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