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ashishpatel26/README.md

Ashish Patel

AI Engineer · Open Source Builder · Author · Technical Content Creator

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🚀 "I build production-grade AI systems and share the journey — turning 12+ years of ML research into open-source resources that 86k+ developers learn from."

👋 Who I Am

I'm Ashish Patel — an AI Engineer and Senior Principal Architect (AI/ML & DS) with 12.5+ years of specialized AI/ML experience and 14.5+ years building enterprise-grade, scalable systems.

I architect Agentic AI workflows, MCP server enterprise architectures, and GenAI/LLMOps platforms in production across AWS, Azure, GCP & OCI. Beyond shipping enterprise systems, I'm an open-source maintainer whose curated AI/ML resources have earned 86k+ stars and a community of 11k+ followers.

I also write — as the author of Hands-on Time Series Analytics with Python, a 22+ times published researcher (IEEE, Springer, Taylor & Francis), and a reviewer of 25+ technical books for Packt, Manning & Springer Nature.

⚡ At a Glance

name:        Ashish Patel
role:        Sr. Principal Architect (AI/ML)
company:     Oracle
focus:       Agentic AI · GenAI · LLMOps
experience:  12.5+ yrs in AI/ML
stars:       86,000+
followers:   11,000+
papers:      22+ published
book:        Time Series w/ Python
clouds:      AWS · Azure · GCP · OCI
learning:    Quantum ML

🔭 Currently Building & Learning

🛠️ Building

  • 🤖 Agentic AI workflows for enterprise automation
  • 🔌 MCP server architectures for cloud-native LLM tooling
  • ☁️ OCI GenAI services & multi-agent RAG pipelines
  • 📦 Open-source AI Agents project collections (500+)

🌱 Learning & Exploring

  • ⚛️ Quantum Machine Learning (IBM & Qubit×Qubit certified)
  • 🧠 AI Agent Orchestration & reasoning patterns
  • 🔬 RLHF / DPO / GRPO fine-tuning at scale
  • 📈 Cost-aware inference routing & model distillation

🧰 Tech Stack

python    aws    docker    kubernetes

🧠 Languages & Core python r bash anaconda git linux
🤖 AI / ML / DL pytorch tensorflow sklearn opencv
☁️ Cloud · MLOps aws azure gcp docker kubernetes fastapi flask
🗄️ Data · Streaming postgres mongodb kafka redis

🧬 GenAI · LLMs · Agents · Vector DBs

Hugging Face LangChain LlamaIndex OpenAI Anthropic CrewAI AutoGen MLflow FAISS Pinecone Weaviate

🌍 Open Source Contributions

🤝 Merged Contributions to Other Open Source Projects

Pull requests authored & merged into community projects — bug fixes, features, docs & visual assets. Reach: 850k+ ⭐ across these repos.

🔗 Repository ⭐ 🛠️ What I Contributed (Merged)
kubernetes/kubernetes 124k PR #139876 — apiserver/pod: preserve DRA status fields when old clients clear them via pods/status.
openclaw/openclaw 378k PR #92604 — Fixed /status & TUI context-percent display: stale cumulative session totals no longer inflate Context %; legacy sessions with unknown freshness still render correctly. Rated 🐚 platinum hermit.
vllm-project/vllm 87.3k PR #43984 — [Bugfix][Tool Parser] Handle non-finite numbers in coerce_to_schema_type.
headroomlabs-ai/headroom 62.7k PR #1740 — fix(router): stop protecting passing build/test output as error traces.
NousResearch/hermes-agent 192k Merged contributions (squash-merged, authorship preserved in latest releases) — security hardening (shell-escape denylist, fail-closed approval), CLI launchd restart fix, agent crash-loop & config-migration fixes, incl. PR #40405 (output-token parse for OpenRouter; empty-stream guard; cron-session prefix).
python/typing 1.9k PR #2311 — docs: remove broken LiteralString overloads example.
2FastLabs/agent-squad 7.6k PR #332 — Added an animated architecture diagram to the multi-agent orchestration framework docs.
fmind/mlops-python-package 1.4k PR #32 — Contributed a MLOps workflow mindmap to the project template.
callmesora/llmops-python-package 898 PR #5 — Contributed a LLMOps workflow mindmap to the package docs.
Abonia1/CheatSheet-LLM 243 PR #1 — Improved the LLM cheat-sheet README.
PacktPublishing/Hyperparameter-Tuning-with-Python 190 PR #5 — Added notebooks in table format to the official Packt book repo.
moejoe95/MoCapsNet 10 PR #3 — Added requirements.txt for reproducible setup of the Momentum Capsule Networks paper code.

🔍 PRs authored by @ashishpatel26 and merged into repositories maintained by others.

📌 Featured Projects

500 AI ML Projects 500 AI Agents Projects Tools to Visualize NN Andrew NG Notes LLM Finetuning Treasure of Transformers

📊 GitHub Metrics & Stats Dashboard

GitHub Streak

profile summary repos per language productive time

Activity Graph

🐍 Watch My Contributions Get Eaten

github contribution snake animation

🎙️ Content & Community

✍️ Author & Writer

📖 Hands-on Time Series Analytics with Python
🔬 22+ papers — Google Scholar · ORCID
📚 Reviewer of 25+ technical books
✏️ Blogs on Medium & LinkedIn

🎤 Speaker & Mentor

🗣️ Speaker — AWS Community Day AI/ML 2023
🗣️ Speaker — Google Developer Groups 2023
👨‍🏫 Mentored 65+ students & engineers
🧑‍🔬 Collaborator in keras & tensorflow

🏅 Recognition

⭐ GitHub Star Club Member
🏆 3× Kaggle Kernel Winner
⚛️ IBM Quantum Challenge (Advanced)
☁️ Google Cloud GenAI Certified

LinkedIn Medium Kaggle

Quote

Thanks for visiting — let's build the future of AI, together.

⭐️ If you find my work useful, consider following or starring a repo.

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  1. 500-AI-Agents-Projects 500-AI-Agents-Projects Public

    The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation…

    Python 35.5k 6.3k

  2. 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code Public

    500 AI Machine learning Deep learning Computer vision NLP Projects with code

    35.8k 7.4k

  3. LLM-Finetuning LLM-Finetuning Public

    LLM Finetuning with peft

    Jupyter Notebook 3k 768

  4. Tools-to-Design-or-Visualize-Architecture-of-Neural-Network Tools-to-Design-or-Visualize-Architecture-of-Neural-Network Public

    Tools to Design or Visualize Architecture of Neural Network

    5.4k 650

  5. Andrew-NG-Notes Andrew-NG-Notes Public

    This is Andrew NG Coursera Handwritten Notes.

    Jupyter Notebook 3.8k 1.3k

  6. Treasure-of-Transformers Treasure-of-Transformers Public

    💁 Awesome Treasure of Transformers Models for Natural Language processing contains papers, videos, blogs, official repo along with colab Notebooks. 🛫☑️

    Jupyter Notebook 1.2k 237