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Ramu's AI/ML Production Systems & Experiments πŸš€

Ramu Ganta | AI/ML Engineer | 8+ Years Experience
πŸ“§ ramu3data@gmail.com | πŸ“± +1 316 372 6764
πŸ’Ό LinkedIn | πŸ™ GitHub


πŸ‘¨β€πŸ’» About Me

Senior AI/ML Engineer with 8+ years of experience designing, deploying, and scaling production-grade machine learning and Generative AI systems. This repository serves as my experimental workspace for exploring cutting-edge LLM applications, RAG architectures, and AI automation tools.

Current Focus:

  • πŸ€– Enterprise-scale GenAI and RAG systems
  • πŸ”„ MLOps pipelines and model governance
  • ⚑ Real-time ML inference microservices
  • πŸ“Š Production-ready AI applications

πŸ› οΈ Core Expertise

AI/ML & GenAI

  • LLM Ecosystem: OpenAI, LangChain, LlamaIndex, Hugging Face Transformers, LLaMA
  • RAG Architectures: Vector search (FAISS, Pinecone, Chroma), embeddings, retrieval systems
  • Traditional ML: Forecasting, anomaly detection, classification, clustering

MLOps & Engineering

  • Deployment: MLflow, FastAPI, Docker, Kubernetes, CI/CD
  • Infrastructure: Azure ML, Databricks, AWS SageMaker
  • Orchestration: Airflow, automated pipelines

πŸ“‚ Repository Structure

Ramu_AI_ML/
β”œβ”€β”€ daily_experiments/
β”œβ”€β”€ production_templates/
β”œβ”€β”€ research_implementations/
β”œβ”€β”€ custom_projects/
└── learning_notes/

πŸ’Ό Professional Background

Current: AI/ML Engineer @ AUConnects (Aug 2025 - Present)

  • Built enterprise GenAI RAG platform reducing retrieval time by 60%
  • Deployed GPU-optimized vector search indexing 50K+ documents

Key Achievements:

  • ⚑ Reduced ETL pipeline latency from 12 hours to <1 hour
  • πŸ“ˆ Improved forecasting accuracy by 30%
  • 🎯 Built RAG systems with 60% faster retrieval

πŸŽ“ Education

  • πŸŽ“ MS Data Science - Wichita State University (3.84 GPA) - 2023
  • πŸŽ“ BTech - Birla Institute of Technology (3.67 GPA) - 2018

πŸ“« Connect


Updated: December 24, 2025

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