DLSchool/dlschool_english
The official repo for english Deep Learing course materials by Deep Learning School (PSAMI MIPT, Russia)
repo name | DLSchool/dlschool_english |
repo link | https://github.com/DLSchool/dlschool_english |
homepage | |
language | Jupyter Notebook |
size (curr.) | 30537 kB |
stars (curr.) | 12 |
created | 2019-03-31 |
license | |
dlschool_english
The official repo for english Deep Learing course by Deep Learning School (PSAMI MIPT, Russia).
Syllabus:
- Python Basics
- Linear algebra and NumPy package
- Machine Learning Basics
- Linear Models for classification and regression tasks
- One neuron: structure, activation functions and learning
- Multilayer Neural Networks
- Neural Networks practice: datasets, dropout and useful techniques
- Convolutional Neural Networks basics
- Transfer Learning for CNN in Imagr Classification task
- Applications of AI in Computer Vision: object detection, segmentation and style transfer