Chatbots can be real WoW!! The recent evidence is: ChatGPT. Now that they are more human-like with the latest LLMs (Large Language Models). But these LLMs are Pretrained on their own (HUGE) data. Mere mortals don't have any ways ($$, time, expertise) to train own LLMs. Some do have facility to get fine-tuned on custom corpus, but limited. Custom fine tuning of text documents is being provided by many.
This repo is a collection of various PoCs (Proof-of-Concepts) to interface custom data using LLMs.
Stretch (RnD) goals:
- {KG + LLM} chatbot Building LLM based Chatbot on Knowledge Graph
- Knowledge as a Service (KaaS) Building Knowledge Graph from Text and serving it as a Service
- LLM models for Indic (especially Sanskrit) languages. Here is collection of similar efforts going on Awesome AI By Bharat (AABB)
- Enterprise: Google Cloud: Gen AI, Doc AI, Vertex AI: Skills Boost paths, Professional ML Certification
- Open Source: Langchain, HuggingFace, Streamlit: Custom fine-tuned models
- Local (secure), no over-the-net API/web calls
- Open source, Free via HuggingFace
- Python!! end-to-end, with Streamlit as UI
- Huge support, community, opportunities
- LangChain How to and guides
- Building the Future with LLMs, LangChain, & Pinecone
- LangChain for Gen AI and LLMs - James Briggs
- Finetuning GPT-3 David Shapiro ~ AI
- Build overpowered AI apps with the OP stack (OpenAI + Pinecone)
- Learn about AI Language Models and Reinforcement Learning Kamalraj M M
- GPT-4 & LangChain Tutorial: How to Chat With A 56-Page PDF Document (w/Pinecone)
- LangChain - Data Independent
- Node Classification on Knowledge Graphs using PyTorch Geometric
- Geometric Deep Learning
- PyTorch Geometric
- Machine and Language Learning Lab IISc
- Semantic Web India Enables organizations generate value from Data using AI, Knowledge Discovery
- Cambridge Semantics
- Kenome Partha Talukdar. Helping enterprises make sense of dark data using cutting-edge Machine Learning, NLP, and Knowledge Graphs.
- Knowledge graphs
- [Geometric Deep Learning)[https://geometricdeeplearning.com/]
- Learning on Graphs Conference
- Group Equivariant Deep Learning (UvA - 2022)
Not looking for Success, but Wonder!!- तमसो मा ज्योतिर्गमय : From Dark (hidden in text data) to Light (insights)