies that drive small teams [1:06:58]Additional materials: www.superdatascience.com/749 Lees meer
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748: The Five Levels of AGI
12 januari 2024 · 11 min
Artificial General Intelligence gets a new definition: This episode introduces Google DeepMind’s paper, “Levels of AGI: Operationalizing Progress on the Path to AGI”. Hear how its authors have organized narrow and general AI into hierarchical categories defined by human capability, from Level 0 (no AI) and Level 1 (equal to or somewhat better than an unskilled human) to Level 5 (able to outperform 100% of humans). A scary thought? Or a vision of a better future? Host Jon Krohn details the strengths of this research in this Five-Minute Friday.Additional materials: www.superdatascience.com/748Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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747: Technical Intro to Transformers and LLMs, with Kirill Eremenko
9 januari 2024 · 2 uur 7 min
Attention and transformers in LLMs, the five stages of data processing, and a brand-new Large Language Models A-Z course: Kirill Eremenko joins host Jon Krohn to explore what goes into well-crafted LLMs, what makes Transformers so powerful, and how to succeed as a data scientist in this new age of generative AI.This episode is brought to you by Intel and HPE Ezmeral Software Solutions, and by Prophets of AI, the leading agency for AI experts. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• Supply and demand in AI recruitment [08:30]• Kirill and Hadelin's new course on LLMs, “Large Language Models (LLMs), Transformers & GPT A-Z” [15:37]• The learning difficulty in understanding LLMs [19:46]• The basics of LLMs [22:00]• The five building blocks of transformer architecture [36:29]- 1: Input embedding [44:10]- 2: Positional encoding [50:46]- 3: Attention mechanism [54:04]- 4: Feedforward neural network [1:16:17]- 5: Linear transformation and softmax [1:19:16]• Inference vs training time [1:29:12]• Why transformers are so powerful [1:49:22]Additional materials: www.superdatascience.com/747 Lees meer
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746: A Continuous Calendar for 2024
5 januari 2024 · 3 min
Jon’s continuous calendar for 2024 is here! Now in an updated format, learn about its unique layout and benefits, and how it can revolutionize your planning for the new yearAdditional materials: www.superdatascience.com/746Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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745: 2024 Data Science Trend Predictions
2 januari 2024 · 1 uur 30 min
2024 data science trends take the spotlight in this special episode, where Jon joins Sadie St. Lawrence to analyze last year's predictions and delve into the emerging technologies reshaping the field. From AI hardware accelerators to the transformative role of large language models, this episode is a treasure trove of insights for anyone interested in the future of data science. This episode is brought to you by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• Reviewing predictions for 2023 [05:56]• Sadie's trend predictions for 2024 [20:49]• 1: Hardware evolution [21:17]• 2: LLMOS [35:30]• 3: Slow-thinking model [48:18]• 4: Tool consolidation [54:46]• 5: Workforce Upheaval [58:06]• Jon's predictions [1:06:26]• 1: AI bubble bursting [1:08:11]• 2: Breakthroughs in Edge AI [1:12:22]• Sadie on her productivity planner [1:17:50]Additional materials: www.superdatascience.com/745 Lees meer
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744: To a Peaceful 2024
29 december 2023 · 6 min
2023: A year of great movement and change. Technological developments have rocketed generative AI’s capabilities into the stratosphere of possibilities for future approaches to work, health, and play. Host Jon Krohn recognizes the benefits we have seen over the past year, discusses the important role we all have in ensuring ethics remains at the core of AI development and use, and he ends the year with a musical surprise for his listeners!Additional materials: www.superdatascience.com/744Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information. Lees meer
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743: How to Integrate Generative A.I. Into Your Business, with Piotr Grudzień
26 december 2023 · 1 uur 19 min
Chatbots, large language models and generative AI: Founder of Quickchat AI Piotr Grudzień believes the key to any successful AI platform is to ensure it can be tailored to a company’s specific needs. He speaks to host Jon Krohn about helping clients generate realistic and satisfying conversations that help their customer base find what they need quickly.
