Free AI Course by Microsoft | Beginner to Advance in 12 weeks

Course Length12 weeks
Lessons24, covering AI basics to advanced topics
Hands-onYes, with labs & quizzes
FrameworksTensorFlow, PyTorch
ForBeginners in AI
Course Details

Learning about Artificial Intelligence (AI) can be tough, but what if there was a way to make it easier and free? That’s exactly what the Microsoft Free AI Course offers! We’re excited to share how this course can be your first step into the world of AI. Whether you’re just curious or serious about learning AI, this course has something for everyone.

What You’ll Learn in the Microsoft Free AI Course

Free AI Course by Microsoft

AI is a big topic, covering everything from how computers can be made to think like humans, to solving problems that are too complex for us to handle on our own. The Microsoft Free AI Course is like a treasure map, guiding you through the vast world of AI in 24 exciting lessons. Here’s a peek at what’s inside:

  • The Basics: Start with learning what AI is all about, including the history and how it’s being used today.
  • The Brains Behind AI: Dive into Neural Networks and Deep Learning. It’s like learning how to build a brain for a computer!
  • Seeing and Speaking: Discover how computers can recognize what they see (Computer Vision) and understand human language (Natural Language Processing).
  • Cool Tech: Explore the cutting-edge, from AI that can create art (Generative AI) to programs that can learn on their own.

Each lesson is designed to be easy to follow, with plenty of examples and hands-on activities to help make the learning stick.

Hands-on Learning with the Microsoft Free AI Course

Learning with the Microsoft Free AI

What makes this course special is how it turns theory into practice. You won’t just be reading about AI; you’ll be doing it! Here are some of the hands-on highlights:

  • Quizzes & Labs: Test what you’ve learned and apply it in real-world scenarios.
  • Code It Yourself: Use popular tools like TensorFlow and PyTorch to write your own AI programs.

It’s all about learning by doing, which is the best way to understand how AI works.

For those interested in the artistic side of AI, our guide on Generative AI is a must-read!

Why the Microsoft Free AI Course is Perfect for Beginners

This course is built for anyone who’s curious about AI. Here’s why it’s great for beginners:

  • Free: No cost means everyone can start learning.
  • Flexible: Learn at your own pace, fitting the course into your busy life.
  • Supportive: With quizzes and labs, you’ll get feedback on how you’re doing.

And if you’re looking for more resources, our AI Apps page is packed with tools to help you apply what you’ve learned.

Overview of Microsoft’s Free AI Course Curriculum

The table outlines the curriculum of Microsoft’s Free AI Course, segmented into several key areas of AI study, such as Introduction to AI, Symbolic AI, Neural Networks, Computer Vision, Natural Language Processing (NLP), Other AI Techniques, and AI Ethics.

Each row represents a lesson, detailing its focus area, available materials (Text, PyTorch, Keras/TensorFlow), and whether a practical lab session is included. Clicking on “Text” leads you to theoretical content, while “PyTorch” and “Keras/TensorFlow” direct you to coding exercises in those respective frameworks.

The “Lab” column indicates hands-on practice sessions where you can apply what you’ve learned. This structured approach helps learners progress from basic concepts to more complex AI applications, offering both reading material and practical coding experiences to reinforce learning.

NoLessonIntroPyTorchKeras/TensorFlowLab
IIntroduction to AI
1Introduction and History of AIText
IISymbolic AI
2Knowledge Representation and Expert SystemsTextExpert System, Ontology, Concept Graph
IIIIntroduction to Neural Networks
3PerceptronTextNotebookLab
4Multi-Layered Perceptron and Creating our own FrameworkTextNotebookLab
5Intro to Frameworks (PyTorch/TensorFlow) and OverfittingTextPyTorchKeras/TensorFlowLab
IVComputer VisionMicrosoft Azure AI Fundamentals: Explore Computer Vision
Microsoft Learn Module on Computer VisionPyTorchTensorFlow
6Intro to Computer Vision. OpenCVTextNotebookLab
7Convolutional Neural NetworksCNN ArchitecturesTextTextPyTorchTensorFlowLab
8Pre-trained Networks and Transfer LearningTraining TricksTextTextPyTorchTensorFlowDropout sampleAdversarial CatLab
9Autoencoders and VAEsTextPyTorchTensorFlow
10Generative Adversarial NetworksArtistic Style TransferTextPyTorchTensorFlow GANStyle Transfer
11Object DetectionTextPyTorchTensorFlowLab
12Semantic Segmentation. U-NetTextPyTorchTensorFlow
VNatural Language ProcessingMicrosoft Azure AI Fundamentals: Explore Natural Language Processing
Microsoft Learn Module on Natural language processingPyTorchTensorFlow
13Text Representation. Bow/TF-IDFTextPyTorchTensorFlow
14Semantic word embeddings. Word2Vec and GloVeTextPyTorchTensorFlow
15Language Modeling. Training your own embeddingsTextPyTorchTensorFlowLab
16Recurrent Neural NetworksTextPyTorchTensorFlow
17Generative Recurrent NetworksTextPyTorchTensorFlowLab
18Transformers. BERT.TextPyTorchTensorFlow
19Named Entity RecognitionTextTensorFlowLab
20Large Language Models, Prompt Programming and Few-Shot TasksTextPyTorch
VIOther AI Techniques
21Genetic AlgorithmsTextNotebook
22Deep Reinforcement LearningTextPyTorchTensorFlowLab
23Multi-Agent SystemsText
VIIAI Ethics
24AI Ethics and Responsible AITextMS Learn: Responsible AI Principles
Extras
X1Multi-Modal Networks, CLIP and VQGANTextNotebook
Free AI Course Curriculum

If you rather prefer a mind map you can follow this link: https://soshnikov.com/courses/ai-for-beginners/mindmap.html

Get Started with Microsoft’s Free AI Course Today!

Free AI course

There’s no better time to start learning AI, and with the Microsoft Free AI Course, you’ve got everything you need to get started. Dive into lessons, play with code, and see how AI can open up a whole new world of possibilities.

Remember, AI isn’t just for tech experts; it’s for everyone. So, why wait? Jump into the Microsoft Free AI Course and start your AI adventure today. And don’t forget to subscribe to our newsletter for the latest updates and resources to fuel your learning journey.

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