AI-For-DevOps

<div align="center"> # 🚀 AI For DevOps — 21-Day Hands-on eBook **Become an AI-Ready DevOps Engineer with Production Projects in Just 21 Days** <table align="center" border="0" style="border-collapse: collapse; max-width: 650px;"> <tr> <td align="center" style="padding: 6px;"> <a href="https://topmate.io/sahana_ghosh/2314836"> <img src="images/AI%20for%20DevOps%20-%20promo.png" alt="AI for DevOps Promo" width="300"> </a> </td> <td align="center" style="padding: 6px;"> <a href="https://topmate.io/sahana_ghosh/2314836"> <img src="images/weekly.png" alt="Weekly Breakdown" width="300"> </a> </td> </tr> <tr> <td align="center" style="padding: 6px;"> <a href="https://topmate.io/sahana_ghosh/2314836"> <img src="images/interview.png" alt="Interview Questions and Visuals" width="300"> </a> </td> <td align="center" style="padding: 6px;"> <a href="https://topmate.io/sahana_ghosh/2314836"> <img src="images/projects.png" alt="3 Real Project Builds" width="300"> </a> </td> </tr> </table> <p align="center"> <a href="https://topmate.io/sahana_ghosh/2314836"> <img src="https://img.shields.io/badge/DOWNLOAD%20eBook%20NOW-007ACC?style=for-the-badge&logoColor=white&labelColor=007ACC" alt="Buy Now" height="38"> </a> </p> > 🎁 **Special Launch Offer:** Use coupon code **`FIRST25`** at checkout for a surprise discount *(Limited to the first 25 buyers only!)* </div> ### 📘 What’s Inside the eBook: * 🗺️ **21-Day Structured Course** — Complete visual learning with a system flow diagram for every single concept. * 🛠️ **3 Real Production Builds** — Hands-on implementation: LLM Assistant → RAG Engine → Autonomous Self-Healing Agents. * 💬 **100 System Interview Q&As** — Senior design solutions paired with visual architecture diagrams so concepts stick. * 🔐 **Production Codebase** — Ready-to-deploy Docker setups, LangGraph patterns, and enterprise guardrails. <div align="center"> 👉 **[Click here to grab your copy on Topmate](https://topmate.io/sahana_ghosh/2314836)** </div> --- <a href="https://github.com/saghosh8/AI-For-DevOps"> <img src="https://img.shields.io/github/stars/saghosh8/AI-For-DevOps?style=for-the-badge&logo=github&label=STAR" /> <a href="https://github.com/saghosh8/AI-For-DevOps/fork"> <img src="https://img.shields.io/github/forks/saghosh8/AI-For-DevOps?style=for-the-badge&logo=github&label=FORK" /> </a> <a href="https://github.com/saghosh8/AI-For-DevOps/discussions/3"> <img src="https://img.shields.io/badge/💬%20HAVE%20A%20QUERY%3F-6366f1?style=for-the-badge&logo=github&logoColor=white" /> </a> This is a **21-day AI & GenAI learning journey specially designed for DevOps Engineers**, focusing on practical concepts and real-world applications. The course covers **LLMs, GenAI, AI-powered DevOps, automation, and hands-on use cases** to help DevOps engineers integrate AI into their daily workflows. # 🟦 Week 1 — LLM & GenAI Foundations | Day | Topic | Key Concepts | Learning Material | | --------- | ---------------------------- | ------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Day 1** | 🤖 **AI, ML & GenAI Basics** | AI vs ML vs Deep Learning · Generative AI · LLMs · Training vs Inference · LLM Limitations | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%201%20%E2%80%94%20AI%20ML%20GenAI%20Basics.md"><img src="https://img.shields.io/badge/READ%20DAY%201-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 2** | 🧠 **How LLMs Work** | Tokens · Context Window · Transformer Basics · Attention · Model Parameters · Temperature | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%202%20%E2%80%94%20How%20LLMs%20Work.md"><img src="https://img.shields.io/badge/READ%20DAY%202-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 3** | ✍️ **Prompt Engineering** | System/User Prompts · Few-Shot Prompting · Prompt Templates · Structured Output · Prompt Chaining · Prompt Security | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%203%20%E2%80%94%20Prompt%20Engineering.md"><img src="https://img.shields.io/badge/READ%20DAY%203-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 4** | 🤖 **LLM APIs** | API Basics · Authentication · API Requests · Parameters · Response Handling · Error Handling | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%204%20%E2%80%94%20LLM%20APIs.md"><img src="https://img.shields.io/badge/READ%20DAY%204-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 5** | 🤖 **Provider-Agnostic Integration Basics** | Common interface across providers · Abstracting SDK differences · Config-driven provider switching · Normalizing request/response formats · Fallback between providers · Vendor lock-in risks | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%205%20%E2%80%94%20Provider%20Agnostic%20Integration%20Basics.md"><img src="https://img.shields.io/badge/READ%20DAY%205-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 6** | 🤖 **AI Application Architecture** | LLM application architecture · Context management · Memory · Tools · APIs · Guardrails | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%206%20%E2%80%94%20AI%20Application%20Architecture.md"><img src="https://img.shields.io/badge/READ%20DAY%206-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 7** | 🚀 **Mini Project — AI DevOps Assistant** | Build a simple AI DevOps Assistant · Accept a DevOps question · Generate a structured answer | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%201%20%E2%80%94%20LLM%20%26%20GenAI%20Foundations/Day%207%20%E2%80%94%20Mini%20Project.md"><img src="https://img.shields.io/badge/READ%20DAY%207-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | # 🟩 Week 2 — RAG | Day | Topic | Key Concepts | Learning Material | | ---------- | ---------------------------- | ------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Day 