Available for consulting & collaboration

VenkataSubramanianSrinivasanAlso known as Venkata Srinivasan, Venkat Srinivasan. Data Scientist in Nashville, Tennessee. Georgia Tech ECE graduate. GTA for Prof. Charles Isbell (Machine Learning) and Prof. Judy Hoffman, Prof. Devi Parikh (Computer Vision).

Senior Data Scientist at Asurion

Fraud & Compliance Data Science

Georgia Tech MS ECE · Nashville, TN

PythonPyTorchNLPComputer VisionCausal InferenceMLOpsAWS BedrockLLMsRAGAgentic AIA/B TestingDeep LearningSageMakerSQLGenerative AIPythonPyTorchNLPComputer VisionCausal InferenceMLOpsAWS BedrockLLMsRAGAgentic AIA/B TestingDeep LearningSageMakerSQLGenerative AI
150K+Monthly Live Calls
$15MAnnual Value Created
45%Efficiency Boost
26Models in Production

About

Building AI systems that
drive real business impact.

Senior Data Scientist on the Fraud & Compliance Data Science team at Asurion in Nashville, TN and Georgia Tech graduate — a passionate AI practitioner with experience spanning Asurion, Analog Devices, ULB Brussels, and IIT Madras. Creator of TalentGrep and ArguLens.

Experience

Where I've worked

Senior Data Scientist – Sales Compliance
Jan 2024 – Present

Leading the compliance data science function to deliver ML/LLM solutions. Built a real-time sales bot using Claude 3.7 Sonnet on AWS Bedrock Flows, enabling 150K+ monthly live calls. Developed 15 supervised & generative AI models, boosting call review efficiency by 45% and saving $1.6M annually.

LLMsRAGAgentic AIAWS BedrockSageMaker
Data Scientist
Jul 2021 – Jan 2024

CatBoost sales propensity routing (+12% sales, $15M value). Causal modeling for churn reduction (160 bps, ~$1M). Mentored 21 Georgia Tech MS Analytics students on OCR appliance tag identification.

CatBoostCausal MLA/B TestingPython
Data Science Intern
May 2020 – Aug 2020

Boosted 30-day retention in AT&T Photos (+30 bps) & Verizon Photos (+150 bps) via face detection (DSFD), recognition (InsightFace), and unsupervised clustering.

Computer VisionInsightFaceAWS
Graduate Teaching Assistant
Aug 2019 – May 2021

TA for CS 7641 Machine Learning (Prof. Charles Isbell) and CS 4476/6476 Computer Vision (Prof. Judy Hoffman & Prof. Devi Parikh).

Machine LearningComputer Vision
DSP Hardware Verification Engineer
Jan 2019 – Jul 2019

SystemC-UVM model verification for 4G LTE transceivers. Built a virtual support platform for the API and firmware team, improving product cycle by 6 months.

SystemCUVM4G LTEPython
Research Fellow – IoT/ML
Sep 2016 – May 2017

Developed a 1-D CNN classifier for sleep state classification from single-channel EEG signals (18% improvement). Designed an EEG extracting ergonomic headset.

1-D CNNEEGKerasIoT
Research Intern – Swarm Robotics
May 2017 – Jul 2017

Evolutionary neural network controller (NEAT) for swarm aggregation. 31% improvement over MLP controller in ARGoS simulator.

NEATNeural NetworksARGoS
Research Intern – Healthcare Technology
May 2016 – Jul 2016

Research at the Healthcare Technology Innovation Centre under Prof. Mohanasankar Sivaprakasam on biomedical signal processing and medical device development.

BiomedicalSignal ProcessingMATLAB

Expertise

Skills & tools

Machine Learning

NLP / LLMs95%
Computer Vision90%
Causal Inference85%
Deep Learning92%
Recommendation Systems80%

Tools & Frameworks

Python97%
PyTorch90%
AWS (Bedrock / SageMaker)85%
SQL88%
MLOps / CI-CD82%

AI Engineering

RAG / Agentic AI92%
Prompt Engineering90%
A/B Testing85%
Feature Engineering88%
Data Pipelines83%

Beyond Work

When I'm not coding

🏋️

Fitness

Gym, yoga, and hiking enthusiast

🌍

Travel

7 European countries, 25 U.S. states

🎵

Music

AR Rahman admirer, eclectic tastes

🧠

Psychology

Huberman Lab enthusiast

I love thinking outside the box and thrive on competition. My diverse interests have led me to excel at activities like dancing, skating, and skiing. In my social circles, I'm often relied upon for financial advice and trip planning. I admire AR Rahman, Novak Djokovic, and Lewis Hamilton.

Testimonials

What people say

I had the pleasure of joining Venkat’s team as their Product Manager, and from day one, I was very impressed by his depth of knowledge, clarity of thinking, and collaborative approach. Venkat played a key role in our GenAI sales initiatives, bringing both strong data science expertise and exceptional communication skills to complex, high-visibility work. What stood out most to me was how thoughtfully he brought me up to speed on a complicated project landscape – providing clear context, thorough documentation, and structured walkthroughs that made it easy to ramp quickly.

