homeprojectsblogcredentialsresumeaboutcontact

Projects

Production ML systems, LLM fine-tuning, RAG architectures, and agentic workflows.

tip - click ↻ metrics to flip a card and see live benchmark charts + GitHub stats

01
Qwen Data Science Instruct – QLoRA Fine-Tuned LLM

Fine-tuned version of Qwen2.5-3B-Instruct optimized for Data Science and ML coding tasks using QLoRA on 16.4K instruct examples with Unsloth. Achieved an 86% win rate over the base model with +109.5% BLEU and +66.9% ROUGE-L score gains.

PythonPyTorchUnslothQLoRAQwen2.5LLMFine-TuningHuggingFace86% Win Rate+109% BLEU+67% ROUGE-L6.5GB VRAM
2026gh ↗
metrics · benchmarks
Qwen Data Science Instruct – QLoRA Fine-Tuned LLM
Holdout Win Rate vs Base
86%
Semantic Similarity
78.8%
ROUGE-L (Structural)
42.3%
BLEU (Code Exactness)
17.9%
86%Win Ratevs base Qwen2.5-3B
+109%BLEU Gainsyntax exactness
6.5 GBTraining VRAMTesla T4 single-GPU
16.4kDataset SizeDS & ML instruct pairs
02
Production RAG – Evidence-Grounded Modular Architecture

Production-grade, modular, evidence-grounded Retrieval-Augmented Generation platform built on a custom architecture. Features structure-aware multi-format ingestion (16+ formats), Qdrant + BM25 hybrid indexing, Reciprocal Rank Fusion, cross-encoder reranking, evidence gating with false-premise abstention, and bidirectional citation validation.

PythonFastAPIQdrantBM25RAGCross-EncoderPydantic v2DockerPytest32/32 PytestsRecall@5: 90%MRR: 0.85Citation: 95%
2026gh ↗
metrics · benchmarks
Production RAG – Evidence-Grounded Modular Architecture
Recall@5 Score
90%
MRR Score
85%
Citation Accuracy
95%
Abstention Accuracy
95%
32/32Pytest Suite100% test pass rate
16+Document FormatsPDF, DOCX, Code, OCR
95.0%Citation Accuracybidirectional verified
15msFast Path Latencydynamic query router
03
ResumeDojo – AI Resume Intelligence & ATS Evaluation Engine

AI-powered resume intelligence platform and analysis engine. Evaluates resumes with zero fluff, extracts structured factual profiles via Docling and PyMuPDF, identifies ATS vulnerabilities, critiques bullet points, and benchmarks candidates against 12+ tech roles and job descriptions.

PythonFastAPINext.js 14LangChainDoclingPyMuPDFPydantic v2DeepSeekATS ScorerATS Scorer12+ RolesBullet CriticPydantic v2
2026gh ↗
metrics · benchmarks
ResumeDojo – AI Resume Intelligence & ATS Evaluation Engine
Profile Extraction Accuracy
96%
ATS Scoring Consistency
94%
Bullet Rewrite Impact
91%
Schema Parser Reliability
100%
12+Canonical Rolespre-configured profiles
8Analysis ModulesATS, Bullets, JD, etc.
100%Schema Reliabilityfail-safe Pydantic repair
< 2sInference Latencycached profile reuse
04
ORCHESTRA – Multi-Agent Hackathon Judge

AI-powered hackathon judging platform. Upload a CSV of team submissions and a multi-agent pipeline — five parallel judge agents, a bias auditor, and a chief judge — scores every project automatically, generates written feedback, and produces a ranked leaderboard.

Node.jsGPT-4oMulti-AgentAgentic AINext.jsPostgreSQLNeon DB5 AI JudgesGPT-4oParallel EvalConfidence Tiers
2026live ↗gh ↗
metrics · benchmarks
ORCHESTRA – Multi-Agent Hackathon Judge
5Judge Agentsrun in parallel per submission
GPT-4oLLMtemp 0.1 for consistency
4Pipeline StepsParse → Judge → Audit → Score
3Confidence TiersHigh / Medium / Low
05
ResearchLens – Production RAG System

Production-oriented Retrieval-Augmented Generation system for research papers and technical docs. Combines hybrid retrieval (Dense + BM25 + RRF), cross-encoder reranking, evidence gating, and claim-level citation verification to minimize hallucination.

PythonRAGLangChainQdrantFastAPIGenerative AILLMPydanticRecall@5: 1.000MRR: 0.942Faithfulness: 94.2%Citation: 100%
2026gh ↗
metrics · benchmarks
ResearchLens – Production RAG System
Retrieval Recall@5
100%
MRR Score
94.2%
Groundedness
94.2%
Citation Accuracy
100%
1.000Recall@5perfect top-5 coverage
0.942MRRnear-top relevant ranking
94.2%Faithfulnessclaim-level groundedness
365 msMean Latencyfull pipeline end-to-end
06
TPDDL Non-Technical Loss (NTL) Detection Portal

Production-grade FastAPI & AI Command Portal for Tata Power DDL that transforms raw smart meter signals into a probability-ranked enforcement hit-list for targeted electricity theft raids.

PythonFastAPIScikit-LearnCore MLMLflowSupabasePlotly.jsProduction MLPrecision: 73.4%Recall: 97.2%PR-AUC: 0.9696Threshold: 0.6725
2026live ↗gh ↗
metrics · benchmarks
TPDDL Non-Technical Loss (NTL) Detection Portal
Audit Precision
73.4%
Theft Recall Rate
97.2%
PR-AUC Score
96.96%
Audit Precision Floor
65%
73.4%Test Precision> 65% business floor
97.2%Test Recallnear-complete coverage
0.9696PR-AUC Scoreprecision-recall curve
0.6725Optimal Thresholdcalibrated cutoff

Earlier core machine learning, time-series forecasting, and exploratory analytics implementations.

2025

End-to-end automated ML workflow - dataset upload → cleaning → EDA → training → predictions - with exportable PDF reports and a dataset-aware chatbot.

PythonAutoMLCore MLGemini AIML Pipeline
2025

Full-stack app that analyzes sentiment of YouTube video comments using a custom-trained LightGBM model exposed via FastAPI, paired with a Chrome Extension for on-the-fly analysis directly from the browser.

PythonLightGBMNLPTF-IDFFastAPI
2025

DL-based stock price forecasting system analyzing 5 years of market data using a 2-layer LSTM with technical indicator feature engineering.

PythonLSTMDeep LearningTime SeriesTensorFlow
2025

Industry-grade monthly demand forecasting pipeline across states, districts, and service types with Power BI dashboard integration.

PythonRandom ForestCore MLTime SeriesData Analysis
2025

ML-based college prediction system analyzing JoSAA counselling data (2021–2025) with XGBoost rank prediction and chance estimation (Safe/Moderate/Risky).

PythonXGBoostCore MLData AnalysisWeb Scraping
2026

Centralized multi-page web dashboard showcasing a compilation of comprehensive data analysis reports (India Crime, CPI Inflation, Delhi Rainfall) with interactive Chart.js analytics and role-based controls.

PythonData AnalysisXGBoostARIMAEDA
Customer Churn Analysis↗Spam Detection (NLP)↗Sentiment Scanner↗EDA Automation Kit↗Projects Finder↗Gen AI Boiler Plate↗