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Starting point of learning tips to help others coming up to speed
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JonahSussman authored Jun 29, 2023
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# Learning Tips
Links and thoughts for helping to get up to speed

# ML/AI Courses
* https://course.fast.ai/
* If you are limited in time, [Fast.ai](https://course.fast.ai/) is most efficient way to skill up in domain
* [DeepLearning.ai](https://www.deeplearning.ai/) - Great resources to probe a little deeper into the theory, math, foundation for ML/NLP
* https://www.deeplearning.ai/courses/machine-learning-specialization/
* https://www.deeplearning.ai/courses/deep-learning-specialization/
* https://www.deeplearning.ai/courses/natural-language-processing-specialization/


# LLM Technical Background
* Transformer
* 9 min overview video: [Transformers, explained: Understand the model behind GPT, BERT, and T5](https://www.youtube.com/watch?v=SZorAJ4I-sA)
* [Related Blog Post](https://daleonai.com/transformers-explained)
* Paper: [Attention Is All You Need](https://arxiv.org/abs/1706.03762)
* Blog: [Transformer: A Novel Neural Network Architecture for Language Understanding](https://ai.googleblog.com/2017/08/transformer-novel-neural-network.html)


* Encoder/Decoders
* Embeddings

# LLM General
* Prompt Engineering: https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/

# LangChain
* Course: https://learn.deeplearning.ai/langchain/lesson/1/introduction

# Newsletters
Below are resources to follow for on-going developments in the AI community
* ["The Batch"](https://www.deeplearning.ai/the-batch/) - Newsletter from DeepLearning.ai
* https://synthetic.work/
* "Synthetic Work is a non-technical, free, weekly newsletter written by a former Fortune 1000 tech executive and Gartner analyst to understand how AI is changing our jobs and the way we work."

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