Maths
Mathematics for AI & ML - Probability, Statistics, Linear Algebra, & Calculus
This course includes
36 articles
3h 33m reading time
83 videos • 33 hr 52 mins
Probability
110 Topics, Read: 79 mins, 36 Videos: 11 hr 55 mins
Introduction to Probability
Open
14 topics • Read: 5 mins • 4 videos: 31 mins
Conditional Probability
Open
8 topics • Read: 3 mins • 2 videos: 33 mins
Independence of Events
Open
7 topics • Read: 3 mins • 1 video: 22 mins
Cumulative Distribution Function
Open
11 topics • Read: 5 mins • 1 video: 31 mins
Probability Mass Function
Open
10 topics • Read: 4 mins • 3 videos: 37 mins
Probability Density Function
Open
18 topics • Read: 9 mins • 6 videos: 1 hr 17 mins
Expectation
Open
3 topics • Read: 5 mins • 1 video: 37 mins
Moment Generating Function
Open
2 topics • Read: 3 mins • 2 videos: 18 mins
Joint & Marginal
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8 topics • Read: 8 mins • 3 videos: 1 hr 15 mins
Independent & Identically Distributed
Open
6 topics • Read: 4 mins • 1 video: 27 mins
Convergence
Open
4 topics • Read: 3 mins • 1 video: 42 mins
Law of Large Numbers
Open
5 topics • Read: 2 mins • 1 video: 42 mins
Markov's Inequality
Open
3 topics • Read: 3 mins • 1 video: 36 mins
Cross Entropy & KL Divergence
Open
5 topics • Read: 6 mins • 4 videos: 59 mins
Parametric Model Estimation
Open
6 topics • Read: 16 mins • 5 videos: 2 hr 24 mins Statistics
83 Topics, Read: 54 mins, 28 Videos: 8 hr 39 mins
Data Distribution
Open
27 topics • Read: 8 mins • 4 videos: 2 hr 27 mins
Correlation
Open
9 topics • Read: 6 mins • 3 videos: 40 mins
Central Limit Theorem
Open
5 topics • Read: 4 mins • 1 video: 25 mins
Confidence Interval
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3 topics • Read: 3 mins • 1 video: 21 mins
Hypothesis Testing
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11 topics • Read: 8 mins • 5 videos: 1 hr 15 mins
T-Test
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5 topics • Read: 5 mins • 3 videos: 41 mins
Z-Test
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8 topics • Read: 7 mins • 3 videos: 50 mins
Chi-Square Test
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10 topics • Read: 7 mins • 4 videos: 59 mins
Performance Metrics
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5 topics • Read: 6 mins • 4 videos: 57 mins Linear Algebra
49 Topics, Read: 57 mins, 8 Videos: 8 hr 3 mins
Vector Fundamentals
Open
13 topics • Read: 9 mins • 1 video: 1 hr 2 mins
Matrix Operations
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7 topics • Read: 11 mins • 1 video: 1 hr 29 mins
Eigen Value Decomposition
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10 topics • Read: 11 mins • 1 video: 1 hr 22 mins
Singular Value Decomposition
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4 topics • Read: 4 mins • 1 video: 59 mins
Principal Component Analysis
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2 topics • Read: 4 mins • 1 video: 40 mins
Vector & Matrix Calculus
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4 topics • Read: 8 mins • 1 video: 1 hr 0 mins
Vector Norms
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4 topics • Read: 5 mins • 1 video: 45 mins
Hyperplane
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5 topics • Read: 5 mins • 1 video: 43 mins Calculus
20 Topics, Read: 23 mins, 11 Videos: 5 hr 13 mins
Calculus Fundamentals
Open
8 topics • Read: 10 mins • 4 videos: 2 hr 7 mins
Optimization
Open
5 topics • Read: 8 mins • 5 videos: 2 hr 6 mins
Gradient Descent
Open
4 topics • Read: 3 mins • 1 video: 30 mins
Newton's Method
Open
3 topics • Read: 2 mins • 1 video: 28 mins
Linear Algebra for AI & ML