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💭
Great Results Require Greater Ambition 🚀
💭
Great Results Require Greater Ambition 🚀
  • Toronto

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niravpatidar37/README.md

Hello Hello
Nirav Patel

AI Engineer ⚙️ | Production GenAI 🧠 | RAG Architectures • Agentic Workflows 🚀

🔭 I build systems that are measurable, debuggable, and resilient under real traffic.



💫 About Me

  • 🏗️ Focus: Production-grade GenAI (RAG, agents, evals, observability)
  • 🔍 Currently: Retrieval tuning (chunking, re-ranking, hybrid search) + workflow orchestration
  • 🤝 Open to: OSS in vector search, LLM tooling, eval frameworks, agent runtimes
  • 💬 Happy to chat: embeddings, RAG design, deployment, CI/CD, cost/latency tradeoffs
  • ⚡ Principle: Clean abstractions > fancy demos

I optimize for: measurable quality, predictable latency, and operational simplicity.


💻 Tech Stack

Python AWS Azure Google Cloud Anaconda nVIDIA Django DjangoREST Elasticsearch FastAPI Flask NPM NestJS Next JS NodeJS OpenCV Gunicorn Jenkins AmazonDynamoDB MongoDB MySQL Postgres SQLite Keras Matplotlib mlflow TensorFlow NumPy Pandas Plotly PyTorch scikit-learn Scipy GitHub Actions Playwright Postman


🐍 My Contributions 🐍

github contribution grid snake animation


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  1. AI-Task-Architect AI-Task-Architect Public template

    Generates structured n8n workflow JSON from text prompts using GPT-4o, orchestrated via a NestJS Gateway and FastAPI AI Engine.

    Python

  2. ML-Algorithms ML-Algorithms Public

    18 core ML algorithms explained from scratch + scikit-learn — intuition, math, and runnable Colab notebooks.

    Jupyter Notebook 1

  3. mood-playlist-agent mood-playlist-agent Public

    AI agent that generates personalized playlists based on mood, weather, and listening history

    Python 1

  4. eeg-depression-screening eeg-depression-screening Public

    End-to-end EEG depression vs healthy classification pipeline: preprocessing + EDA + DecisionTree feature importance + Hybrid CNN–LSTM training with early stopping, LR scheduling, and MLflow experim…