๐ญ. ๐๐ ๐ณ๐ผ๐ฟ ๐ฏ๐ฒ๐ด๐ถ๐ป๐ป๐ฒ๐ฟ๐
Artificial Intelligence for Beginners โ 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 โgood oldโ 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 โ 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/
๐ฎ. ๐๐ข๐ง
IoT for Beginners โ 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 โstickโ.
The projects cover the journey of food from farm to table. This includes farming, logistics, manufacturing, retail and consumer โ all popular industry areas for IoT devices.
https://microsoft.github.io/IoT-For-Beginners/#/
๐ฏ. ๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด
Machine Learning for Beginners โ 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 โAI for Beginnersโ curriculum. Pair these lessons with our โData Science for Beginnersโ curriculum, as well!
https://microsoft.github.io/Data-Science-For-Beginners/#/
https://microsoft.github.io/ML-For-Beginners/#/
๐ฐ. ๐๐ฎ๐๐ฎ ๐ฆ๐ฐ๐ถ๐ฒ๐ป๐ฐ๐ฒ
Data Science for Beginners โ 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 โstickโ.
https://microsoft.github.io/Data-Science-For-Beginners/#/
๐ฑ. ๐ฃ๐๐๐ต๐ผ๐ป ๐๐ฎ๐๐ถ๐ฐ๐ ๐ณ๐ผ๐ฟ ๐๐ฎ๐๐ฎ ๐๐ป๐ฎ๐น๐๐๐ถ๐
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. ๐ ๐ฎ๐ฐ๐ต๐ถ๐ป๐ฒ ๐๐ฒ๐ฎ๐ฟ๐ป๐ถ๐ป๐ด ๐๐ฟ๐ฎ๐๐ต ๐๐ผ๐๐ฟ๐๐ฒ
Machine Learning Crash Course with TensorFlow APIs
Googleโs 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/
