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@Siddhesh_16

Siddhesh Ratnaparkhi

@Siddhesh_16

Skill iconPython
Skill iconFlask
AI
Backend
Agent-based Modelling

Nagpur, India

Hey, I'm Siddhesh 👋

Python Developer · AI Engineer (in progress) · Tech Pragmatist
Nagpur, India · He/him

I turn messy ideas into clean, automated solutions — and occasionally into bugs that teach me humility.


🚀 What I'm Working On

  • Building AI-powered automation systems and chat-based co-pilots that go beyond toy prototypes.
  • Developing tools for data processing, model deployment, and workflow orchestration using Python.
  • Experimenting with Linux environments and optimizing dev setups for multi-OS workflows.

🧠 Skills & Stack

Languages: Python, Java
Core Expertise:

  • Machine Learning · Deep Learning · Data Pipelines
  • API Automation · Prompt Engineering · Agent Design
  • Deployment using Docker & FastAPI
  • Git · Linux (Ubuntu / Pop!_OS) · Windows 11

Libraries & Frameworks:
PyTorch · TensorFlow · Transformers · scikit-learn · pandas · NumPy · OpenCV · Flask · LangChain


💼 Professional Projects

AI Workflow Co-Pilot
A custom agent that automates workflow actions via chat.

  • Integrated API triggers, command routing, and context memory.
  • Deployed locally with FastAPI and persistent storage.
    Outcome: Reduced manual workflow steps by 60%.

Intelligent Vision System
Image recognition + annotation engine for classification tasks.

  • Used OpenCV + CNN for object tagging.
  • Implemented lightweight optimization for inference time.
    Outcome: Achieved sub-200ms predictions on mid-range hardware.

DataBridge ML Pipeline
Data preprocessing and automated feature extraction system.

  • Modular ETL pipeline built in Python.
  • Integration-ready with multiple model endpoints.
    Outcome: Improved dataset processing efficiency by 40%.

🧩 Ongoing Goals (2025–2027)

  • Ship at least two production-grade ML/AI systems end-to-end.
  • Master AI deployment pipelines — from training to monitoring.
  • Collaborate with teams on automation or ML infra projects.

💬 How I Work

  • I prefer code that’s understandable in 6 months, not just impressive today.
  • I value direct feedback — no sugar, just solid reasoning.
  • I optimize for impact, not just syntax prettiness.

😄 Dev Humor (because debugging needs therapy)

  • “Python: where indentation isn’t a suggestion, it’s a lifestyle.”
  • “My code works… until I show someone.”
  • “99 little bugs in the code, 99 bugs in the code,
    take one down, patch it around, 127 bugs in the code.”
  • “Commit messages are just therapy sessions in disguise.”

⚙️ Quick Snapshot

CategoryHighlight
SpecialtiesAI Development, Automation, ML Systems
Learning FocusModel Deployment, Prompt Optimization
Work StylePragmatic, Fast, Feedback-driven
Favorite Debug RitualCoffee → Breakpoint → Existential Reflection

📫 Let’s Connect

If you’re working on AI tools, automation frameworks, or open-source ML systems — I’d love to collaborate.

Just don’t ask me to fix your VS Code settings. That phase of my life is over.