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insculptor/README.md

Ravi Dhir - @insculptor

๐Ÿ“ Toronto, ON | โœ‰๏ธ er.dr.rd@gmail.com | LinkedIn

Professional Summary

With a decade of experience in Data, including nearly four years deeply immersed in Data Science, ML, AI, and a year of Canadian experience, my journey has evolved from SQL development and data visualization to leading innovative AI projects. A Liverpool University alum with a Master's in AI and ML, I have a strong foundation in NLP, Large Language Models (LLMs), Computer Vision, and Graph Neural Networks. I am passionate about advancing AI towards AGI, aiming for a future where technology complements human intelligence.

๐ŸŒŸ Latest Project: Finsight RAG

  • A comprehensive open-source demonstration of the Retrieval Augmented Generation (RAG) pipeline using FAISS and Gemma LLM.
  • Demonstrates a novel technique - Mega Chunking to improve RAG performance.
  • Demonstrates the use of a separate metadata store to improve RAG performance.

Skills

  • NLU/NLP, Deep Learning, Python (Pandas, PyTorch)
  • Transformers & Pretraining, MLOps & LLMOps, Statistical Modelling

Certifications

Work History

Sr. AI ML Developer, SSA Infosystems (2023 - Present)

  • GenAI Risk Companion for Citibank, Data Comparator GPT, Analytics projects using Big Data.
  • Pioneered GenAI POC converting VBA Macros to Python; developed multiple MLOps and LLMOps pipelines.

Data Scientist, IRIS Software, India (2020 - 2023)

  • Led the C-Factor Project for Citibank, specializing in Tabular Data Extraction using YOLOv5, GNNs.
  • Spearheaded MLOps CI/CD pipelines; created predictive models and NLU solutions for various clients.

Senior Technical Consultant, IRIS Software, India (2019 - 2020)

  • Reporting and Data Solutions for financial clients; data scraping, Python scripting, and data visualization.

Senior Data Engineer, Q3 Technologies, India (2018 - 2019)

  • BI and ML solutions for Michelin Tires; led data warehousing projects.

Education

MSc in Artificial Intelligence and Machine Learning

Liverpool John Moores University (2021) - Scored 80%

B.Tech in Computer Science and Engineering

I.T.S Engineering College, India (2014)


I am always on the lookout for innovative projects and collaborations that push the boundaries of AI and ML. Let's connect!

Pinned

  1. FinsightRAG FinsightRAG Public

    This Repository shows End-To-End Implementation of a Production Level LLM Based RAG Pipeline.

    Jupyter Notebook 1