AI & ML
Machine Learning Math
Backprop, softmax, attention, and the calculus inside deep learning. 9 skills here, 1,133 problems in total.
- Activation & loss gradients151 problems
- Attention & transformer math140 problems
- Automatic differentiation76 problems
- Information theory98 problems
- Kernels & the kernel trick120 problems
- Matrix calculus & backprop160 problems
- Jacobians & Hessians for networks120 problems
- PCA & SVD128 problems
- Tensor operations140 problems
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