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ravindrakush11/README.md

Hi there, I'm Ravindra Singh Kushwaha 👋

About Me

  • 🔭 I’m currently working on implementing NLP techniques to extract insights and patterns from unstructured data, resulting in actionable business intelligence.
  • 🌱 I’m currently learning about advanced embedding techniques and improving my knowledge in Vector Databases.
  • 👯 I’m looking to collaborate on open-source NLP projects and knowledge graph applications.
  • 🤔 I’m looking for help with scaling machine learning models and optimizing performance for large datasets.
  • 💬 Ask me about NLP, Machine Learning, Deep Learning, MLOps, and building custom models from scratch.
  • 📫 How to reach me: [email protected]
  • ⚡ Fun fact: I enjoy fine-tuning LLMs, training, and building models from scratch.

Skills and Technologies

Python LangChain LammaIndex Huggingface Tensorflow Pytorch Flask Numpy Pandas Matplotlib Seaborn Scikit-Learn Vector Database OpenAI Protege MLOps

Projects

RAG System for Information Retrieval

Developed a Retrieval-Augmented Generation (RAG) system for efficient information retrieval from documents.

NLP2SQL Application

Built an NLP2SQL application using Open AI API and LangChain Framework, as well as with open-source models.

OCR on Voter ID Cards

Performed OCR using PyTesseract on Voter ID cards, extracted data, and saved it in CSV format to automate document processing workflows.

Training Spacy Model from Scratch

Trained a Spacy model from scratch on custom training data to enhance Named Entity Recognition (NER) capabilities.

Contributions

  • Fine-tuning Embedding Models, LLMs.
  • Active participant in community discussions and providing solutions to issues.

Connect with Me

LinkedIn Email

Pinned Loading

  1. RAG RAG Public

    This project implements a modular and customizable Retrieval-Augmented Generation (RAG) pipeline, designed to enable question-answering and context-aware response generation using external document…

    Python 1

  2. LangChain LangChain Public

    This repository provides code and resources for building intelligent applications using Retrieval-Augmented Generation (RAG) and LLMs, powered by LangChain. It enables customizable document-based Q…

    Jupyter Notebook 1

  3. Text2SQL Text2SQL Public

    This project converts natural language questions into SQL queries using OpenAI GPT and LangChain. It allows seamless interaction with PostgreSQL databases. Simply ask a question, and get Query in r…

    Python

  4. Multi-Functional-Python-Scripts Multi-Functional-Python-Scripts Public

    This repository contains Python scripts and Flask apps for file handling (uploads/downloads), JSON-to-Excel conversion, PDF text extraction, API testing, SMTP email handling, and secure environment…

    Jupyter Notebook 1

  5. Transformer Transformer Public

    This repository offers a comprehensive and modular implementation of the Transformer architecture, as introduced in the seminal paper "Attention is All You Need" by Vaswani et al.

    Python

  6. Flask-Framework-Security-API-and-Deployment-Tools Flask-Framework-Security-API-and-Deployment-Tools Public

    A complete Flask toolkit for secure API development, including authentication, rate limiting, CORS, and deployment tools, with automated Swagger UI documentation.

    Python