5AM 55

55 exercises to build the ML foundation that will set you apart.

---

Machine Learning (12 problems)

Coming soon...

---

Linear Algebra (9 problems)

• Matrix times Matrix
• Matrix-Vector Dot Product
• Transpose of a Matrix
• Calculate Eigenvalues of a Matrix
• Singular Value Decomposition (SVD) of 2x2 Matrix
• Calculate Correlation Matrix
• Calculate Cosine Similarity Between Vectors
• Implement Orthogonal Projection of a Vector onto a Line
• Dot Product Calculator

---

Probability (9 problems)

Coming soon...

---

Deep Learning (8 problems)

Coming soon...

---

Optimization (7 problems)

Coming soon...

---

Calculus (4 problems)

Coming soon...

---

Probabilistic ML (3 problems)

Coming soon...

---

Information Theory (2 problems)

Coming soon...

---

Linear Algebra for ML (1 problem)

Coming soon...