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SakshamKapoor2911/README.md

Hi, I'm Saksham ๐Ÿ‘‹

๐ŸŽ“ About Me

I'm a Computer Science and Machine Learning student at the University of Maryland, passionate about architecting and building intelligent, scalable systems. I'm driven by the challenge of solving complex, real-world problems with code, which I explore through my projects in AI, distributed systems, and performance optimization. As the Vice President of BigThink AI, I also enjoy leading workshops and sharing my knowledge with the tech community. I'm also engaged in several concurrent research projects in Computer Vision, MultiModal ASR + Sentiment Analysis, and Circuit Stability + Mechanistic Interpretability. Stay posted for updates!

Note: These repositories represent academic research and experimental prototypes exploring the limits of distributed systems and AI. They are not active commercial products.

๐Ÿ› ๏ธ What I'm Working On

  • Building Resilient AI Systems: Exploring fault-tolerant, high-throughput architectures using microservices, Go, Kubernetes, and distributed consensus algorithms.
  • Developing Advanced AI Agents: Creating multi-agent systems and autonomous research agents that leverage Retrieval-Augmented Generation (RAG) for dynamic, fact-based reasoning.
  • Engineering High-Throughput ML: Researching graph-aware anomaly detection approaches and exploring optimizations in time-series analysis and machine learning inference.

๐Ÿงฉ AI + X across Multiple Verticals

I explore applying AI to solve problems across various domains. My work spans the entire stackโ€”from system-level optimization to immersive 3D UXโ€”across these distinct research areas:

๐Ÿข Vertical / Domain ๐Ÿš€ Research Focus ๐Ÿ› ๏ธ Tech Stack
๐Ÿฅ Healthcare Medical diagnostics & microservice architectures Go, K8s, LangGraph
๐Ÿ’ณ FinTech & Markets Predictive modeling & sentiment analysis XGBoost, FinBert, Next.js
๐Ÿšš Supply Chain Event-driven logistics & inventory tracking Java Spring, SQS, DynamoDB
๐Ÿ›ก๏ธ Security & Infosec GAN-based detection & DevSecOps tooling FastAPI, TensorFlow, GKE
๐ŸŽ™๏ธ Audio & Speech Speaker diarization & sentiment extraction WhisperX, Python, Signal Proc.
๐Ÿงช Multi-Agent Systems Swarm intelligence & reasoning orchestration Consensus Algos, GRPO
๐ŸŽฎ Immersive & Gaming Real-time metaverse & 3D visualization Three.js, WebSockets, React Native
๐ŸŽ“ EdTech AI-driven pedagogy & remediation React, LLM APIs, Java
๐Ÿ› ๏ธ DevTools & Ops Agent observability & code review automation C#, .NET, ClickHouse, OpenAI, Python
๐Ÿ›๏ธ E-Commerce Conversion optimization & UX research Next.js, Gemini 2.5, React
๐Ÿ”ฌ Deep Research Autonomous reasoning & Tree-of-Thoughts LangChain, Milvus, Python
๐Ÿง  Wellness & HCI Life orchestration & sentiment visualization Pgvector, Three.js, Transformers
๐Ÿ—ฃ๏ธ NLP & RAG Text-to-SQL agents & document synthesis Python, Jupyter, Mistral
๐Ÿ‘๏ธ Computer Vision Video segmentation & edge-based inference PyTorch, CUDA, SAM2
๐Ÿš€ Rapid Prototyping Experimental frameworks and MVPs Python, Selenium, Flask

๐Ÿš€ Featured Projects

Project Description Key Technologies
Research: Anomaly Detection Systems Exploring context-aware detection approaches for distributed systems. Investigating time-series metrics and graph topology methods for anomaly detection in production environments. Python, Polars, XGBoost, Graph Theory, Scikit-Learn
MedInsight: AI-Powered Medical Diagnostics A microservices platform with a Go API gateway and Python AI service, orchestrated on Google Kubernetes Engine (GKE). Designed a decoupled system using Google Pub/Sub for fault tolerance. Go, Python, GKE, Pub/Sub, Docker, Gemma 2
AuraFlow: Enterprise Supply Chain Intelligence A cloud-native, event-driven microservices system in Java (Spring Boot) on AWS. Implemented the Saga pattern with AWS SQS for data consistency across microservices. Java, Spring Boot, AWS, Microservices, SQS, DynamoDB
AzureDev Nexus: Intelligent Developer Ecosystem A platform in the .NET ecosystem, featuring an AI-powered code reviewer using Azure OpenAI and a real-time collaboration platform with SignalR. C#, .NET, Blazor, Azure OpenAI, SignalR
Connect Verse: Real-Time Social Metaverse A mobile-first, real-time social app with a Node.js backend managing concurrent WebSocket connections. Implemented a Redis caching layer to reduce database load. React Native, Node.js, WebSocket, Redis, PostgreSQL
Multi-Agent Pet Store on AWS A multi-agent system using AWS Bedrock Agents. Designed a text-to-SQL pipeline with a self-correcting agent loop for natural language database interaction. AWS Bedrock, Lambda, OpenSearch, RDS
LLM Fine-Tuning with GRPO Fine-tuned Microsoft's Phi 14B model for mathematical reasoning on the GSM8K dataset. Implemented the GRPO algorithm with custom reward functions to improve complex reasoning. PyTorch, TRL, Unsloth, Hugging Face

โœจ Experimental Projects

Project Description Key Technologies
DreamWeft An experimental tool for visualizing abstract concepts through generative art and ambient computing. Next.js, TypeScript, GLSL Shaders, Framer Motion, Tailwind
Tempo A time and energy management dashboard designed to provide a holistic view of personal productivity. Next.js, TypeScript, Recharts, Framer Motion, Tailwind, shadcn/ui

๐Ÿ“ซ Let's Connect

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