AI-Math
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.
AI Infrastructure
AI Operations
GPU Computing
Data Center
CUDA
AI Training
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MapReduce for Large-Scale Machine Learning: Distributed Training at Scale
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Algebra for Notation and Geometry
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
