Just updated our guide to get into the machine learning field with brand new videos and some amazing free courses to get into LLMs (models behind ChatGPT)! https://
github.com/louisfb01/star
t-machine-learning
… #ai #llm #llms #llama2 #gpt #languagemodels
MACHINE LEARNING
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Free Machine Learning Guide with LLM Courses Updated
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Fine-tuning vs Full Training: Storage and Efficiency Trade-offs
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Yeah we used to do that in earlier versions of the http://
fast.ai course, although it can eat up an awful lot of disk space pretty quick, so I don't bother any more! Fine-tuning the last few layers is generally fast enough anyway. -

Multimodality and Large Multimodal Models Explained
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New blog post: Multimodality and Large Multimodal Models (LMMs) Being able to work with data of different modalities — e.g. text, images, videos, audio, etc. — is essential for AI to operate in the real world. This post covers multimodal systems in general, including Large
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Lexinvariant Language Models: New Approach to Neural Networks
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Lexinvariant Language Models Huang et al.: https://
arxiv.org/abs/2305.16349 #ArtificialIntelligence #DeepLearning #MachineLearning -
Gratitude and Congratulations to AppyPie for AI Innovation
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Thanks for sharing, @Lago72 . Congrats to all! Much gratitude, @AppyPieInc #AI #ArtificialIntelligence #DataScience #DeepLearning #MachineLearning #BigData #ChatGPT #GenerativeAI #Technology #SocialMedia #Innovation #Technology #IoT #5G #AIEthics
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Gratitude and Congratulations Shared Across AI and Technology Community
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Thanks for sharing, @Ronald_vanLoon . Congrats to you and all! Much gratitude, @AppyPieInc #AI #ArtificialIntelligence #DataScience #DeepLearning #MachineLearning #BigData #ChatGPT #GenerativeAI #Technology #socialmedia #Innovation #Technology #IoT #5G #AIEthics
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Understanding SOTA Models: Scientific Gaps and Research Impact
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My guess: lack of scientific understanding of how, when and why the SOTA models work (or don't). That just data+++ can improve a system is also unsatisfying. Finally they'd rather focus on research that have a clear connection to improving the world (e.g. brain science).
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PEFT and DeepSpeed Zero3 Integration Technical Guide
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That's great news! Have you tested it with peft *and* deepspeed zero3 together? If you, could you provide a complete example showing how to make that work?
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SANPO: Egocentric Video Dataset for Outdoor Scene Understanding
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Introducing SANPO, a multi-attribute video dataset for outdoor human egocentric scene understanding composed of both real-world and synthetic data, including depth maps and video panoptic masks with a wide variety of semantic class labels. Read more → https://t.co/bY0ePje0Ss pic.twitter.com/z4ZutNy0xn
— Google AI (@GoogleAI) 10 octobre 2023Introducing SANPO, a multi-attribute video dataset for outdoor human egocentric scene understanding composed of both real-world and synthetic data, including depth maps and video panoptic masks with a wide variety of semantic class labels. Read more → https://
goo.gle/3ZISInU -

Geoffrey Hinton Public Talk on AI Research and Development
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For more than twenty years, I’ve studied and admired the work of @geoffreyhinton . We’ve had many private conversations. But indeed this is the first time we’ve done a public talk together, thanks to @radicalvcfund @UofT @StanfordHAI . The full talk is now linked below 1/