Caltalys/ai_training

Labs for AI Training

Training Hub

Prerequisites

• IDE: PyCharm or Visual Studio Code
• Programming language: Python 3.7+
• Libraries & Frameworks: Numpy, PyTorch, OpenCV, TensorFlow
• Document: LaTeX (Highly recommended)
• Hardware: NVIDIA GTX 1070+ (Optional)

Syllabus

• Mathematics knowledge
• Python programming

Math Knowledge

1. Probability and statistics

• Standard deviation

• Conditional probability

2. Calculus

• Derivative

• Gradient

• Chain rule

• Partial derivative

• Function transformation review

3. Linear algebra:

• Matrix review

• Matrices and vectors

• Invertibiity

Installation guide

bash install.sh