Innovate ✦ Analyze ✦ Simulate

Fusing Math, Code & Data to Teach Machines to Reason (via LLM Agents)

Data Scientist and ML Engineer building predictive models, NLP systems, AI-powered applications, and gaming analytics platforms. Proficient in PyTorch, FastAPI, Streamlit, and Graph neural networks to turn complex data into actionable protection and growth.

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Areas of Interest

Machine Learning, Data Science, LLMs, and Sports Analytics

Fascinated by building smart systems, finding insights in data, designing AI agents, and simulating sports outcomes.

Data Science

Building machine learning models and analyzing complex data to solve problems and drive measurable impact.

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AI & ML

Building AI agents, designing custom LLM workflows, and training neural networks.

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Simulation & Sports Analytics

Modeling slot machine statistics and analyzing sports data to predict game outcomes.

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Graph AI

Applying Graph Attention Networks, PageRank, and Louvain algorithms to identify botnets and transaction fraud.

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Professional Journey

Educational milestones and current experiences shaping a diverse and accomplished professional journey.

Iolite Technologies Bangalore, India

ML ENGINEER INTERN

Built an intelligent Admission Analytics dashboard improving decision efficiency by ~30% with predictive insights. Developed a fully autonomous marks verification system using Mistral OCR3 + GPT-4, eliminating manual verification and reducing processing time by ~60%.

Oct, 25 - Present

HSBC Data Processing Centre Bangalore, India

DATA ANALYST INTERN

Worked with the Global COE Team to build ML models to optimise prediction of HSBC stock prices. Delivered a model with RMSE of 0.4 to support informed buy/sell decisions, improving financial outcomes.

Jan, 23 - May, 23

Tata Consultancy Services Bangalore, India

ASSISTANT SYSTEM ENGINEER (ML)

Reduced user errors in purchase orders by 30% using a Recommendation Engine and error pattern analysis. Assisted in designing a data pipeline architecture that scaled a new product to 100,000 daily active users.

July, 19 - Aug, 20

Years Experience

30%

Process Efficiency Boost

2015 – 2019

B.Tech, Computer Science Eng.

Christ University, Bangalore

2021 – 2023

MSc, Data Science

Christ University, Bangalore

2025 – 2027 (Ongoing)

MSc, AI and ML

Christ University, Bangalore

Diversified past experiences throughout MNCs & startups...

Personal Projects

SOME OF MY DATA SCIENCE PROJECTS

My expertise spans simulations, Graph AI fraud network systems, Generative AI models, and real-time analytical dashboards. Explore the systems below!

Primary domains of work

With a B.Tech in CSE and research in AI/ML, I focus on building production-ready architectures, statistical modeling, and robust API layers. Check my projects!

Data Scientist & CSE Engineer

Combining theoretical machine learning algorithms with practical backend engineering and API deployment.
Simulation & Graph AI Expert

Specialized in modeling game logic (Monte Carlo) and advanced Graph Attention Networks (GAT) for fraud detection.
Real-Time Fraud Intelligence

Focused on detecting botnets, collusion rings, and multi-account abuse with millisecond latencies.

PlayerPulse

Gaming analytics platform with a Monte Carlo slot engine processing 1M+ spins in <2s, optimizing RTP/volatility, and predicting player churn with XGBoost (68.5% accuracy).

SentinelX Graph AI

Fraud intelligence engine using Graph Attention Networks, PageRank, and Louvain community detection to detect botnets and collusion with 98% F1-score and 0.5ms latency.

Smart Recipe Assistant

AI-powered cooking companion that provides personalized recipe recommendations, step-by-step guidance, and ingredient substitutions using LLMs.

Decider-AI

Intelligent decision-making engine leveraging advanced reinforcement learning and multi-agent systems to simulate and solve complex strategic scenarios in real-time.

Student Query Classifier

Custom NLP text classification pipeline built to categorize student academic inquiries with high accuracy, optimizing response routing for educational helpdesks.

Movie Recommendation System

Collaborative and content-based recommendation system that analyzes user preferences and movie metadata to deliver highly personalized movie suggestions.

Earthquake Prediction System

Machine learning system that analyzes seismic data, historical earthquake occurrences, and geographical features to predict earthquake magnitudes and locations.

PlayerPulse

Gaming analytics platform with a Monte Carlo slot simulation engine, and player churn predictions with XGBoost.

SentinelX Graph AI

Fraud detection engine using Graph Attention Networks to identify transaction collusion rings and bots.

Smart Recipe Assistant

AI-powered cooking companion that provides personalized recipe recommendations, step-by-step guidance, and ingredient substitutions using LLMs.

Decider-AI

Intelligent decision-making engine leveraging advanced reinforcement learning and multi-agent systems to simulate and solve complex strategic scenarios in real-time.

Student Query Classifier

Custom NLP text classification pipeline built to categorize student academic inquiries with high accuracy, optimizing response routing for educational helpdesks.

Movie Recommendation System

Collaborative and content-based recommendation system that analyzes user preferences and movie metadata to deliver highly personalized movie suggestions.

Earthquake Prediction System

Machine learning system that analyzes seismic data, historical earthquake occurrences, and geographical features to predict earthquake magnitudes and locations.

What My Colleagues & Leads Say

PROFESSIONAL REFERENCES & ENDORSEMENTS

Recommendations highlighting technical versatility, GNN applications, simulation modeling, and business impact.

“Anurag is an exceptional ML Engineer. During his internship, he built an intelligent admission dashboard and automated marks verification using Mistral OCR and GPT-4, saving hundreds of hours and improving accuracy by 60%.”