# Deep Learning with PyTorch: Zero to GANs

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

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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 | 13052 | September 1, 2020 | |

Can i implement this model on audio dataset i mean for the audio classification task? | 2 | 29 | August 15, 2022 | |

Classification of unknown objects | 0 | 21 | July 10, 2022 | |

Why should we extend nn.module()? | 7 | 102 | May 17, 2022 | |

Jupyter notebook error for changing grad func using With .no_grad(): | 1 | 43 | May 16, 2022 | |

Training deep learning model with convolution neural network | 1 | 34 | May 11, 2022 | |

Show_batch function isn't working on local machine | 0 | 22 | 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 | 25 | May 5, 2022 | |

Google Colab Disk Space - How to free the space? | 3 | 3179 | April 1, 2022 | |

Training accuracy, Validation accuracy, Test accuracy | 2 | 3094 | March 31, 2022 | |

Unable to improve accuracy..? | 1 | 35 | March 26, 2022 | |

Error - Linear Regression - tensor(nan, grad_fn=<MseLossBackward0>) | 1 | 69 | 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 | 859 | April 9, 2021 | |

How to save generated image without grid?- GAN | 7 | 122 | 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 | 764 | 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 | 4508 | 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 | 1303 | January 20, 2022 | |

Course Certification | 3 | 100 | February 23, 2022 | |

How to claim the certificate | 0 | 46 | February 23, 2022 | |

How optimizer.SGD runs the stochastic process? | 1 | 67 | February 22, 2022 | |

Assignment 2: Deep learning | 1 | 51 | February 21, 2022 | |

Assignment 2: Get error in evaluation of model | 0 | 46 | February 20, 2022 | |

Jupyter kernel died after plt.imshow(Tensor Obj.) | 5 | 3002 | February 15, 2022 | |

I can't save my work from colab to jovian | 22 | 510 | February 14, 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… |
97 | 1646 | January 28, 2022 | |

Train for more epochs and the LR scheduler | 1 | 45 | January 18, 2022 | |

Evaluation metric - real_score and fake_score | 0 | 54 | January 18, 2022 | |

I am not able to train my ResNet model dues to incorrect matrix dimensions | 2 | 63 | January 11, 2022 | |

Stride not used in first CNN layer | 2 | 73 | January 5, 2022 | |

Lecture 6: Image Generation using Generative Adversarial Networks (GANs)
Session Recordings English: https://youtu.be/79IvwU3G5_Q Hindi: https://youtu.be/87xD5NEmLhA In this lesson, we apply the techniques covered in previous lessons for generating images for anime faces using Generative… |
7 | 759 | January 4, 2022 |