VARUN WOODI RAGHAVENDRA

Varun's Photo

About me

Hello!! I'm Varun W R, an ML & AI specialist with a passion for leveraging data to drive impactful solutions. I hold a Master's degree in Data Science from the University of Massachusetts, Dartmouth, where I graduated with a GPA of 3.97/4.0. My academic journey, combined with 3+ years of industry experience, has equipped me with a robust skill set to address complex business challenges using AI and machine learning technologies.


I specialize in frameworks like TensorFlow, PyTorch, and LangChain, along with cloud platforms such as AWS and Azure. My experience spans deep learning techniques, MLOps, LLM fine-tuning, and more. Throughout my career, I’ve consistently bridged the gap between research and product development, as demonstrated in my work on Multimodal LLM-powered medical image analysis.


With a strong foundation in machine learning and a passion for innovation, I’m here to help your business harness the power of AI to build the future. Let's connect and explore how we can turn data into your next competitive advantage.

Education


University Of Massachusetts Dartmouth

Master in Data Science

2022-2024

Nitte Meenakshi Institute Of Technology

Bachelor of Technology in Electronics and Communication

2014-2018

Experience


Company Logo 1

Data Scientist

Healthi AI

Dec 2024 - Present

  • Collaborating with the team to enhance the Caddy Chatbot by integrating amazon.titan-embed-text-v2:0 for improved performance in the us-east-2 AWS region and refining chatbot logic using FastAPI.
  • Contributing to the design and integration of caddy-scraper with DynamoDB and PostgreSQL to streamline data storage and retrieval processes.
  • Assisting in developing scalable deployment pipelines using Docker and AWS, and documenting APIs with Swagger to improve usability and debugging.
Company Logo 2

Systems Engineer

Infosys

May 2021 - Aug 2022

  • Designed and ran experiments for time series data, improving forecast accuracy by 15%.
  • Contributed to projects aimed at enhancing pacemaker device safety by developing and testing Python scripts for real-time performance analysis. Improved testing efficiency by 30%.
  • Evangelized new machine learning technologies within the team and trained colleagues on adopting ML techniques.
Company Logo 3

Data Scientist

Varun Enterprises

Sep 2020 - Apr 2021

  • Spearheaded development and deployment of CNN models for thread nut anomaly detection, boosting revenue by 12%.
  • Transitioned custom CNN models from research into product using Flask, resulting in a 50% reduction in false positives.
Company Logo 4

Software Engineer

HCL Technologies

Dec 2018 - Dec 2019

  • Maintained and troubleshot trading applications, achieving a 95% resolution rate for production issues within 24 hours.
  • Implemented SQL queries for real-time data modifications, reducing system downtime by 20%.

Skills

Projects



Multimodal Medical Image Analysis

Multimodal LLM-powered Medical Image Analysis

Developed an advanced system using Multimodal-LLM to enhance diagnostic accuracy of MRI scans by providing textual and audio descriptions.

Fine Tuning LLMs

Fine Tuning LLMs

Fine-tuned models like BERT, LLAMA, Mistral, and Zephyr using advanced techniques like PEFT, and optimized GPT-3.5 Turbo and GPT-4 with instruction fine-tuning and RLHF. Insights on these optimizations will be published soon.

Streaming Data Pipeline Project

Streaming Data Pipeline with Kafka, Spark, and Advanced Visualizations

Built a big data pipeline for sourcing, processing, and visualizing data. Integrated Python for data sourcing, Kafka for streaming, Apache Spark for ETL processing, and Tableau for data visualization.

MLOps Project with ETL Pipeline

End-to-End MLOps Project with ETL Pipeline - Network Security System

Developed ETL pipelines with MongoDB Atlas, optimized detection models with hyperparameter tuning and MLFlow tracking, and automated deployment using Docker, GitHub Actions, and AWS for real-time threat detection.


View Other Projects

Blogs


Statistics

Intro to statistics

"Master the Foundations: Your Gateway to Data-Driven Insights."

Read More

Probability

"Unlock the Power of Uncertainty: The Heart of Statistical Thinking."

Read More

Machine Learning

XGBoost Missing Data

"How XGBoost Handles Missing Data Efficiently: A Deep Dive"

Read More

Naive Bayes Algorithm

"Simplicity Meets Power: Fast and Accurate Predictions with Naive Bayes"

Read More

Deep Learning

Dropout working

"How People Think Dropout Works vs. How It Actually Works"

Read More

Regularization in Deep Learning

"Preventing Overfitting: A Comprehensive Guide to Regularization in Deep Learning."

Read More

Large Language Models

Fine-Tuning And Inferencing LLMs

"Fine-Tuning & Inference Excellence: Transforming LLM Capabilities"

Read More

LLM Application Dev: Prompt Templates

"Mastering LLM Application Development: Harnessing the Power of Prompt Templates"

Read More
## /content/drive/MyDrive/Colab Notebooks/Medical_Project/My_new_LLaVA/llava-ftmodel" BACK TOP