PavanSrinivas

02 — Macro details

Measured, not claimed.

1. 01

   0.0%

   Semantic relevance

   LLM Systems

   Retrieval-Augmented Conversational AI

   A production-scale RAG system with validated semantic relevance and containerized deployment on AWS ECS.

   • RAG
   • Vector DB
   • AWS ECS
   • Docker
   • Python
2. 02

   0.0%

   Intent accuracy

   Scalable NLP

   Consumer Complaint Classification

   An intent classifier for banking customer queries that routes most traffic automatically without sacrificing accuracy.

   • NLP
   • Text Classification
   • Python
   • Scikit-Learn
3. 03

   0

   Model approaches compared

   Data-Driven Systems

   Credit Scoring & Customer Segmentation

   A credit risk scoring system built around a deliberate feature engineering strategy and tracked experimentation.

   • MLflow
   • Feature Engineering
   • Scikit-Learn
   • Pandas

03 — Specification

What it is made of.

LLMs & Generative AI

RAG Systems · LangGraph · Prompt Engineering · Fine-tuning · LLM Evaluation · Hugging Face · Vector Databases

ML & Data

PyTorch · TensorFlow · Keras · Scikit-Learn · Pandas · NumPy · Matplotlib

Languages & Tools

Python · SQL · FastAPI · Git · MLflow

Cloud & Infrastructure

AWS EC2 · AWS ECS · AWS Lambda · Docker · Containerization · Distributed Systems

Domains

Machine Learning · Natural Language Processing · Data Analytics

04 — Provenance

Where it was made.