“Deep Learning with PyTorch: Zero to GANs”.
This course is taught by Aakash N S of Jovian.ml, a project management and collaboration platform for machine learning.
The course is divided into 6 video lectures including interactive Jupyter notebooks. Each lecture is around 2 hours long.
- Lesson 1: PyTorch Basics - Tensors & Gradients
- Lesson 2: Working with Images and Logistic Regression
- Lesson 3: Training Deep Neural Network on a GPU
- Lesson 4: Image Classification using Convolutional Neural Networks
- Lesson 5: Data Augmentation, Regularization and Residual Networks
- Lesson 6: Generative Adversarial Networks (GANs) and Transfer Learning
- Week 1: Linear Regression
- Week 2: Image Classification
- Week 3: Feedforward neural networks
- Course Project
- Kaggle In-Class Competition
- Certificate of Completion (Paid)