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12:50 - Learn Basics Data Science
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Classroom Contents
Ultimate AI Learning Roadmap for Beginners - How to Learn AI From Scratch
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- 1 01:38 - How AI is different from a regular program?
- 2 02:42 - What is Machine Learning?
- 3 03:13 - What's the most common Machine Learning Approach in 2025?
- 4 03:38 - What's a Deep Learning Algorithm?
- 5 04:06 - What's a Neural Network?
- 6 04:28 - Why Do We Call Neural Networks "Deep"? Layers
- 7 05:20 - What is Meant by Training and Inference?
- 8 07:19 - Training Testing and Validation Data Split
- 9 08:14 - Samples, Features and Targets
- 10 09:00 - Classification, Regression and Clustering Problems
- 11 09:28 - What is Clustering?
- 12 09:51 - Supervised, Unsupervised and Reinforcement Learning
- 13 11:02 - Types of Neural Networks: CNNs, RNNs, Diffusion, Transformers
- 14 12:19 - Learn Basics Python
- 15 12:50 - Learn Basics Data Science
- 16 13:06 - Learn Math: Probabilities, Matrices, Binary Logic, Predicate Logic
- 17 13:17 - Learn Machine Learning
- 18 13:43 - Learn Deep Learning
- 19 13:58 - How to practice?
- 20 14:34 - How do you know when you're ready to apply for jobs in AI?
- 21 15:14 - Download my AI Learning Checklist for Free
