𝟭. 𝗔𝗜 𝗳𝗼𝗿 𝗯𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀
Artificial Intelligence for Beginners – A Curriculum
Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about Artificial Intelligence.
In this curriculum, you will learn:
- Different approaches to Artificial Intelligence, including the “good old” symbolic approach with Knowledge Representation and reasoning (GOFAI).
- Neural Networks and Deep Learning, which are at the core of modern AI. We will illustrate the concepts behind these important topics using code in two of the most popular frameworks – TensorFlow and PyTorch.
- Neural Architectures for working with images and text. We will cover recent models but may lack a little bit on the state-of-the-art.
- Less popular AI approaches, such as Genetic Algorithms and Multi-Agent Systems.
https://microsoft.github.io/AI-For-Beginners/
𝟮. 𝗜𝗢𝗧
IoT for Beginners – A Curriculum
Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about IoT basics. 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’.
The projects cover the journey of food from farm to table. This includes farming, logistics, manufacturing, retail and consumer – all popular industry areas for IoT devices.
https://microsoft.github.io/IoT-For-Beginners/#/
𝟯. 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴
Machine Learning for Beginners – A Curriculum
Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 26-lesson curriculum all about Machine Learning. In this curriculum, you will learn about what is sometimes called classic machine learning, using primarily Scikit-learn as a library and avoiding deep learning, which is covered in our forthcoming ‘AI for Beginners’ curriculum. Pair these lessons with our ‘Data Science for Beginners’ curriculum, as well!
https://microsoft.github.io/Data-Science-For-Beginners/#/
https://microsoft.github.io/ML-For-Beginners/#/
𝟰. 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲
Data Science for Beginners – A Curriculum
Azure Cloud Advocates at Microsoft are pleased to offer a 10-week, 20-lesson curriculum all about Data Science. Each lesson includes pre-lesson and post-lesson quizzes, written instructions to complete the lesson, a solution, and an assignment. Our project-based pedagogy allows you to learn while building, a proven way for new skills to ‘stick’.
https://microsoft.github.io/Data-Science-For-Beginners/#/
𝟱. 𝗣𝘆𝘁𝗵𝗼𝗻 𝗕𝗮𝘀𝗶𝗰𝘀 𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀
Learn Python basics for data analysis
Find out how rewarding programming in Python can be! Learn how to use and write functions, practice with data analysis, and work on your first algorithm!
https://learndigital.withgoogle.com/digitalunlocked/course/learn-python-basics-for-data-analysis
6. 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗖𝗿𝗮𝘀𝗵 𝗖𝗼𝘂𝗿𝘀𝗲
Machine Learning Crash Course with TensorFlow APIs
Google’s fast-paced, practical introduction to machine learning, featuring a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.
https://developers.google.com/machine-learning/crash-course/