8** | 🔎 **RAG Fundamentals** | RAG · Why RAG · RAG vs LLM · RAG vs Fine-tuning · RAG Architecture | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2008%20%E2%80%94%20RAG%20Fundamentals.md"><img src="https://img.shields.io/badge/READ%20DAY%208-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 9** | 📄 **Documents & Ingestion** | Document Loaders · Markdown · YAML · JSON · PDFs · Data Cleaning · Metadata | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2009%20%E2%80%94%20Documents%20%26%20Ingestion.md"><img src="https://img.shields.io/badge/READ%20DAY%209-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 10** | 🧩 **Chunking & Embeddings** | Chunking · Chunk Size · Chunk Overlap · Embeddings · Embedding Dimensions · Semantic Similarity · Cosine Similarity | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2010%20%E2%80%94%20Chunking%20%26%20Embeddings.md"><img src="https://img.shields.io/badge/READ%20DAY%2010-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 11** | 🗄️ **Vector Databases** | Vector Databases · FAISS · Chroma · pgvector · Indexing · Metadata Filtering | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2011%20%E2%80%94%20Vector%20Databases.md"><img src="https://img.shields.io/badge/READ%20DAY%2011-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 12** | 🎯 **Retrieval** | Top-K · Similarity Search · Keyword vs Semantic Search · Hybrid Search · Reranking · Retrieval Quality | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2012%20%E2%80%94%20Retrieval.md"><img src="https://img.shields.io/badge/READ%20DAY%2012-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 13** | 🛠️ **Building RAG** | Python · Ollama · Sentence Transformers · FAISS · Retriever · Prompt Construction · Context Injection | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2013%20%E2%80%94%20Building%20RAG.md"><img src="https://img.shields.io/badge/READ%20DAY%2013-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 14** | 🤖 **RAG Project** | DevOps Release Assistant · GitHub · YAML · PRs · Commits · Docs · Embeddings · FAISS · Retriever · Ollama | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%202%20%E2%80%94%20RAG/Day%2014%20%E2%80%94%20RAG%20Project.md"><img src="https://img.shields.io/badge/READ%20DAY%2014-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | # 🟨 Week 3 — Agents, Security & Production | Day | Topic | Key Concepts | Learning Material | | ---------- | ----------------------------------- | ------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Day 15** | 🤖 **AI Agents** | AI Agents · Agent vs RAG · Agent Workflow · Planning · Tools · Multi-step Tasks | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2015%20%E2%80%94%20AI%20Agents.md"><img src="https://img.shields.io/badge/READ%20DAY%2015-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 16** | 🔧 **Function Calling & Tool Use** | Function Calling · APIs as Tools · GitHub API · CI/CD Actions · Tool Permissions · Human Approval | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2016%20%E2%80%94%20Function%20Calling%20%26%20Tool%20Use.md"><img src="https://img.shields.io/badge/READ%20DAY%2016-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 17** | ⚙️ **AI + DevOps** | AI PR Review · Commit Analysis · CI/CD Failure Analysis · Log Analysis · Deployment Troubleshooting · Release Automation | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2017%20%E2%80%94%20AI%20%2B%20DevOps.md"><img src="https://img.shields.io/badge/READ%20DAY%2017-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 18** | 🔐 **AI Security** | Prompt Injection · Data Leakage · Secret Management · Access Control · PII · OWASP LLM Risks · Secure Tool Execution | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2018%20%E2%80%94%20AI%20Security.md"><img src="https://img.shields.io/badge/READ%20DAY%2018-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 19** | 📊 **LLMOps** | Model Versioning · Prompt Versioning · Evaluation · Monitoring · Logging · Cost · Latency · Observability | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2019%20%E2%80%94%20LLMOps.md"><img src="https://img.shields.io/badge/READ%20DAY%2019-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 20** | 🔌 **MCP + Modern AI Architecture** | MCP · MCP Server/Client · Tools vs Resources · MCP + GitHub · MCP + DevOps · Agent + RAG + MCP | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2020%20%E2%80%94%20MCP%20%2B%20Modern%20AI%20Architecture.md"><img src="https://img.shields.io/badge/READ%20DAY%2020-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | | **Day 21** | 🚀 **Final Project + Interview** | AI DevOps Release Assistant · Architecture · RAG · Agents · Tools · Security · Production · Interview Preparation | <a href="https://github.com/saghosh8/AI-For-DevOps/blob/main/Week%203%20%E2%80%94%20Agents%2C%20Security%20%26%20Production/Day%2021%20%E2%80%94%20Final%20Project%20%2B%20Interview.md"><img src="https://img.shields.io/badge/READ%20DAY%2021-0ea5e9?style=for-the-badge&logo=github&logoColor=white" /></a> | --- ## ⭐ Support If you found this repository useful: <a href="https://github.com/saghosh8/AI-For-DevOps"> <img src="https://img.shields.io/github/stars/saghosh8/AI-For-DevOps?style=for-the-badge&logo=github&logoColor=white&label=STAR%20THIS%20REPO" /> </a> <a href="https://github.com/saghosh8/AI-For-DevOps/fork"> <img src="https://img.shields.io/github/forks/saghosh8/AI-For-DevOps?style=for-the-badge&logo=github&label=FORK" /> </a> --- ## 💬 Discussions Have a question, suggestion, or idea? <a href="https://github.com/saghosh8/AI-For-DevOps/discussions/3"> <img src="https://img.shields.io/badge/💬%20JOIN%20DISCUSSION-6366f1?style=for-the-badge&logo=github&logoColor=white" /> </a>