LLMs

loginto huggingface howto

Basics of LLMS_I

Note on LLMS

LLM use cases

Proprietary services

Open source models

Sentence transformers

Smeantic Search

Approx nearest neighbour search

Retireve and Re-rank

Retieval: Bi-Encoder 10.Re-Ranker: Cross-Encoder

How FAISS works

What is vector store?

How are vector databases used?

What are the benefits of vector databases?

What is LLM Prompter?

What is quantization?

Why GGUF format?

Complete chatbot cycle? Notebooks and other material on LLMs

Basics of LLMs_II

NLP Moore's Law

Resources

Prompt Engineering

Six strategies for getting better results
Chain of thought
Example of complete prompt
What is Zero-Shot Chain-of-Thought prompting?

4.Prompts for general coding workflows
5.What is RAG

What is the difference between Retrieval-Augmented Generation and semantic search?

Basics of LLMs__III

1.A list/collection of open source and/or local AI tools and solutions.
2.Byte Pair Encoding
3.What is Ollama?

Models supported by ollama. See List here
Create custom ollama models by using Modelfile and also see this Modelfile on github
Ollama based webUIs

Where are ollama models stored?

4.What is ollama-index

Why LlamaIndex for Context Augmentation?

5.Nomic Text Embeddings 6.How are LLM models named
7.Types of LLM models

Uncensored models--What are they? with examples

Basics of LLMs_IV

Why self-supervised learning

Distortion
Rotation
Patches

2.langchain

Why is langchain important? langchain use cases with example code
How does langchain work?
What are core components of langchain?
LLM Parameters (temperature, top-k etc)

Quickstart langchain

langchain QuickStart

langchain API Reference langchain video lectures
langchain simple tutorials
Broad steps for RAG
How is langchain organized
Installation
Wrining Prompts
How to create a prompt
Chains in langchain
LLM Chain
Sequential Chain
Retrieval chain
Getting data from the Web
FAISS
Generate Answers to Questions using LLM
Conversational Retrieval Chain
Reading pdf files: from disk from folder/directory

Simple RAG for GitHub issues using Hugging Face Zephyr and LangChain Link

What is a RAG
RAG on Colab using Huggingface models and langchain
Creating and using Quantized models
Using FAISS library
Design prompt template
HuggingFace pipeline and langchain pipeline wrapper