Bailey Venner

AI Product Manager @ Asurion

LinkedIn

I worked with Venkat for about 2 years. He led the development of Asurion's Compliance system rework that underpins the backbone of the serve-solve-sell engine. The system worked really well at scale and continues to do so. He manages the trade offs between quality and speed very well, and maintains great relationships with stakeholders.

Madhu Babu Adiki

Principal AI Engineer | Generative AI, Optimization; Ex-Asurion

LinkedIn

I’ve worked with Venkata for over a year in the sales compliance space. Venkata has developed a multitude of machine learning models, using different styles of models to include GenAI. Venkata delivers consistent, and accurate results. Venkata has repeatedly demonstrated the skills to lead large scale projects with multiple departmental stakeholders. I know I can rely on Venkata to work collaboratively, and effectively on prioritizing work and following through on commitments. I would absolutely work alongside Venkata in any project.

Chad Wills

Business Analyst | SQL Programmer | Power Platform Development

LinkedIn

Venkata is great teammate and helpful individual. He is fun to work with, when it comes to team work and collaboration he is good choice to go with. His strong skills in AI, ML and generative AI is good plus for any team. He is curious individual and I really appreciate his eagerness to learn something new. For a fast paced, adaptive work setting he has shown good standing. I would strongly recommend him for any challenging Data Science adventure, and I wish him best for his future endeavors!

Nisarg Dave

Data Science | ML & AI Strategy | Generative AI

LinkedIn

I am particularly satisfied with the interaction I had with him and with the results he was able to produce. He quickly integrated into my group and became productive within a few days. He is definitely a brilliant student with an excellent background and strong skills. He is also extremely curious and is always willing to learn and acquire new skills. The results he produced during his internship at IRIDIA are interesting and worth being published.

Prof. Mauro Birattari, Ph.D.

Senior Research Associate, IRIDIA, Université Libre de Bruxelles

I found Venkat to be a self motivated person providing his insights in our project discussions. His proficiency in MATLAB was a key factor in winding up the project on time. I found him highly energetic in exploring and learning new things and also very responsible and punctual. I believe that Venkat has the potential to pursue a career in research and I therefore strongly recommend him.

Dr. Mohanasankar Sivaprakasam

Associate Professor, Dept. of Electrical Engineering, IIT Madras

I have found Venkat to be an independent thinker, and being very enthusiastic about learning something new. More importantly, I observed that he take initiatives and responsibility when executing projects. He is quick in learning new software and grasping concepts. This quality makes him a very reliable candidate or student. I strongly recommend him.

Dr. E.S. Gopi

Assistant Professor, Dept. of Electronics & Communication Engineering, NIT Trichy

I had the pleasure of joining Venkat’s team as their Product Manager, and from day one, I was very impressed by his depth of knowledge, clarity of thinking, and collaborative approach. Venkat played a key role in our GenAI sales initiatives, bringing both strong data science expertise and exceptional communication skills to complex, high-visibility work. What stood out most to me was how thoughtfully he brought me up to speed on a complicated project landscape – providing clear context, thorough documentation, and structured walkthroughs that made it easy to ramp quickly.

Bailey Venner

AI Product Manager @ Asurion

LinkedIn

I worked with Venkat for about 2 years. He led the development of Asurion's Compliance system rework that underpins the backbone of the serve-solve-sell engine. The system worked really well at scale and continues to do so. He manages the trade offs between quality and speed very well, and maintains great relationships with stakeholders.

Madhu Babu Adiki

Principal AI Engineer | Generative AI, Optimization; Ex-Asurion

LinkedIn

I’ve worked with Venkata for over a year in the sales compliance space. Venkata has developed a multitude of machine learning models, using different styles of models to include GenAI. Venkata delivers consistent, and accurate results. Venkata has repeatedly demonstrated the skills to lead large scale projects with multiple departmental stakeholders. I know I can rely on Venkata to work collaboratively, and effectively on prioritizing work and following through on commitments. I would absolutely work alongside Venkata in any project.

Chad Wills

Business Analyst | SQL Programmer | Power Platform Development

LinkedIn

Venkata is great teammate and helpful individual. He is fun to work with, when it comes to team work and collaboration he is good choice to go with. His strong skills in AI, ML and generative AI is good plus for any team. He is curious individual and I really appreciate his eagerness to learn something new. For a fast paced, adaptive work setting he has shown good standing. I would strongly recommend him for any challenging Data Science adventure, and I wish him best for his future endeavors!

