# Deep Learning with PyTorch: Zero to GANs

Lecture 2 - Working with Images & Logistic Regress Assignment 2 - Train Your First Model Lecture 1 - PyTorch Basics & Linear Regression * PyTorch basics: tensors, gradients, and autograd * Linear regression & gradient descent from scratch * Using PyTorch modules: nn.Linear & nn.functional Lecture 3 - Training Deep Neural Networks on a GPU Assignment 1 - All About torch.Tensor Course Overview, Help and FAQs Lecture 6 - Image Generation using GANs Course Project Lecture 4 - Image Classification with Convolutiona Assignment 3 - Feed Forward Neural Networks Lecture 5 - Data Augmentation & Regularization

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[START HERE] Welcome to Deep Learning with PyTorch: Zero to GANs
Hi, Thanks for being a part of “Deep Learning with PyTorch: Zero to GANs”. This is an online course that takes a hands-on coding-focused approach to deep learning and will be taught using live interactive Jupyter note… |
4 | 12249 | September 1, 2020 | |

Share Your Work - Assignment 2
Please share your work from Assignment 2 on this thread. Share your Jupyter notebooks, blog posts, demo videos, etc. to get feedback on your work from the entire community, and you will also get to learn from all the ot… |
60 | 1044 | August 3, 2021 | |

Assignment 4 - Course Project
For the course project, you will pick any dataset of your choice and apply the concepts learned in this course to train deep learning models end-to-end with PyTorch, experimenting with different hyperparameters & metri… |
439 | 4973 | August 3, 2021 | |

CUDA Error : CUBLAS_STATUS_INVALID_VALUE | 10 | 49 | August 3, 2021 | |

Why add .unsqueeze(0) in predict_image? | 0 | 8 | August 2, 2021 | |

If I iterate over the dataloader that is on the gpu multiple times, will it be transfered each time to the gpu even though it might be on the gpu? | 0 | 11 | August 2, 2021 | |

How does model(data) == self.linear(data) | 1 | 11 | August 1, 2021 | |

Assignment 2: Train Your First Model
Starter notebook: https://jovian.ai/aakashns/02-insurance-linear-regression Overview In this assignment, we’re going to use information like a person’s age, sex, BMI, no. of children, and smoking habit to predict the … |
295 | 3519 | August 1, 2021 | |

Tensor size Mismatch | 0 | 14 | July 30, 2021 | |

Difference between TensorDataset and DataLoader | 0 | 9 | July 30, 2021 | |

Assignment 1: All About torch.Tensor
The objective of this assignment is to develop a solid understanding of PyTorch tensors. In this assignment you will: Pick 5 interesting functions related to PyTorch tensors by reading the documentation, Create a Jup… |
100 | 1895 | June 20, 2021 | |

Difference between validation set and test set in lecture 2? | 3 | 22 | July 28, 2021 | |

I can't save my work from colab to jovian | 20 | 254 | July 27, 2021 | |

Error message with resnet34 | 2 | 18 | July 27, 2021 | |

Transfer Learning evaluation error | 1 | 18 | July 25, 2021 | |

How will not using no_grad affect the future gradient calculations? | 4 | 22 | July 24, 2021 | |

Using pretrained models in pytorch | 7 | 65 | July 22, 2021 | |

How to use deep Learning in object detection | 2 | 40 | July 22, 2021 | |

What is a multilayer perceptron? | 2 | 35 | July 17, 2021 | |

5 tensor functions I have studied about | 0 | 23 | July 16, 2021 | |

how to classify the resnet model | 0 | 19 | July 15, 2021 | |

What is dropout? How does regularisation work in neural networks? | 1 | 28 | July 12, 2021 | |

What is forward propagation and backward propagation in neural networks? | 1 | 41 | July 12, 2021 | |

What is the difference between a Batch and an Epoch in a Neural Network? | 1 | 24 | July 11, 2021 | |

Linear Regression | 0 | 28 | July 9, 2021 | |

Assignment 3: Feed Forward Neural Networks
Problem statement, starter notebook and submission details: Overview The ability to try many different neural network architectures to address a problem is what makes deep learning really powerful, especially compared… |
115 | 1729 | July 9, 2021 | |

What are tensors? | 1 | 32 | July 7, 2021 | |

Update - Lecture 2 Notebook of Deep Learning with Pytorch course | 2 | 116 | July 6, 2021 | |

How to get secific image folder into Datasets for Deeplearning Implementation | 2 | 31 | July 1, 2021 | |

Synthetic data generation | 1 | 36 | June 30, 2021 |