Homeworks
Homework 1
Data Mining
Welcome
Vectors and Matrices
1.1 Scalars and Vectors
1.2 Vector Operations
1.3 Matrices
1.4 Matrix Operations
1.5 Practice Problems
Introduction to Tensors
2.1 Tensors
2.2 Introduction to NumPy
2.3 Arithmetic & Indexing
2.4 Practice Problems
Advanced NumPy
3.1 Universal Functions
3.2 Statistical Methods
3.3 Numerical Linear Algebra
3.4 Applications (Optional)
Introduction to Pandas
4.1 Essential Data Structures
4.2 Essential Functionality
4.3 Basic Descriptive Statistics
4.4 Data Acquisition
Midterm
Homeworks
Homework 1
Homework 2
Homework 3
Labs
Lab 1
Lab 2
Lab 3
References
Table of contents
Linear Algebra
Numpy
Homeworks
Homework 1
Homework 1
Linear Algebra
Numpy
Practice Problems
Homework 2