Nisarg Dave

Data Science | ML & AI Strategy | Generative AI

LinkedIn

I am particularly satisfied with the interaction I had with him and with the results he was able to produce. He quickly integrated into my group and became productive within a few days. He is definitely a brilliant student with an excellent background and strong skills. He is also extremely curious and is always willing to learn and acquire new skills. The results he produced during his internship at IRIDIA are interesting and worth being published.

Prof. Mauro Birattari, Ph.D.

Senior Research Associate, IRIDIA, Université Libre de Bruxelles

I found Venkat to be a self motivated person providing his insights in our project discussions. His proficiency in MATLAB was a key factor in winding up the project on time. I found him highly energetic in exploring and learning new things and also very responsible and punctual. I believe that Venkat has the potential to pursue a career in research and I therefore strongly recommend him.

Dr. Mohanasankar Sivaprakasam

Associate Professor, Dept. of Electrical Engineering, IIT Madras

I have found Venkat to be an independent thinker, and being very enthusiastic about learning something new. More importantly, I observed that he take initiatives and responsibility when executing projects. He is quick in learning new software and grasping concepts. This quality makes him a very reliable candidate or student. I strongly recommend him.

Dr. E.S. Gopi

Assistant Professor, Dept. of Electronics & Communication Engineering, NIT Trichy

Products

Things I've built & shipped

AI-powered tools solving real problems for real users — all designed, built, and deployed solo.

Live

ArguLens AI

Solo build · 120 commits · 14 days

Your AI legal analyst — available around the clock

Full-stack SaaS for Singapore family law. Upload documents, get AI-powered case analysis with cited evidence, generate court-ready documents, and auto-fill FJC Form 2A.

14
Days
341
Tests
28
APIs
7
Security Layers
  • Evidence-grounded AI — zero hallucinations
  • Streaming court document generation
  • FJC Form 2A auto-fill from case analysis
Case AnalysisDoc GenerationEvidence MappingForm Auto-Fill
Live

Netflix & What Now

Point your phone at the TV. Ask anything.

AI companion for watching TV — capture your screen, identify any show in under 2 seconds, and ask contextual questions. PWA, no account needed.

  • Camera capture + AI vision identifies any show
  • Voice input via browser-native Web Speech API
  • PWA — installable, works like a native app
AI VisionVoice InputShow IDPWA
Live

TalentGrep

Find engineers by what they've actually built

AI-powered developer hiring tool that analyzes GitHub profiles to surface structured skill profiles. Search by skill, stack, or role.

  • Analyzes real GitHub contributions
  • Structured skill profiles with scoring
  • Search by tech stack or domain expertise
GitHub AnalysisSkill ProfilesRole Search

Projects

Selected work

A selection of projects showcasing expertise in AI, ML, and data science

AI

Real-Time Assistive Sales Bot

Real-time sales bot on Claude 3.7 Sonnet via AWS Bedrock Flows. 150K+ monthly live calls, personalized product offers, +100 bps sales lift.

Claude 3.7AWS BedrockAgentic AILLMs
AI

Sales Compliance AI

26 ML/LLM models for sales compliance across Verizon, AT&T & Cricket. +45% review efficiency, $1.6M annual savings. Agentic workflows, RAG pipelines, ~65K calls/month serverless architecture.

NLPPyTorchPythonMLOpsAWS SageMakerRAGAgentic AILangChain
AI

Causal Inference for Churn Reduction

Causal modeling for email campaign optimization. User segmentation and cohort analysis drove 160 bps churn reduction (~$1M impact).

Causal MLDoWhyPythonA/B TestingStatistics
AI

Sales Propensity Routing

CatBoost propensity model routing high-value customers to top sales experts. +12% sales lift, 6% churn reduction ($15M annual value).

CatBoostA/B TestingPythonML

Videos

Demos & presentations

From research to engineering — project walkthroughs and live demos

Computer Vision

Unsupervised Motion Representation Learning

Pattern Recognition

Bayes' Detection — Audio Slide Presentation

Pattern Recognition

Pattern Recognition — Audio Slide Presentation

IoT / Hardware

Wearable Sleep Analysing Device — Demo

IoT / Hardware

Wearable Sleep Analysing Device — Video

IoT / Hardware

Wearable Sleep Analysing Device — Presentation

IoT / Hardware

Spider Electronics — Hardware Task 1

Robotics

e-YRC — Task 1 Demonstration

Activity

Life dashboard

A glimpse into my fitness journey and music taste — because data scientists track everything!

Strava

No Rest Days!

Follow
7
Days/Week
25+
States Hiked
7
EU Countries
🏋️
Gym Training
Strength & conditioning
Daily
🧘
Yoga
Flexibility & mindfulness
Regular
🥾
Hiking
Nature exploration
Weekends

Challenge me! Connect on Apple Fitness

Spotify

Eclectic taste across genres

Follow
AR
Favorite Artist
AR Rahman
The Mozart of Madras
Genres I love
Indian ClassicalElectronicHip-HopRockTamilBollywoodPopIndie
Check out my playlists

GitHub

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