There is also an introduction book: https://
probml.github.io/pml-book/book1
.html
…
@jeande_d
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Introduction book resource link shared
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LLMs Lack Manuals and Documentation Resources
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Nearly all LLMs don’t have manual that you can consult. “Catching up on the weird world of LLMs” talk is a gold.
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Simon Willison’s Talk on LLM Developments and Challenges
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Such a great talk "Catching up on the weird world of LLMs" by Simon Willison(
@simonw
). The talk is the "last few years of LLMs developments compressed in just 35 minutes". It covers a lot of things such as what LLMs are, use-cases, how they’re trained and challenges involved in -

Advanced Probabilistic Machine Learning Book Release
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Probabilistic Machine Learning: Advanced Topics The advanced version of probabilistic machine learning book is out. The book covers a number of topics including fundamentals, inference algorithms, predictive models, generative models, reinforcement learning, etc… This is a
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Stanford CS229 Machine Learning Course Syllabus Spring 2022
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Stanford CS229: Machine Learning webpage: https://
cs229.stanford.edu/syllabus-sprin
g2022.html
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Stanford CS229: Machine Learning Course 2022 Now Available
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Stanford CS229: Machine Learning, Spring 2022 CS229 is one of the best machine learning courses that provides a broad introduction to machine learning. The 2022 version was made available to the public recently. The course covers a wide range of topics from supervised learning,
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Fine-tuning Essential for Top-tier AI Performance on Specific Tasks
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Also I like this post from @karpathy on same topic. "reaching top tier performance will include finetuning, especially in applications with concrete well-defined tasks where it is possible to collect a lot of data and 'practice' on it."
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Finetuning Open-Source LLMs: Insights and Recommendations
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A nice answer to whether you should finetune (open-source) LLM or not. And other cool insights in the post.
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PyTorch Summary in One Slide Overview
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I had a few minutes to quickly summarize PyTorch in one slide and this is roughly it.
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Vision-Language Pre-training: Fundamentals, Advances, and Future Directions
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Vision-Language Pre-training: Basics, Recent Advances, and Future Trends