Skip to content
View Akshat050's full-sized avatar

Block or report Akshat050

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
Akshat050/README.md

Hey, I'm Akshat Bhatt 👋

Typing SVG

📍 Vancouver, BC, Canada | 💼 Open to ML Engineering Opportunities

LinkedIn Email Certifications

Profile Views


🚀 About Me

Machine Learning Engineer specializing in LLM-based systems, RAG architectures, and production AI deployment.

Recent MS graduate with hands-on experience building production-grade ML systems for industry partners.

What I Build:

  • 🤖 LLM Systems & RAG Architectures - Document intelligence, semantic search, context-grounded generation
  • Production ML Deployment - FastAPI, Docker, cloud services with <2s latency
  • 🛡️ Reliable AI Systems - Output validation, hallucination detection, evaluation frameworks
  • 💻 Full-Stack ML - End-to-end systems from data pipelines to user interfaces

My Results:

  • 3 industry partner projects delivered to production
  • 82-85% accuracy on real-world validation
  • <2s latency optimization across systems
  • 40% hallucination reduction through systematic engineering
  • Google Cloud Certified in ML and GenAI

🏆 Certifications & Credentials

Google Cloud Platform - Machine Learning & AI

Google Cloud

🤖 AI & Machine Learning

  • ✅ Introduction to Generative AI (2024)
  • ✅ Level 3: GenAIus Chats (2024)
  • ✅ Engineer Data for Predictive Modeling with BigQuery ML
  • ✅ Use Machine Learning APIs on Google Cloud
  • ✅ Explore ML Models with Explainable AI
  • ✅ Prepare Data for ML APIs on Google Cloud

☁️ Cloud Infrastructure & Deployment

  • ✅ Deploy Kubernetes Applications on Google Cloud
  • ✅ Build a Secure Google Cloud Network
  • ✅ Set Up a Google Cloud Network
  • ✅ Develop Your Google Cloud Network
  • ✅ Implementing Cloud Load Balancing for Compute Engine
  • ✅ Derive Insights from BigQuery Data

📜 View All Certifications: Credly Profile


💼 ML Engineering Experience

🎓 Graduate ML Projects with Industry Partners

Northeastern University

Built production-grade ML systems for real organizations as part of graduate program.
All systems delivered to production and validated by partner stakeholders.

📊 Enterprise Document Intelligence

Industry Partner: Series A AI Startup

Challenge:
Enable enterprise customers to query 10K+ internal documents efficiently with high accuracy.

My Solution:

  • Designed complete RAG pipeline: ingestion → chunking → embedding → retrieval → generation
  • Built FastAPI backend with async patterns and Pydantic models
  • Implemented hallucination detection and output validation
  • Deployed containerized system with Docker
  • Integrated Pinecone vector database and PostgreSQL

Results:

  • 82% answer accuracy (validated through user testing)
  • <2s query latency at scale
  • 40% reduction in hallucinations through prompt engineering and validation
  • System deployed to production and serving real customers

Tech Stack:
Python · FastAPI · OpenAI GPT-4 · Pinecone · PostgreSQL · Docker · Pydantic

🏛️ Business Policy Navigation System

Research Partner: Small Business Advisory Firm

Challenge:
Help 100+ small businesses navigate complex regulatory requirements across jurisdictions.

My Solution:

  • Built semantic search infrastructure indexing 1,000+ policy documents
  • Implemented location-aware, business-type-specific retrieval
  • Created LLM-based summarization with plain-language explanations
  • Developed full-stack application (FastAPI + React)
  • Collaborated with domain experts to validate outputs

Results:

  • 85%+ retrieval relevance on test queries
  • <800ms average response time with Redis caching
  • Deployed to partner infrastructure
  • Validated by business advisors (similar to working with CPAs)

Tech Stack:
Python · FastAPI · OpenAI API · FAISS · React · PostgreSQL · Redis · Docker

🚀 ASCEND Employment Platform

Client: IECBC (Immigrant Employment Council of BC)

Challenge:
Build comprehensive data analytics platform for immigrant employment program operations.

