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awinml/README.md

Hi there, I'm Ashwin Mathur!

AI Engineer with expertise in the development of applications using Large Language Models (LLMs). Active contributor to open-source projects.

Developing Open-Source software - AVNLP:

  • BioThink: Self-Reflective Question-Answering for Biomedical Reasoning.
  • LLM-Finetuning: Pipelines for Fine-Tuning LLMs using SFT and RLHF.
  • GRPO: Group Relative Policy Optimization (GRPO) Implementations.
  • RAG-Model-Training: Training LLMs for Retrieval Augmented Generation.
  • RAG Pipelines: Advanced RAG Pipelines and Evaluation: Self-Reflective RAG, Corrective RAG, Adaptive RAG, Sub-Query Generation and Routing, DeepEval.
  • DSPy-Opt: Advanced RAG Pipelines optimized with DSPy.
  • PRP: Implementation of Pairwise Ranking Prompting (PRP) technique.
  • Rankers: LLM based Pairwise, Setwise, and Listwise rankers.
  • RRF: Performance Evaluation of Rankers and RRF Techniques for Retrieval Pipelines.
  • LLM Blender: Ensembling LLMs using LLM-Blender.

Open Source Contributions:

I'm best reached via Email or LinkedIn. Open to interesting conversations and collaboration.

Feel free to reach out to me:  

Email LinkedIn

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  1. avnlp/biothink avnlp/biothink Public

    Self-Reflective Question Answering for Biomedical Reasoning

    Python 3 1

  2. avnlp/llm-finetuning avnlp/llm-finetuning Public

    Pipelines for Fine-Tuning LLMs using SFT and RLHF

    Python 5 2

  3. avnlp/rag-model-training avnlp/rag-model-training Public

    Training LLMs for Retrieval Augmented Generation

    Python 3 1

  4. avnlp/rankers avnlp/rankers Public

    LLM based Pairwise, Setwise, and Listwise rankers.

    Python 4 1

  5. avnlp/dspy-opt avnlp/dspy-opt Public

    Advanced RAG Pipelines optimized with DSPy

    Python 4 1

  6. avnlp/prp avnlp/prp Public

    Pairwise Ranking Prompting (PRP)

    Python 3