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HamzaShaikh17/README.md

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๐Ÿง  About Me

class HamzaShaikh:
    role       = "AI Engineer | LLM Systems Architect"
    location   = "Ahmedabad, Gujarat, India ๐Ÿ‡ฎ๐Ÿ‡ณ"
    experience = "6+ years"

    focus = [
        "Production-grade LLM deployments",
        "AI Agents & Agentic Workflows",
        "Evaluation & Hallucination Mitigation",
        "Cost-optimized Inference Systems",
        "AI for Compliance & Regulated Workflows",
    ]

    current    = "Building AI products @ Stealth AI Startup"
    highlight  = "Built FinCrime AI Agents serving 200+ analysts โ†’ 3x efficiency"

    def say_hi(self):
        print("I don't just build models โ€” I ship systems that work in production.")

๐Ÿš€ Featured Projects

Project Description Stack Impact
๐Ÿ” FinCrime Agents Automated compliance analysis for financial crime detection AWS Bedrock, LangChain, FastAPI Served 200+ analysts, 3x workflow efficiency
๐Ÿ’ฌ ApexGPT AI-powered developer tool at ApexCharts LLMs, FastAPI, AWS 10k+ monthly users
๐ŸŽฎ DIVERGE Chat Module Sentiment-aware GenAI chat for gaming platform HuggingFace, GPU, FastAPI 10k+ MAU, 92% sentiment accuracy
๐Ÿงช Drug Synthesis Optimizer ML model to minimize iterative chemical synthesis Python, ML, Data Pipelines 15-20% waste reduction, 3-4 fewer iterations

๐Ÿ› ๏ธ Tech Stack

๐Ÿค– AI / ML

Python TensorFlow PyTorch HuggingFace LangChain

โ˜๏ธ Cloud & Infrastructure

AWS AWS Bedrock AWS Lambda Docker

โšก Backend & APIs

FastAPI MongoDB Git


๐Ÿ“Š GitHub Stats


๐Ÿ† Career Highlights

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                      IMPACT AT A GLANCE                         โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  ๐Ÿ’ธ 50% infra cost cut   โ”‚  ComplyStream โ€” AWS Bedrock refactor โ”‚
โ”‚  โšก 3x analyst efficiencyโ”‚  FinCrime AI Agents deployment       โ”‚
โ”‚  ๐ŸŽฏ 40% accuracy boost   โ”‚  LLM fine-tuning on 10k+ examples   โ”‚
โ”‚  ๐Ÿ”’ 60% hallucination โ†“  โ”‚  Eval pipelines + prompt versioning  โ”‚
โ”‚  ๐Ÿš€ 99.9% API uptime     โ”‚  FastAPI production services         โ”‚
โ”‚  ๐Ÿ‘ฅ 10k+ monthly users   โ”‚  ApexGPT + DIVERGE gaming platform   โ”‚
โ”‚  ๐Ÿงช 3-4 fewer iterations โ”‚  Drug synthesis route optimization   โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿ’ผ Experience Timeline

2026 โ†’ Present  ๐Ÿฅท AI Product Builder @ Stealth AI Startup
2024 โ†’ 2026     ๐Ÿฆ Founding AI Engineer @ ComplyStream
2023 โ†’ 2024     ๐ŸŽฎ AI Engineer @ DIVERGE (Dubai)
2022 โ†’ 2024     ๐Ÿ”ฌ Freelance Data Scientist
2022            ๐Ÿ“ฆ Data Scientist @ NetworthCorp
2020 โ†’ 2021     ๐Ÿค– AI Engineer @ O2H Technology
2016 โ†’ 2020     ๐ŸŽ“ B.E. Computer Engineering @ Gujarat Technological University

๐Ÿ“ˆ Contribution Graph


๐ŸŽฏ What I'm Working On

  • ๐Ÿ”ญ Building next-gen AI products at a stealth startup
  • ๐Ÿง  Deepening expertise in Agentic AI and multi-agent orchestration
  • ๐Ÿ“ Exploring LLM evaluation frameworks and RAG optimization
  • ๐Ÿ’ก Open to collaborating on impactful AI projects

๐Ÿ’ฌ Let's Connect

I'm particularly interested in roles where AI systems directly support automation, compliance, decision-making, or high-impact operational workflows.

LinkedIn Email

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