# ML-For-Beginners | Microsoft | Knowledge Base | Instagit 12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all GitHub Stars: 84k Repository: https://github.com/microsoft/ML-For-Beginners --- ## Articles ### [How to Integrate with External ML Model Serving Platforms Using ML‑For‑Beginners](/microsoft/ML-For-Beginners/how-to-integrate-with-external-ml-model-serving-platforms) Integrate with external ML model serving platforms by exporting models, using deployment wrappers, and calling managed endpoints. Learn how with ML-For-Beginners. - Tags: how-to-guide - Published: 2026-02-28 ### [How the ML-For-Beginners Project Folder Hierarchy Is Organized](/microsoft/ML-For-Beginners/how-project-folder-hierarchy-is-organized) Understand the ML-For-Beginners project folder hierarchy. Explore how docs notebooks labs solutions and resources create a clear learning path from theory to practice in this Microsoft repo. - Tags: internals - Published: 2026-02-28 ### [How to Work with the AGENTS.md Automation File in ML-For-Beginners](/microsoft/ML-For-Beginners/how-to-work-with-agents-md-automation-file) Learn to use the AGENTS.md automation file in ML-For-Beginners. Effortlessly configure agents for knowledge-base generation and automate content extraction processing and publishing. - Tags: how-to-guide - Published: 2026-02-28 ### [How the Lesson Navigation Flow Is Structured in ML-For-Beginners](/microsoft/ML-For-Beginners/how-lesson-navigation-flow-is-structured) Understand the ML-For-Beginners lesson navigation flow. Explore the dual system combining a global table of contents and linear next lesson badges for guided learning. - Tags: internals - Published: 2026-02-28 ### [How to Swap Between Different ML Frameworks in ML-For-Beginners Lessons](/microsoft/ML-For-Beginners/how-to-swap-between-different-ml-frameworks-in-lessons) Easily swap between ML frameworks like TensorFlow PyTorch and scikit-learn in the ML-For-Beginners curriculum. Learn how with framework-specific notebooks. - Tags: how-to-guide - Published: 2026-02-28 ### [How the Quiz Data JSON Structure Is Organized in ML-For-Beginners](/microsoft/ML-For-Beginners/how-quiz-data-json-structure-is-organized) Explore the quiz data JSON structure in ML-For-Beginners. Understand how each file organizes module titles and question objects for easy learning. - Tags: internals - Published: 2026-02-28 ### [How to Contribute Pull Requests to the Microsoft ML-For-Beginners Repository](/microsoft/ML-For-Beginners/how-to-contribute-pull-requests-to-microsoft-repo) Learn how to contribute pull requests to the Microsoft ML-For-Beginners repository. Follow our guide to fork, branch, set up, edit, and submit your contributions easily. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Configure Docsify for Offline Documentation Viewing in ML-For-Beginners](/microsoft/ML-For-Beginners/how-to-configure-docsify-for-offline-documentation-viewing) Learn how to configure Docsify for offline documentation viewing with the ML-For-Beginners guide. Enable caching with simple config changes. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Fix Common Python Package Dependency Conflicts in ML-For-Beginners](/microsoft/ML-For-Beginners/how-to-fix-common-python-package-dependency-conflicts) Resolve Python package dependency conflicts in ML-For-Beginners. Use virtual environments and lock files like requirements.txt or environment.yml to prevent version issues and ensure smooth setup. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Handle Pickle Model Serialization in Flask Apps: A Production Guide](/microsoft/ML-For-Beginners/how-to-handle-pickle-model-serialization-in-flask-apps) Master pickle model serialization in Flask apps. Train offline, load at startup, and serve predictions securely. Optimize your production ML deployment. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Modify the Curriculum Lesson Order and Groupings in ML-For-Beginners](/microsoft/ML-For-Beginners/how-to-modify-curriculum-lesson-order-and-groupings) Learn to modify ML-For-Beginners curriculum lesson order and groupings by editing the curriculum.yml file. Customize modules and lesson sequences easily. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Add New Languages to the ML-For-Beginners Curriculum Translations](/microsoft/ML-For-Beginners/how-to-add-new-languages-to-curriculum-translations) Expand the ML-For-Beginners curriculum! Learn how to add new languages by registering translations, creating dictionaries, and running the translate script. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Integrate Trained ML Models with a Flask Web App](/microsoft/ML-For-Beginners/how-to-integrate-trained-ml-models-with-flask-web-app) Integrate trained ML models with Flask web apps. Learn to serialize, load, and expose REST endpoints for efficient model deployment and JSON predictions. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Deploy the ML-For-Beginners Quiz App to Azure Static Web Apps](/microsoft/ML-For-Beginners/how-to-deploy-quiz-app-to-azure-static-web-apps) Deploy the ML For Beginners quiz app to Azure Static Web Apps. Learn how to use GitHub Actions to build assets and publish to Azure's global CDN for a seamless deployment. - Tags: how-to-guide - Published: 2026-02-28 ### [How the Co-op Translator GitHub Actions Automates Content Translation in ML-For-Beginners](/microsoft/ML-For-Beginners/how-automated-translation-system-works-co-op-translator-github-actions) Discover how the Co-op Translator GitHub Actions automatically translates ML For Beginners content using Docker and the Microsoft Translator API. Learn about community contributions. - Tags: internals - Published: 2026-02-28 ### [How to Add New Lessons to the ML-For-Beginners Curriculum: A Step-by-Step Guide](/microsoft/ML-For-Beginners/how-to-add-new-lessons-to-ml-curriculum-structure) Add new lessons to ML-For-Beginners by creating a numbered subfolder, README.md, and notebook. Follow this guide to contribute to the ML curriculum structure at microsoft/ML-For-Beginners. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Customize Quiz Questions and Add New Ones in ML-For-Beginners](/microsoft/ML-For-Beginners/how-to-customize-quiz-questions-and-add-new-ones) Learn to customize quiz questions and add new ones in ML-For-Beginners by editing JSON translation files. Enhance your learning experience without altering core code. - Tags: how-to-guide - Published: 2026-02-28 ### [How to Run the Vue.js Quiz App Locally for Development](/microsoft/ML-For-Beginners/how-to-run-vuejs-quiz-app-locally-for-development) Easily run the Vue.js quiz app locally for development. Clone the ML-For-Beginners repo, install dependencies, and start the dev server with npm run serve. - Tags: tutorial - Published: 2026-02-28