This episode is brought to you by Gurobi, the Decision Intelligence Leader, and by CloudWolf, the Cloud Skills platform. Interested in sponsoring a SuperDataScience Podcast episode? Visit passionfroot.me/superdatascience for sponsorship information.In this episode you will learn:• About Quickchat AI and how it works [02:46]• How to successfully set up a conversational AI [23:58]• What “temperature” is in the context of AI [38:38]• How the LLM landscape has changed in recent years [40:24]• The future of generative AI [57:43]• The advantages of an AI accelerator [1:09:38]Additional materials: www.superdatascience.com/743 Lees meer -
742: Happy Holidays from All of Us
22 december 2023 · 2 min
Join us on a brief journey through the AI world in 2023. A year ago, GPT-3.5 crafting our holiday message was a marvel, but now, with GPT-4's arrival, we're seeing an even more astounding evolution in AI. As we wave goodbye to the trend of generative AI, the Super Data Science Podcast team is bringing a personal touch back. Tune in for our heartfelt Happy Holidays message and a big thank you to all our listeners for your unwavering support.Additional materials: www.superdatascience.com/742Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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741: How to Visualize Data Effectively, with Prof. Alberto Cairo
19 december 2023 · 1 uur 18 min
Data visualization remains at the forefront as Dr. Alberto Cairo from the University of Miami guides us beyond numerical figures, exploring the art of weaving compelling narratives through data. In his book, "The Art of Insight," he reveals the varied motivations driving visualization experts and highlights the serene, meditative process inherent in crafting visualizations. Emphasizing the fusion of scientific principles and personal style for effective data communication, Dr. Cairo also discusses with Jon the impending impact of AI on both interactive and static graphics.This episode is brought to you by Gurobi, the Decision Intelligence Leader, by Intel and HPE Ezmeral Software Solutions, 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:• Alberto's book, The Art of Insight [04:07]• How to transform data into engaging visuals [07:06]• What it takes to enter in a meditation-like flow state when creating visualizations [11:21]• How balancing the science of visualization with one’s personal style [29:29]• The importance of Smart Brevity for great data visualizations [37:32]• How data visualization can drive social change [42:31]• How diversity in designers enriches the field [52:07]• The future of data visualizations [59:10]Additional materials: www.superdatascience.com/741 Lees meer
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740: Q*: OpenAI's Rumored AGI Breakthrough
15 december 2023 · 11 min
Sam Altman’s exit and rehiring, AGI, and OpenAI’s Q*: In this week’s Five-Minute Friday, Jon Krohn peeks behind the curtains of OpenAI, where development of the world’s first model that can solve complex, nonlinear logical problems, Q*, might be well underway. This episode casts light on the rumors behind OpenAI’s Q*, what its emergence could mean for the future of AI, and the controversies already surrounding an agent that has not yet reached the market.Additional materials: www.superdatascience.com/740Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information. Lees meer
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739: AI is Eating Biology and Chemistry, with Dr. Ingmar Schuster
12 december 2023 · 1 uur 22 min
AI Protein design, machine learning and cancer care, and pharmaceuticals: At Exazyme, CEO and Co-Founder Ingmar Schuster uses AI to design proteins. He speaks with Jon Krohn about their wider applications in pharmaceuticals and chemistry, how Kernel methods make the design of synthetic biological catalysts more efficient, and when to use shallow machine learning over deep learning.This episode is brought to you by Gurobi, the Decision Intelligence Leader. Interested in sponsoring a SuperDataScience Podcast episode? Visit JonKrohn.com/podcast for sponsorship information.In this episode you will learn:• On designing proteins with AI [03:14]• Designing proteins at Exazyme [08:22]• About the kernel methods [18:10]• The importance of human-led approaches in protein research [35:44]• Europe’s focus on AI regulation [43:45]• Deep vs shallow in AI [59:35]• How a background in academia helps with entrepreneurship [1:09:17]Additional materials: www.superdatascience.com/739 Lees meer