Solutions for Deep-ML

Activation functions

ID	Title
22	Sigmoid
23	Softmax
39	Log Softmax
42	ReLU
44	Leaky ReLU
96	Hard Sigmoid
97	ELU
98	PReLU
99	Softplus
100	Softsign
102	Swish
103	SELU

Linear algebra

ID	Title
1	Matrix times vector
2	Matrix transpose
3	Matrix reshape
4	Matrix mean
5	Matrix scalar multiplication
6	Matrix eigenvalues
7	Matrix transformation
8	Matrix inverse
9	Matrix times matrix
11	Linear systems using Jacobi method
12	Matrix SVD using direct method
13	Matrix determinant Laplace expansion
27	Transformation matrix from basis to another basis
28	Matrix SVD using eigen vectors
35	Vector to diagonal matrix
37	Correlation matrix
48	Matrix RREF (reduced row echelon form)
55	Translation matrix
57	Linear systems using Gauss-Seidel
58	Linear systems using Gaussian elimination
63	Linear systems using conjugate gradient
65	Compressed row sparse matrix (CSR)
66	Projecting a vector onto another vector
67	Compressed column sparse matrix (CSC)
68	Matrix column space using RREF
74	Composite hypervector
76	Vector cosine similarity
83	Vector dot product
84	Phi transform