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Opty0602/README.md

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Hi there! ๐Ÿ‘‹ I'm Piyush Nankani

๐Ÿš€ About Me

๐ŸŽ“ Recent Graduate: I completed my B.Tech in Computer Science with a specialization in Artificial Intelligence and Machine Learning from Gyan Ganga Institute of Technology and Sciences, scoring a CGPA of 8.95.

๐Ÿ’ก I'm a passionate tech enthusiast who thrives on building innovative solutions using Deep Learning frameworks and AI. With a strong academic foundation, I've gained hands-on experience through diverse projects in AI, Computer Vision, and Reinforcement Learning.

I am currently working as GenAI developer @ TCS, where i am responsible for building Llm pipelines for reliable solutions and managing a team of fresher group of genAI developers.

๐Ÿ”ง Tech Stack

Programming Languages

  • Python
  • C++
  • SQL (Intermediate)

Frameworks and Libraries

  • TensorFlow, Keras, PyTorch
  • NumPy, Pandas, OpenCV, FAISS
  • Stable baselines3, langChain_community
  • Google ADK, Langgraph

Tools

  • Jupyter Notebook
  • VS Code
  • GitHub
  • Docker
  • Flutter

๐Ÿ› ๏ธ Projects

  • Autonomous Self-Healing RAG: Developed a multi-agent "Manager-Worker" architecture that uses iterative validation loops to dynamically expand semantic search scope (+2 results per cycle) when confidence thresholds aren't met, ensuring high-accuracy incident resolution.
  • Governed Text-to-SQL & HILT: Engineered a secure analytics pipeline that generates SQL from metadata onlyโ€”keeping raw data out of the LLM contextโ€”integrated with Human-in-the-Loop (HILT) guardrails for final solution validation and automated knowledge-base generation.
  • Developed an AI model to compose original melodies using LSTMs and GRUs.
  • Explored innovative architectures to refine music generation with TensorFlow and the music21 library.
  • Built an automated trading agent leveraging DRL models like PPO, SAC, and TD3.
  • Validated performance using historical data from Yahoo Finance, outperforming human traders.
  • Utilized VGG16 and VGG19 for state-of-the-art texture synthesis through transfer learning.
  • Achieved high-quality textures with benchmarks, confirming VGG-based architecture efficacy.
  • Conducted a comparative study using models like Dlib, Haar Cascade, and MediaPipe.
  • Evaluated accuracy, speed, and robustness across datasets for real-world applications.
  • Built a QnA Rag agent which is trained on userspecific documents and provides answer to the context.
  • It uses ensamble retrival mechanism along with globally recognised vectore store and embedder.

๐Ÿ“œ Certifications

  • Deep Learning: NPTEL - IIT Ropar(GLOBAL CERTIFICATE, Score:84%)
  • Reinforcement Learning: NPTEL - IIT Madras (GLOBAL CERTIFICATE, Score:67%)
  • Python: Cisco Network Academy
  • Advanced C++: Cisco Network Academy
  • AWS Cloud Foundations: AWS Academy
  • Building RAG Agents with LLM: NVIDIA
  • Multiple google cloud certifications on GenAi and VertexAI, can be found in my LinkedIn

๐Ÿ“Š GitHub Stats

Piyush's GitHub Stats
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๐ŸŒŒ Motto

"Dream big, code bigger, and leave a legacy to inspire!"

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