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phase 1
Math Foundations
22 lessons · click any to read the docs
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01
Linear Algebra Intuition
01-linear-algebra-intuition
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02
Vectors Matrices Operations
02-vectors-matrices-operations
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03
Matrix Transformations
03-matrix-transformations
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04
Calculus For Ml
04-calculus-for-ml
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05
Chain Rule And Autodiff
05-chain-rule-and-autodiff
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06
Probability And Distributions
06-probability-and-distributions
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07
Bayes Theorem
07-bayes-theorem
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08
Optimization
08-optimization
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09
Information Theory
09-information-theory
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10
Dimensionality Reduction
10-dimensionality-reduction
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11
Singular Value Decomposition
11-singular-value-decomposition
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12
Tensor Operations
12-tensor-operations
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13
Numerical Stability
13-numerical-stability
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14
Norms And Distances
14-norms-and-distances
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15
Statistics For Ml
15-statistics-for-ml
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16
Sampling Methods
16-sampling-methods
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17
Linear Systems
17-linear-systems
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18
Convex Optimization
18-convex-optimization
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19
Complex Numbers
19-complex-numbers
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20
Fourier Transform
20-fourier-transform
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21
Graph Theory
21-graph-theory
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22
Stochastic Processes
22-stochastic-processes
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