Computer Science Student • ML Engineer • Backend Developer • DSA Enthusiast
I'm a passionate software engineer specializing in Machine Learning, Backend Development, and Data Structures & Algorithms. I build end-to-end systems that solve real-world problems using cutting-edge AI and robust software architecture.
class VanshTyagi:
def __init__(self):
self.location = "India 🇮🇳"
self.role = "Software Engineer"
self.specialization = ["Machine Learning", "Backend Development", "DSA"]
self.current_focus = ["Java DSA", "ML Engineering", "Android Development", "Cloud Systems"]
def get_passion(self):
return "Building intelligent systems that make a difference"
End-to-end LLM system for automated insurance/legal document decisions
- 🧠 Tech Stack: Python, Google Gemini API, Sentence Transformers, PyPDF2
- ⚡ Key Features: Natural language queries, semantic search, automated decision making
- 🎯 Impact: Processes complex documents and generates structured JSON decisions in seconds
- 🔥 Architecture: PDF ingestion → Chunk processing → Semantic retrieval → LLM reasoning
# Live Demo
python src/main.py "46-year-old male, knee surgery in Pune, 3-month policy"Complete ML pipeline predicting employee productivity with Flask web interface
- 🧠 Tech Stack: Python, scikit-learn, XGBoost, Flask, Pandas
- ⚡ Models Deployed: Linear Regression, Random Forest, XGBoost (R² ≈ 0.46)
- 🎯 Impact: Helps businesses identify performance trends and optimize resource allocation
- 🌐 Features: Real-time predictions via web interface, comprehensive EDA, model comparison
# Model Performance
Random Forest: R² = 0.46 (Best)
XGBoost: R² = 0.42
Linear Regression: R² = 0.38| DSA + SQL Mix | Growing Daily
Data Structures & Algorithms ████████████████░░░ 80%
Database & SQL Queries ████░░░░░░░░░░░░░░░ 20%
- Advanced DSA: Trees, Graphs, Dynamic Programming
- System Design: Scalable architecture patterns
- Android Development: Native Kotlin applications
- Cloud Computing: AWS/GCP fundamentals
- Database Systems: Advanced SQL optimization
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🎯 "Code is poetry written for machines, read by humans"
✨ Clean Code 📊 Data-Driven Decisions 🚀 Scalable Solutions
⚡ Fast Execution 🧪 Test-First Development 🔒 Security-First Mindset
Building systems that don't just work, but work intelligently, scale effortlessly, and solve problems that matter.