Machine Learning Projects

Detailed showcase of innovative AI and machine learning solutions

GenAI

Context-Aware Summarization

Context-aware meeting intelligence pipeline that classifies calls, assigns participant roles, routes to specialized workflows, and generates type-specific summaries and insights.

LangGraph LangChain LLMs AWS
11 Graph Nodes
4 Call Types
LLM

Smart Trackers

Human-in-the-loop few-shot LLM framework that lets users create custom conversation trackers by annotating semantically similar historical examples and applying tracker-specific inference to new meetings.

LLMs AstraDB FastAPI AWS S3
HITL Few-shot Setup
LLM Parallel Inference
LLM & RAG

Customer 360 Dashboard with RAG

Intelligent customer analytics dashboard using RAG technology for comprehensive insights and natural language queries.

LangChain GPT-4 Pinecone Streamlit
75% Faster Queries
1B+ Records
NLP

Large-Scale Name Matching

Scalable entity matching pipeline for billions of vendor records using fine-tuned Sentence-BERT embeddings, triplet loss, fuzzy matching, and top-K candidate retrieval.

Sentence-BERT Triplet Loss Embeddings Fuzzy Matching
Billions Records
Top-K Retrieval
NLP & AI

CI Outlines

Meeting transcript outlining service that converts S3-based transcripts into structured hierarchical outlines using text segmentation, lexical signals, embeddings, and LLM-based enrichment.

FastAPI TextTiling Embeddings LLMs
Hierarchical Outlining
LLM Enrichment
NLP & Language

Address Standardization using IndicBART

Sophisticated address parsing system for Indian addresses supporting multiple languages using fine-tuned IndicBART models.

IndicBART LoRA PyTorch Hugging Face
92% Accuracy
1M+ Addresses
AI & Multimodal

AI-Based Multimodal Reel Classification

Intelligent content classification system for Instagram reels using multimodal AI approaches, processing both audio transcripts and visual captions.

Whisper API Gemini API FAISS Python
94% Accuracy
10K+ Reels Processed
Finance

Lead Prioritization with CatBoost

ML system for financial lead prioritization using gradient boosting algorithms to predict conversion probability.

CatBoost Python Pandas MLflow
3.7x Lift
$2M+ Revenue
Industry

Tablet Inspection System

Automated visual inspection system for pharmaceutical tablets using deep learning and computer vision technology.

PyTorch OpenCV CUDA TensorRT
39% Faster
65% Cost Reduction
Medical AI

EEG Classification System

Advanced computer vision models for EEG signal classification using CNN architectures to analyze brain activity patterns.

PyTorch CNN OpenCV NumPy
89% Accuracy
500+ Patients

Interested in Collaboration?

I'm always excited to work on innovative machine learning projects and explore new challenges in AI.