1. Python and Programming
-
- Chapter 1
- Chapter 2
- Chapter 5: 1, 2, 5
- Chapter 6: 1, 2
- Chapter 7: 1, 2, 4, 6, 11
2. Data Structure and Algorithms
- Linked List
- Sorting
- Heap
- Tree
- Tree examples: HTML, JSON
- Tree Traversal
- BST
- k-NN Search with KD Treesklearn
- Graph
- Hash Table
- Dynamic Programming
3. Systems and Architectures
- Memory Hierarchy and Cache
- File System
- Networks
4. Maths
4.1 Linear Algebra
4.2 Statistics
5. Machine Learning
5.1 Introduction
5.2 Data Loading
- Data Loading 5.1-5.3, 5.4.1, 5.5
5.3 Regression
- Linear regression,
- Linear regression, GDTR Chapter 3.1
- sklearn regression 1.1.1-1.1.3, 1.1.11, 1.1.12,