LLM Training

LLM

• Introduction to LLM & Generative AI
  • https://www.linkedin.com/learning/introduction-to-large-language-models
  • https://www.linkedin.com/learning/generative-ai-working-with-large-language-models
  • Large Language Models are Zero-Shot Reasoners
  • 3 Ways To Improve Your Large Language Model
• LangChain
  • https://www.linkedin.com/learning/level-up-llm-applications-development-with-langchain-and-openai
• LangGraph
  • https://academy.langchain.com/courses/take/intro-to-langgraph
• Prompt Engineering
  • Ask me anything: A simple strategy for prompting language models
  • Principled Instructions Are All You Need for Questioning LLaMA-1/2, GPT-3.5/4
  • Automatic Chain-of-thought Prompting large language models
  • https://www.linkedin.com/learning/introduction-to-prompt-engineering-for-generative-ai-2023
  • https://www.linkedin.com/learning/prompt-engineering-and-ai-agents-with-chatgpt
  • https://www.linkedin.com/learning/paths/develop-your-prompt-engineering-skills
• Summarization
  • From Sparse to Dense: GPT-4 Summarization with Chain of Density Prompting
• RAG
  • https://www.linkedin.com/learning/llm-foundations-vector-databases-for-caching-and-retrieval-augmented-generation-rag
  • https://www.linkedin.com/learning/building-rag-solutions-with-azure-ai-studio
• LLM Testing
  • https://www.linkedin.com/learning/grounding-techniques-for-llms/understanding-grounding-techniques-for-llms
  • https://arxiv.org/abs/2404.02935
  • https://llmshowto.com/blog/llm-test-frameworks
• Fine-Tunning
  • https://www.toptal.com/artificial-intelligence/llm-data-labeling
  • https://platform.openai.com/docs/guides/fine-tuning

Foundations (If you want to learn the theory behind the hoods)

• https://www.linkedin.com/learning/nlp-with-python-for-machine-learning-essential-training
• https://www.linkedin.com/learning/large-language-models-text-classification-for-nlp-using-bert
• https://arxiv.org/abs/1706.03762
• https://magazine.sebastianraschka.com/p/building-a-gpt-style-llm-classifier
• https://www.manning.com/books/build-a-large-language-model-from-scratch
• A Visual Guide to Mixture of Experts (MoE)