Man Patel
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Projects & case studies

Things I've built end to end, from data pipelines and models to deployed apps, and the decisions behind them.

2026
LLM / RAG

AI Financial Intelligence Platform

AI-powered platform for financial data analysis, LLM-driven sentiment scoring, earnings call summarization, and automated investment insights.

PythonFastAPILangChainOpenAIpandas
2026
MLOps

ML Pipeline Monitor

Automated monitoring system for ML pipelines — tracks data drift, pipeline health, model performance metrics, and alerts on anomalies.

PythonFastAPIDockerPostgreSQLGrafana
2026
Machine Learning

FIFA World Cup Prediction 2026

Predictive models for FIFA World Cup 2026 match outcomes using Elo ratings, historical team performance, and tournament simulations.

Pythonscikit-learnpandasNumPymatplotlib
2026
Machine Learning

Bengal Election Prediction 2026

ML-based prediction model for Bengal state election outcomes using polling aggregation, historical voting patterns, and demographic data.

Pythonscikit-learnpandasNumPy
2026
Machine Learning

IPL Winner Prediction 2026

ML model predicting IPL 2026 cricket tournament outcomes using historical match data, player statistics, and ensemble methods.

PythonXGBoostscikit-learnpandasNumPymatplotlib
2026
LLM / RAG

RAG Pipeline with NoSQL

Retrieval-Augmented Generation pipeline for querying documents with LLMs, backed by a NoSQL vector store for semantic search.

PythonLangChainOpenAIMongoDBFastAPI
2026
Data Science

Air Quality Forecasting

EDA and time-series forecasting of Delhi air quality data using statistical models and ML-based approaches for pollution trend prediction.

PythonpandasstatsmodelsProphetmatplotlibNumPy
2026
Data Engineering

NoSQL vs SQL Benchmark

Query latency benchmarking across NoSQL (MongoDB, Redis) and SQL (PostgreSQL) — comparing read/write performance under varying workload patterns.

PythonPostgreSQLMongoDBRedispandas
2026
MLOps

Model Drift Detection Dashboard

Interactive dashboard for monitoring model drift, data distribution shifts, and performance degradation in production ML systems.

PythonStreamlitscikit-learnpandasplotly
2026
NLP

Climate Sentiment Analyzer

NLP pipeline for analyzing sentiment in climate news articles using transformer-based models and VADER lexicon analysis.

PythonHugging FaceTransformersNLTKpandas
2026
LLM / RAG

Multi-Agent Research Team

Autonomous multi-agent system where specialized LLM agents collaborate to research topics, gather evidence, and produce synthesized reports.

PythonLangChainOpenAIFastAPIasyncio
2026
Explainable AI

Unified XAI Framework

Unified explainability framework for multiple ML models using SHAP, LIME, and attention-based visualization for model interpretability.

PythonSHAPLIMEscikit-learnPyTorchmatplotlib
2026
LLM / RAG

Distributed LLM Council

Distributed system of LLM agents that deliberate, debate, and reach consensus on complex queries through structured reasoning and voting.

PythonLangChainOpenAIasyncioFastAPI