Data Science at Home

By: Francesco Gadaleta
  • Summary

  • Technology, AI, machine learning and algorithms. Come join the discussion on Discord! https://discord.gg/4UNKGf3
    Copyright 2024 datascienceathome.com All rights reserved.
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Episodes
  • Kaggle Kommando’s Data Disco: Laughing our Way Through AI Trends (Ep. 265) [RB]
    Oct 1 2024

    In this episode, join me and the Kaggle Grand Master, Konrad Banachewicz, for a hilarious journey into the zany world of data science trends. From algorithm acrobatics to AI, creativity, Hollywood movies, and music, we just can't get enough. It's the typical episode with a dose of nerdy comedy you didn't know you needed. Buckle up, it's a data disco, and we're breaking down the binary!

    Sponsors
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    🔗 Links Mentioned in the Episode:

    1. Generative AI for time series: TimeGPT Documentation
    2. Lag-llama: GitHub (Note: The benchmark results on this one are pretty horrible)
    3. Open source LLM: Olmo Blog Post
    4. Quantization for LLM: Hugging Face Guide

    And finally, don't miss Konrad's Substack for more nerdy goodness! (If you're there already, be there again! 😄)

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    43 mins
  • AI and Video Game Development: Navigating the Future Frontier (Ep. 264) [RB]
    Sep 30 2024

    In this episode we delve into the dynamic realm of game development and the transformative role of artificial intelligence (AI). Join Frag, Jim and Mike as they explore the current landscape of game development processes, from initial creative ideation to the integration of AI-driven solutions. With Mike's expertise as a software executive and avid game developer, we uncover the potential of AI to revolutionize game design, streamline development cycles, and enhance player experiences. Discover insights into AI's applications in asset creation, code assistance, and even gameplay itself, as we discuss real-world implementations and cutting-edge research.

    From the innovative GameGPT framework to the challenges of balancing automation with human creativity, this episode offers valuable perspectives and practical advice for developers looking to harness the power of AI in their game projects. Don't miss out on this insightful exploration at the intersection of technology and entertainment!

    Sponsors
    • Intrepid AI (https://intrepid.ai) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months.

    References
    • https://mikeyoung44.itch.io/spacefreighter - Itch.io link to play the game
    • https://discord.gg/yaXgYZ5Ymn - Discord server for the game
    • https://aimodels.substack.com/ - Mike’s newsletter (links to website too)

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    48 mins
  • LLMs: Totally Not Making Stuff Up (they promise) (Ep. 263)
    Sep 25 2024

    In this episode, we dive into the wild world of Large Language Models (LLMs) and their knack for… making things up. Can they really generalize without throwing in some fictional facts? Or is hallucination just part of their charm? Let’s separate the genius from the guesswork in this insightful breakdown of AI’s creativity problem.

    TL;DR;

    LLM Generalisation without hallucinations. Is that possible?

    References

    https://github.com/lamini-ai/Lamini-Memory-Tuning/blob/main/research-paper.pdf

    https://www.lamini.ai/blog/lamini-memory-tuning

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    28 mins

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