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11. 5 easy ways to run an LLM locally | InfoWorld

    2023-12-03 Tags: llm, self-hosted by klotz
12. 6 AI Models/Tools for Code Generation - MarkTechPost

    2023-12-31 Tags: llm, code generation by klotz
13. 6 generative AI Python projects to run now | InfoWorld

    2023-10-26 Tags: llm, python, streamlit, rag, langchain, matplotlib, gradio, sqlalchemy by klotz
14. A Comprehensive Survey of Large Language Models (LLMs)

    - Three Emergent Abilities for LLMs are In-Context Learning (ICL), Instruction Following & Step-By-Step Reasoning (CoT).
    - Key Practices related to LLMs are: Scaling, Training, Ability Eliciting, Alignment Tuning, Tools.
    - Adaption Of LLMs include: Instruction Tuning, Alignment Tuning, Memory-Efficient Model Adaptation, etc.
    - Prompt Engineering: In-Context Learning, Chain-Of-Thought, Planning.
    - ICL Prompt Engineering Implementations: KATE, EPR, SG-ICL, APE, Structured Prompting, GlobalE & LocalE.
    - CoT Prompt Engineering Implementations: Complex CoT, Auto-CoT, Selection-Inference, Self-consistency, DIVERSE, Rationale-augmented ensembles.
    - Planning Prompt Engineering Implementations: Least-to-most prompting, DECOMP, PS, Faithful CoT, PAL, HuggingGPT, AdaPlanner, TIP, RAP, ChatCoT, ReAct, Reflexion, Tree of Thoughts.

    2023-12-14 Tags: llm, survey paper by klotz
15. A direct comparison between llama.cpp, AutoGPTQ, ExLlama, and transformers perplexities - LLM blog

    2023-07-16 Tags: llm, comparison, benchmark, perplexity, llama.cpp, exllama, autogptq, linux by klotz
16. A Gentle Intro to Chaining LLMs, Agents, and utils via LangChain | by Dr. Varshita Sher | Apr, 2023 | Towards Data Science

    2023-06-19 Tags: langchain, llm, agent by klotz
17. A Guide to Large Language Model Abstractions - Two Sigma

    The authors map the landscape of frameworks for abstracting interactions with and between large language models, and suggest two systems of organization for reasoning about the various approaches to, and philosophies of, LLM abstraction.

    2024-01-20 Tags: llm, api, layers, langchain, llamaindex, guardian by klotz
18. A Slew Of AI Courses To Get Yourself Up To Speed | Hackaday

    free and paid courses available for learning about Artificial Intelligence (AI). It mentions courses from NVIDIA, Google Cloud Skills Boost program, Amazon's training center, OpenAI's partner DeepLearning.ai, edX, and Microsoft.

    2024-04-14 Tags: hackaday, llm, classes by klotz
19. Adapting Existing LLM Projects to use LangChain

    2023-07-05 Tags: llm, langchain by klotz
20. Advanced Prompt Engineering What to do when few-shot learning isn't enough...

    2023-12-10 Tags: llm, prompt engineering by klotz

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