Advance Maths for Machine Learning
Overview of AI infrastructure fundamentals including NVIDIA GPU architecture, training vs inference workloads, data center design, networking, storage, virtualization, and AI operations best practices.
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Induction to Multivariate Linear Algebra
Advance Maths for Machine Learning and Data Science
💀 When Geometry Becomes Dangerous
1. Advance Linear Algebra ∑
- Week 1: Systems of linear equations
- Week 2: Solving systems of linear equations
- Week 3: Vectors and Linear Transformations
- Week 4: Determinants and Eigenvectors
2. Calculus ∫
- Week 1: Derivatives and Optimization
- Week 2: Gradients and Gradient Descent
- Week 3: Optimization in Neural Networks and Newton's Method