My Role:

  • Developed serverless data processing pipeline (AWS SAM/Lambda)
  • Built Power BI dashboards for program analytics
  • Designed ETL workflows and data cleaning modules
  • Managed multi-language data processing
  • Collaborated in 5-person team

Results:

  • Production deployment to client infrastructure
  • Automated data workflows for program evaluation
  • Comprehensive analytics enabling data-driven decisions
  • Team collaboration delivering end-to-end solution

Tech Stack:
Python · AWS Lambda · AWS SAM · PostgreSQL · Power BI


💼 Prior Professional Experience

Software Developer

  • Built Python backend systems and ETL pipelines processing 50K+ daily records for 20+ client accounts
  • Designed data ingestion workflows reducing processing time by 60% through optimization
  • Developed and deployed 3 major production features serving 100+ users with 99.5% uptime
  • Automated 5 critical workflows eliminating 15+ hours/week of manual work
  • Collaborated with cross-functional teams (design, product, clients) in fast-paced environment

Software Developer Intern

  • Contributed to backend development for large-scale government data applications
  • Built data validation workflows and REST API integrations
  • Collaborated with teams to deliver production-ready components in regulated environment

🌟 Featured Personal Projects

🧠 CoachLens 2.0 - AI Learning Companion

Chrome Extension | AI-Powered | Privacy-First

Intelligent Chrome extension acting as a personal learning companion with real-time AI insights.

Key Features:

  • 🤖 AI-powered content analysis and insights
  • 📝 Smart note-taking with auto-summarization
  • 🎯 Focus timer with Pomodoro technique
  • 📊 Learning progress tracking
  • 🔖 Intelligent bookmarking system

Tech Stack: JavaScript · Chrome APIs · AI Integration

View Project Chrome Extension JavaScript


🔍 RepoForge - AI Code Intelligence

CLI Tool | TypeScript | Semantic Analysis

ML-driven code intelligence system that automatically analyzes JavaScript/TypeScript repositories.

Key Achievements:

  • 📊 Automatic framework detection (React, Next.js, Vue, Express, +11 more)
  • 🤖 Semantic code search with LLM-powered reasoning
  • 🔧 Modular plugin architecture for extensibility
  • 🎯 35% reduction in false positives through validation guardrails

Tech Stack: TypeScript · Node.js · OpenAI API · AST Parsing · Vector Search

View Project TypeScript NPM


✈️ VisaGuideAI - Intelligent Visa Assistant

Full-Stack RAG | <800ms Latency | Production-Grade

Route-aware visa assistant providing context-grounded recommendations with verified requirements.

Key Achievements:

  • 🎯 Complete RAG pipeline: Document ingestion → chunking → embedding → retrieval → generation
  • 73% latency improvement: Optimized from 3s to <800ms with Redis caching
  • 🛡️ Context-grounded responses with automatic citation tracking
  • 📊 85%+ answer quality maintained at scale through systematic evaluation

Tech Stack: FastAPI · React · PostgreSQL · Redis · ChromaDB · Gemini AI · Docker

View Project FastAPI React PostgreSQL


🛠️ Technical Expertise

Languages & Frameworks

ML & AI Stack

Specialized ML Skills:

  • 🧠 LLMs: OpenAI GPT-4 · Google Gemini · Anthropic Claude | Prompt Engineering · Fine-tuning · Inference Optimization
  • 🔍 RAG Systems: Vector DBs (Pinecone, ChromaDB, FAISS) | Semantic Search | Hybrid Retrieval | Document Processing
  • 🛡️ ML Reliability: Output Validation · Hallucination Detection · Evaluation Frameworks · Error Handling
  • 📊 ML Engineering: Feature Engineering · Model Deployment · A/B Testing · Performance Monitoring

Cloud & Infrastructure

Pinned Loading

  1. CapstoneProject-Ascend CapstoneProject-Ascend Public

    Python

  2. coachlens-2.0 coachlens-2.0 Public

    🧠 AI Learning Companion - Chrome Extension

    JavaScript

  3. llm-applied-ai-case-studies llm-applied-ai-case-studies Public

  4. repoforge repoforge Public

    TypeScript

  5. VisaGuideAI VisaGuideAI Public

    Route-aware visa assistant with verified requirements, context-grounded AI chat, and document completeness checks. Built with FastAPI, React, PostgreSQL, Redis, and Gemini.

    JavaScript