机器学习课程 机器学习课程为期 12 周、26 节课,在课程中你将了解经典机器学习的相关内容,主要使用 Scikit-learn 框架作为案例演示。 在机器学习型课程中,老师会提供一些数据集和案例。包括翻译、价格预测、情感分类等等,除此之外还会讲解一些基础知识,比如逻辑回归、聚类、序列模型、NLP等。
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README.md

--edit these badges for your curriculum--

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Your Curriculum Title for Beginners - A Curriculum

Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about .... Each lesson includes pre- and post-lesson quizzes, written instructions to complete the lesson, a solution, an assignment and more. Our project-based pedagogy allows you to learn while building, a proven way for new skills to 'stick'.

Hearty thanks to our authors (list all authors here)

Teachers, we have included some suggestions on how to use this curriculum. If you would like to create your own lessons, we have also included a lesson template

Students, to use this curriculum on your own, fork the entire repo and complete the exercises on your own, starting with a pre-lecture quiz, then reading the lecture and completing the rest of the activities. Try to create the projects by comprehending the lessons rather than copying the solution code; however that code is available in the /solutions folders in each project-oriented lesson. Another idea would be to form a study group with friends and go through the content together. For further study, we recommend [Microsoft Learn](create a Learn collection and post it here) and by watching the videos mentioned below.

Your promo video here Promo video

Click the image above for a video about the project and the folks who created it!

Pedagogy

We have chosen two pedagogical tenets while building this curriculum: ensuring that it is project-based and that it includes frequent quizzes. By the end of this series, students will have built a typing game, a virtual terrarium, a 'green' browser extension, a 'space invaders' type game, and a business-type banking app, and will have learned the basics of JavaScript, HTML, and CSS along with the modern toolchain of today's web developer.

By ensuring that the content aligns with projects, the process is made more engaging for students and retention of concepts will be augmented. We also wrote several starter lessons in JavaScript basics to introduce concepts, paired with video from the "Beginners Series to: JavaScript" collection of video tutorials, some of whose authors contributed to this curriculum.

In addition, a low-stakes quiz before a class sets the intention of the student towards learning a topic, while a second quiz after class ensures further retention. This curriculum was designed to be flexible and fun and can be taken in whole or in part. The projects start small and become increasingly complex by the end of the 12 week cycle.

Find our Code of Conduct, Contributing, and Translation guidelines. We welcome your constructive feedback!

Each lesson includes:

  • optional sketchnote
  • optional supplemental video
  • pre-lesson warmup quiz
  • written lesson
  • for project-based lessons, step-by-step guides on how to build the project
  • knowledge checks
  • a challenge
  • supplemental reading
  • assignment
  • post-lesson quiz

A note about quizzes: All quizzes are contained [in this app](link a quiz app here), for 48 total quizzes of three questions each. They are linked from within the lessons but the quiz app can be run locally; follow the instruction in the quiz-app folder. They are gradually being localized.

Lessons

Project Name Concepts Taught Learning Objectives Linked Lesson Written Lesson Sketchnote Assignment Starting Quiz Ending Quiz Video Author
01 First Lesson Concept First Lesson Title Concept link Author

Offline access

You can run this documentation offline by using Docsify. Fork this repo, install Docsify on your local machine, and then in the root folder of this repo, type docsify serve. The website will be served on port 3000 on your localhost: localhost:3000.

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