# Deep Learning with PyTorch: Zero to GANs

Course Overview, Help and FAQs Lecture 2 - Working with Images & Logistic Regress Assignment 1 - All About torch.Tensor Course Project Lecture 4 - Image Classification with Convolutiona 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 Lecture 5 - Data Augmentation & Regularization Lecture 6 - Image Generation using GANs Assignment 3 - Feed Forward Neural Networks

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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 | 13154 | September 1, 2020 | |

Very Good Updated Overview of MANY Optimizers | 0 | 9 | November 25, 2022 | |

Visual-Code Map of Resnet | 0 | 19 | November 23, 2022 | |

Doubt on weights | 0 | 26 | October 1, 2022 | |

Lecture 2: Working with Images & Logistic Regression
Session Recordings: English: https://youtu.be/uuuzvOEC0zw Hindi: https://youtu.be/qmzgJvVP9XA Notebooks : Logistic Regression: aakashns/03-logistic-regression - Jovian Logistic Regression minimal starter: aakashn… |
98 | 1766 | September 24, 2022 | |

What is forward propagation and backward propagation in neural networks? | 2 | 5635 | September 14, 2022 | |

What is the difference between random_split and DataLoader? | 0 | 35 | August 17, 2022 | |

Can i implement this model on audio dataset i mean for the audio classification task? | 1 | 58 | August 1, 2022 | |

Classification of unknown objects | 0 | 49 | July 10, 2022 | |

Why should we extend nn.module()? | 7 | 126 | May 17, 2022 | |

Jupyter notebook error for changing grad func using With .no_grad(): | 1 | 75 | May 16, 2022 | |

Training deep learning model with convolution neural network | 1 | 66 | May 11, 2022 | |

Show_batch function isn't working on local machine | 0 | 41 | May 11, 2022 | |

How to do handle imbalance data class while working with deep learning project in Pytorch?? I have created dataloader with Imbalanced data sets . Now what to do next. Please help me. | 0 | 46 | May 5, 2022 | |

Google Colab Disk Space - How to free the space? | 3 | 3595 | April 1, 2022 | |

Training accuracy, Validation accuracy, Test accuracy | 2 | 3163 | March 31, 2022 | |

Unable to improve accuracy..? | 1 | 58 | March 26, 2022 | |

Error - Linear Regression - tensor(nan, grad_fn=<MseLossBackward0>) | 1 | 91 | March 26, 2022 | |

Need Help? Post Questions, Doubts & Errors Here (General)
If you have a question/issue related to a topic covered in a specific lecture or assignment, please ask on the respective lecture/assignment thread. Use this thread for general issues & questions related to Deep Learnin… |
46 | 904 | April 9, 2021 | |

How to save generated image without grid?- GAN | 7 | 143 | March 20, 2022 | |

Lecture 5: Data Augmentation, Regularization and ResNets
Session Recordings: English: https://youtu.be/abpzOVFjklU Hindi: https://youtu.be/S2zNff6rgOg This lesson covers some advanced techniques like data augmentation, regularization, and adding residual layers to convolu… |
21 | 810 | March 19, 2022 | |

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 … |
316 | 4704 | March 11, 2022 | |

Lecture 3: Training Deep Neural Networks on a GPU
Session Recordings: English: https://youtu.be/Qn5DDQn0fx0 Hindi: https://youtu.be/9MqR_BsogDw Notebooks: aakashns/04-feedforward-nn - Jovian aakashns/fashion-feedforward-minimal - Jovian aakashns/dataviz-cheatshee… |
59 | 1376 | January 20, 2022 | |

Course Certification | 3 | 116 | February 23, 2022 | |

How to claim the certificate | 0 | 69 | February 23, 2022 | |

How optimizer.SGD runs the stochastic process? | 1 | 88 | February 22, 2022 | |

Assignment 2: Deep learning | 1 | 76 | February 21, 2022 | |

Assignment 2: Get error in evaluation of model | 0 | 70 | February 20, 2022 | |

Jupyter kernel died after plt.imshow(Tensor Obj.) | 5 | 3268 | February 15, 2022 | |

I can't save my work from colab to jovian | 22 | 567 | February 14, 2022 |