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VENKATRAM027/README.md

Hey, I'm Venkat Ram 👋

AI/ML Engineer · Machine Learning · Deep Learning · Generative AI · MLOps

Building end-to-end AI systems that move from data → models → APIs → applications


🧠 About Me

I'm an AI/ML Engineer focused on building practical, production-oriented machine learning and Generative AI applications.

I work across the complete AI development lifecycle — from data preprocessing and model experimentation to deployment, APIs, experiment tracking, and RAG-based applications.

Currently focused on strengthening my skills across Machine Learning → Deep Learning → Generative AI → MLOps/LLMOps.

  • 🔭 Building end-to-end ML, DL and GenAI projects
  • 🤖 Working with Machine Learning, Deep Learning, NLP, Computer Vision and RAG
  • 🧩 Building production-style pipelines using MLflow, DVC, Docker, FastAPI and Streamlit
  • 🌱 Learning LLM fine-tuning, Hugging Face, Agentic AI and LLMOps
  • 🎯 Open to AI/ML Engineer, Machine Learning Engineer, Applied AI and Generative AI internship opportunities

🚀 Featured Projects

🏦 Bank Marketing ML Platform

End-to-end machine learning pipeline for bank marketing prediction

Repository

Highlights

  • Complete ML workflow from preprocessing to deployment
  • Compared multiple classification algorithms
  • Hyperparameter tuning with RandomizedSearchCV
  • Addressed class imbalance using SMOTE
  • Experiment tracking with MLflow
  • Model persistence with Joblib
  • REST API using FastAPI
  • Interactive application using Streamlit

Stack: Python · Pandas · NumPy · Scikit-learn · XGBoost · SMOTE · MLflow · FastAPI · Streamlit


🏥 Medical RAG Chatbot

Privacy-focused Retrieval-Augmented Generation application for medical documents

Repository

Highlights

  • Upload medical PDFs and create a real-time knowledge base
  • Retrieval using FAISS
  • Responses grounded in uploaded documents
  • Privacy-focused document workflow
  • Interactive Streamlit interface
  • Secure API key handling with environment variables

Stack: Python · RAG · LLMs · LangChain · FAISS · Streamlit · PDF Processing


🏭 Industrial Fault Detection

Deep learning computer vision system for industrial defect detection

Highlights

  • Custom ResNet-50 architecture built with TensorFlow/Keras
  • Image classification pipeline for industrial inspection
  • MVTec AD dataset
  • Training and experiment tracking with MLflow
  • Model deployment architecture with FastAPI + Streamlit
  • Designed with an MLOps-oriented workflow

Stack: Python · TensorFlow · Keras · Computer Vision · OpenCV · MLflow · FastAPI · Streamlit


🛠️ Technical Skills

Programming & Data

Python SQL NumPy Pandas

Machine Learning & Deep Learning

Scikit Learn XGBoost TensorFlow OpenCV

Generative AI

Hugging Face LangChain

Areas: RAG · Vector Search · Embeddings · LLM Applications · Prompt Engineering · NLP · Agentic AI

MLOps & Deployment

MLflow DVC Docker FastAPI Streamlit Git

Focus: ML Pipelines · Experiment Tracking · Data Versioning · Model Deployment · REST APIs · Containerization


📚 Currently Learning

  • Advanced RAG architectures
  • Hybrid and multimodal RAG
  • LLM fine-tuning with Hugging Face
  • Agentic AI and multi-agent systems
  • MLOps and LLMOps
  • CI/CD for machine learning applications
  • Production deployment of AI systems

🎯 What I'm Interested In

AI/ML Engineer Machine Learning Engineer Applied AI Engineer Generative AI Engineer Computer Vision / NLP Engineer MLOps / LLMOps


📈 GitHub Stats


🤝 Let's Connect

I'm interested in collaborating on machine learning, Generative AI, RAG, computer vision and production AI projects.

Building AI systems one project at a time 🚀

Pinned Loading

  1. End-to-End-Book-Recommender-System End-to-End-Book-Recommender-System Public

    Jupyter Notebook

  2. ML-Pipeline-using-DVC ML-Pipeline-using-DVC Public

    An end-to-end, production-grade Machine Learning pipeline demonstrating MLOps best practices using DVC for data versioning and reproducibility.

    Jupyter Notebook

  3. Python-Weather-API-using-Postman Python-Weather-API-using-Postman Public

    A modular Python Weather API tested with Postman

    Python

  4. Medical-RAG-Chatbot Medical-RAG-Chatbot Public

    Medical document Q&A chatbot using Retrieval-Augmented Generation (RAG), FAISS vector search, LangChain, Streamlit, and EURI LLM API.

    Python

  5. bank-marketing-ml-platform-v1 bank-marketing-ml-platform-v1 Public

    End-to-end bank marketing ML platform for term-deposit prediction using model tuning, SMOTE, MLflow, FastAPI, Streamlit, and Docker.

    Python

  6. Qdrant-MultiModal-Search Qdrant-MultiModal-Search Public

    Python