Hi, I’m Noumik Thadani
a Data Scientist based in NYC
6+ years of experience building data-driven and machine learning solutions
Education
Featured Projects
Big 3 Automaker
Prescriptive Analytics
Building a prescriptive ML model to predict panel gaps and prevent defect-related rework
Simulate an anomaly & watch the system respond
Machine 03 — Alignment
What's happening here?
This simulation illustrates an industrial analytics workflow: detecting abnormal process measurements, identifying their likely source, and prescribing corrective adjustments. See how I applied this approach to auto manufacturing in the project below.
Austin FC
Data Visualization & Analytics
Built a data pipeline, creating a database & frontend app to gather player & match stats in real time
Analytics Ripple Effect
What's happening here?
- • Without Analytics: A player instinctively takes a low-probability, long-range shot (0.05 xG), often wasting possession.
- • With Analytics: Conditioned by tactical training data, the player passes up the low-value shot to find a teammate in a high-value central zone, exploding the scoring chance to 0.71 xG.
By consistently training teams to hunt for higher-quality chances, a single data-backed habit scales up over a season, converting draws into wins and transforming mid-table teams into league champions.
Projects
Big 3 Automaker
Prescriptive Analytics
Building a prescriptive ML model to predict panel gaps and prevent defect-related rework
Analytics FC
Coach Profiling & Data Pipeline
Production data pipeline and aggregation layer powering Analytics FC’s Coach ID product to evaluate head coach candidates
Manufacturing Optimization
Mathematical Optimization & GenAI
Automated PCB production planning by developing a constraint-based scheduling engine using mathematical optimization
Delay Prophet
Flight Delay Prediction & Telemetry
Predicts flight delays hours in advance by monitoring inbound aircraft telemetry, FAA NAS programs, weather, and calibrated ML
Property Tax Fighter
Machine Learning & Data Viz
Built a Flask app to help homeowners protest property taxes with comparables, estimates, and interactive visualizations
Fonterra
Predictive Maintenance
Built a machine learning model in Python to predict factory equipment failures
Michelin
Machine Vision
Developed and implemented an adaptive control system to reduce material waste from tires
Austin FC
Data Visualization & Analytics
Built a data pipeline, creating a database & frontend app to gather player & match stats in real time
U.S. Securities and Exchange Commission
Financial & Forensic Analysis
Produced forensic data analyses used as evidence in the SEC's lawsuit against a credit ratings firm
Bike-Share Optimizer
Predictive Modeling & Logistics
Developed models to optimize bike distribution, docking station placement, and rebalancing
Employee Attrition
Machine Learning Prediction
Developed KNN, Neural Network, SVM models to predict employee attrition & recommend improvements
Bimbo Bakeries
Oracle WMS
Implemented & led training on Oracle WMS. Developed a resource optimization program
Zimmer Biomet
Product Lifecycle Management
Designed, developed, & led trainings and demos for a Windchill PLM solution
Department of Justice
Forensic Data Analysis
Analyzed complex data sources to identify fraud in federal consumer protection cases
Austin FC Sociogram
Sociogram Project
Visualized relationships among and between players and coaches in a user-friendly manner
Predicting ETF Returns
Quantitative Finance & ML
Analyzed whether certain characteristics of an ETF can help predict its 5 year return
Video Analysis & OCR Project
Computer Vision & OCR
Analyzed videos to extract closed captions and convert them to editable text
Analyzing Voters
Machine Learning & Voter Analysis
Analyzed election data and created a neural network model to predict how Americans will vote
DLCC State Elections Analysis
Campaign Optimization & Analytics
Developed forecasting models to guide political strategy in nationwide state races
Airbnb
Data Analysis & Price Prediction
Analyzed how to expand Airbnb's market share in the Washington D.C. area
Michigan Legislative Elections Analysis
Redistricting & Election Data
Analyzed election results from 2018 Michigan State House, State Senate, and Gubernatorial races
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Skills
Languages
Python
SQL
R
Machine Learning
scikit-learn
PyTorch
Regression
Classification
Time Series
Anomaly Detection
Deep Learning
Applied Analytics
Causal Inference
Experimentation
Optimization
NLP
Computer Vision
Recommender Systems
Geospatial
Generative AI
LLMs
RAG
Generative AI
Data & Infrastructure
GCP
AWS
Azure
Snowflake
BigQuery
PySpark
Databricks
MLOps
Docker
Kubernetes
FastAPI
Git
Visualization
Tableau
Looker
Power BI
QGIS