Name		Name	Last commit message	Last commit date
Latest commit History 1,781 Commits
flowise models		flowise models
scripts		scripts
transformers_doc/en		transformers_doc/en
u_install		u_install
4bit_quantization_huggingface_.ipynb		4bit_quantization_huggingface_.ipynb
AI, Flowise and Case Studies.md		AI, Flowise and Case Studies.md
Access anythingLLM via API endpoints.txt		Access anythingLLM via API endpoints.txt
Attention is all that you need.ipynb		Attention is all that you need.ipynb
Basics of LLMs_I.ipynb		Basics of LLMs_I.ipynb
Basics_of_LLMs_II.ipynb		Basics_of_LLMs_II.ipynb
Basics_of_LLMs_III.ipynb		Basics_of_LLMs_III.ipynb
Basics_of_LLMs_IV.ipynb		Basics_of_LLMs_IV.ipynb
Compute capability of NVIDIA GPUs.pdf		Compute capability of NVIDIA GPUs.pdf
Design chat flows with flowise.pdf		Design chat flows with flowise.pdf
GenAI and desiginig LLM products ver II.pdf		GenAI and desiginig LLM products ver II.pdf
Gen_AI_and_LLMs_using_KNIME.ipynb		Gen_AI_and_LLMs_using_KNIME.ipynb
LICENSE		LICENSE
LLM_01_huggingface_transformers_experiments--jupyterNotebook.ipynb		LLM_01_huggingface_transformers_experiments--jupyterNotebook.ipynb
LLM_01_huggingface_transformers_experiments.ipynb		LLM_01_huggingface_transformers_experiments.ipynb
LLM_02_Embeddings,_Vector_Databases_and_Search.ipynb		LLM_02_Embeddings,_Vector_Databases_and_Search.ipynb
LLM_03_building_llm_chain.ipynb		LLM_03_building_llm_chain.ipynb
LLM_05_biased_llms_and_society.ipynb		LLM_05_biased_llms_and_society.ipynb
LangChain_Moderation_System.ipynb		LangChain_Moderation_System.ipynb
LocalAI.ipynb		LocalAI.ipynb
Modelfile --create and run		Modelfile --create and run
Modelfile__answerInHindi		Modelfile__answerInHindi
Modelfiles samples.txt		Modelfiles samples.txt
Opening Windows Firewall.txt		Opening Windows Firewall.txt
Quickstart access local or remote models.ipynb		Quickstart access local or remote models.ipynb
Quickstart finetuning LLM.ipynb		Quickstart finetuning LLM.ipynb
Quickstart langchain helloworld.ipynb		Quickstart langchain helloworld.ipynb
Quickstart langchain.ipynb		Quickstart langchain.ipynb
Quickstart pipelines in huggingface simple.ipynb		Quickstart pipelines in huggingface simple.ipynb
Quickstart text generation methods.ipynb		Quickstart text generation methods.ipynb
Quickstart_chatbot_on_Colab.ipynb		Quickstart_chatbot_on_Colab.ipynb
Quickstart_langchain_data_reading.ipynb		Quickstart_langchain_data_reading.ipynb
Quickstart_langchain_helloworld_huggingface.ipynb		Quickstart_langchain_helloworld_huggingface.ipynb
RAG_on_Colab_with_Huggingface_and_langchain.ipynb		RAG_on_Colab_with_Huggingface_and_langchain.ipynb
README.md		README.md
Reset Windows11.txt		Reset Windows11.txt
Reset your PC.docx		Reset your PC.docx
Set_HF_download_folder_and_huggingface_cli_in_colab.ipynb		Set_HF_download_folder_and_huggingface_cli_in_colab.ipynb
Set_HF_download_folder_and_use_huggingface_cli_in_colab.ipynb		Set_HF_download_folder_and_use_huggingface_cli_in_colab.ipynb
Short and free courses in AI.docx		Short and free courses in AI.docx
Using llamacpp.ipynb		Using llamacpp.ipynb
Using_llamacpp_Colab.ipynb		Using_llamacpp_Colab.ipynb
anythingLLM or ollama use any gguf model.md		anythingLLM or ollama use any gguf model.md
asking questions to csv file.ipynb		asking questions to csv file.ipynb
asking_questions_to_csv_file.ipynb		asking_questions_to_csv_file.ipynb
chatDoctor_bioGPT.ipynb		chatDoctor_bioGPT.ipynb
chromadbExpts and exports.ipynb		chromadbExpts and exports.ipynb
class_simpleNN_mobilePrice_data.ipynb		class_simpleNN_mobilePrice_data.ipynb
conversationsWithTransformers.ipynb		conversationsWithTransformers.ipynb
demo_cachedir.ipynb		demo_cachedir.ipynb
docker commands.txt		docker commands.txt
docker_install.sh		docker_install.sh
evaluate llms.ipynb		evaluate llms.ipynb
extract_table_ca_warn_report.ipynb		extract_table_ca_warn_report.ipynb
flowise notes and help links.md		flowise notes and help links.md
food reviews.ipynb		food reviews.ipynb
gpu_nvidia.ipynb		gpu_nvidia.ipynb
install flowise on wsl2.txt		install flowise on wsl2.txt
install h2ogpt.txt		install h2ogpt.txt
install langchain Windows.txt		install langchain Windows.txt
install ollama and anythingLLM on ubuntu.txt		install ollama and anythingLLM on ubuntu.txt
install ollama and anythingLLM quick on wsl.txt		install ollama and anythingLLM quick on wsl.txt
install ollama and langchain on ubuntu.txt		install ollama and langchain on ubuntu.txt
install ollama and langchain quick on wsl.txt		install ollama and langchain quick on wsl.txt
install ollama--Ubuntu.txt		install ollama--Ubuntu.txt
install ollama--Windows.txt		install ollama--Windows.txt
install privateGPT on ubuntu.txt		install privateGPT on ubuntu.txt
install ubuntu preparation.txt		install ubuntu preparation.txt
langflow install		langflow install
learning_huggingface.ipynb		learning_huggingface.ipynb
llama-cpp install		llama-cpp install
localai install		localai install
loginto huggingface howto.ipynb		loginto huggingface howto.ipynb
ollama copy models from one machine to other.txt		ollama copy models from one machine to other.txt
ollama llm parameters.xlsx		ollama llm parameters.xlsx
pdf_to_text_colab.ipynb		pdf_to_text_colab.ipynb
pdf_to_text_jupyterNotebook.ipynb		pdf_to_text_jupyterNotebook.ipynb
postgres_notes.txt		postgres_notes.txt
python venv		python venv
pytorch_tensors.ipynb		pytorch_tensors.ipynb
quick chromadb install on wsl2.txt		quick chromadb install on wsl2.txt
recommedner engine using llama3.ipynb		recommedner engine using llama3.ipynb
searching huggingface.ipynb		searching huggingface.ipynb
streamlit_ollamaChat.py		streamlit_ollamaChat.py
suggested laptop or PC configuration.txt		suggested laptop or PC configuration.txt
system-message.md		system-message.md
tinymodels_images_expt.ipynb		tinymodels_images_expt.ipynb
top_p_top_k_and_temperature_experiment.ipynb		top_p_top_k_and_temperature_experiment.ipynb
uninstall anythingllm from Windows.txt		uninstall anythingllm from Windows.txt
wsl install and uninstall and misc.txt		wsl install and uninstall and misc.txt

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Repository files navigation

LLMs

loginto huggingface howto

Basics of LLMS_I

Basics of LLMs_II

Basics of LLMs__III

Basics of LLMs_IV

Quickstart langchain

Simple RAG for GitHub issues using Hugging Face Zephyr and LangChain Link

About

Releases

Packages

Languages

License

harnalashok/LLMs

Folders and files

Latest commit

History

Repository files navigation

LLMs

loginto huggingface howto

Basics of LLMS_I

Basics of LLMs_II

Basics of LLMs__III

Basics of LLMs_IV

Quickstart langchain

Simple RAG for GitHub issues using Hugging Face Zephyr and LangChain Link

About

Resources

License

Stars

Watchers

Forks

Releases

Packages 0

Languages

Packages