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Artificial Intelligence
Artificial Intelligence
36 lessons across 6 topics
1. Introduction to AI
1
AI Applications
2
AI History
3
AI Paradigms
4
Course Tools
5
Research Methods
6
What Is AI
2. Mathematical Foundations
7
Information Theory
8
Linear Algebra
9
Multivariable Calculus
10
Optimization
11
Probability Theory
12
Statistics
3. Machine Learning
13
Decision Trees
14
Feature Engineering
15
Model Evaluation
16
Supervised Learning
17
Support Vector Machines
18
Unsupervised Learning
4. Deep Learning
19
Convolutional Nets
20
Generative Models
21
Model Interpretability
22
Neural Networks
23
Optimization Deep
24
Sequence Models
5. AI Systems
25
Data Engineering
26
Mlops
27
Model Deployment
28
Scalable Systems
29
Security And Privacy
30
Testing And Qa
6. Ethics and Policy
31
AI Ethics
32
Governance
33
Privacy Law
34
Regulation
35
Safety
36
Societal Impact
