hoangtnm/ai_training

AI Training Materials

Training Hub

Prerequisites

• Programming language: Python 3.7+
• IDE: PyCharm or Visual Studio Code
  • Plugins: Kite, Python (only for VS Code)
• Libraries & Frameworks: Numpy, PyTorch, OpenCV, TensorFlow
• Document: LaTeX (Highly recommended)
  • Tutorials: Learn LaTeX in 30 minutes
  • Template
• 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

# Designed for Ubuntu
bash ./install.sh

# For Ubuntu PC with NVIDIA GPU
conda install pytorch torchvision cudatoolkit=10.0 -c pytorch
conda install tensorflow-gpu

# For Ubuntu PC without NVIDIA GPU
conda install pytorch torchvision cpuonly -c pytorch
conda install tensorflow

Installation For MacOS:

• Anaconda
• MacTeX 2019
• TeXstudio
• PyTorch: conda install pytorch torchvision -c pytorch