# Course Discussions

Data Analysis with Python: Zero to Pandas “Data Analysis with Python: Zero to Pandas” is an online course intended to provide a coding-first introduction to data analysis. Fastai Deep Learning for Beginners Fastai Deep Learning for Beginners Part 1 v4 Deep Learning with PyTorch: Zero to GANs PyTorch: Zero to GANs is one of the most popular FREE online certification courses that provides a coding first introduction to Deep Learning using the PyTorch framework

Topic | Replies | Views | Activity | |
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All About: Course Discussions | 1 | 48 | July 16, 2020 | |

General Questions, Issues, Help & Support | 1 | 13 | August 7, 2020 | |

Frequently Asked Questions (FAQ) about the Course
If you have questions about the course, please browse through this list first. Click/tap on a question to expand it and view the answer. If there’s something that’s not answered here, please reply to this topic with your… |
35 | 1224 | August 4, 2020 | |

Share Your Work - Assignment 3
Share your notebooks and blog posts from the third assignment here. IMPORTANT NOTE: There was an error in the assignment notebook. We were using the full dataset for training, validation and test loaders. Please updat… |
740 | 4384 | July 17, 2020 | |

Assignment 5 - 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 & metrics… |
568 | 7825 | July 29, 2020 | |

Share Your Work Here - Assignment 1
General Posts Run a Jupyter notebook locally with VSCode by @christoph3000 Assignment 1 Exploration of some PyTorch tensor functions by @allenkong221 (Jupyter notebook) 5 Great functions in PyTorch by @theashpro … |
1225 | 6988 | July 30, 2020 | |

Share Your Work Here - 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… |
905 | 5125 | July 29, 2020 | |

Lecture 5 - Data Augmentation, Regularization and ResNets
Livestream Link: https://www.youtube.com/watch?v=sJF6PiAjE1M Lecture Timing: June 20 (Sat), 8.30 AM PST/9:00 PM IST Notebooks & References: Classifying CIFAR10 images using a ResNet : https://jovian.ml/aakashns/… |
123 | 2857 | July 26, 2020 | |

Lecture 6 - Image Generation using Generative Adversarial Networks (GANs)
Livestream Link: https://www.youtube.com/watch?v=ABaZ_tecZ3U Lecture Timing: June 27 (Sat), 8.30 AM PST/9:00 PM IST Notebooks & References: Deep Convolutional GANs: https://jovian.ml/aakashns/06b-anime-dcgan MNIST… |
153 | 2147 | July 24, 2020 | |

Need Help? Post Questions, Doubts & Errors Here
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… |
166 | 1088 | July 23, 2020 | |

Assignment 2 - Train Your First Model
Starter notebook: https://jovian.ml/aakashns/02-insurance-linear-regression Submit here: https://forms.gle/2cauNYZn9ajgrEqN7 Submission Deadline: June 6 June 13, 8.30 AM PST/9:00 PM IST Overview In this assignment, w… |
546 | 8487 | July 17, 2020 | |

How to resolve CUDA Out of Memory error? | 3 | 51 | July 22, 2020 | |

How to choose which image augmentations techniques to apply? | 3 | 36 | July 22, 2020 | |

Why don’t we train the discriminator to a high accuracy first and then train the generator? | 2 | 21 | July 22, 2020 | |

What is the intuition behind taking Stride as 2? | 2 | 22 | July 22, 2020 | |

When to use BatchNorm? | 1 | 17 | June 27, 2020 | |

Question About Model.eval() and when to unfreeze models? | 1 | 16 | June 30, 2020 | |

How to save best model/ model checkpoints during training? | 2 | 24 | July 22, 2020 | |

Can you explain this neural networks method forward, backward method in neural network with diagram? | 2 | 19 | July 22, 2020 | |

How do we calculate channel wise normalization stats? | 1 | 14 | June 24, 2020 | |

How to choose the best pre-trained model for our problem? | 1 | 14 | June 20, 2020 | |

How can we get the index of the maximum value in a CUDA Tensor? | 2 | 14 | June 29, 2020 | |

How well does a convolution network works with non-square resolution? | 1 | 11 | June 25, 2020 | |

Does back propagation also applied in cnn layers ? If yes then how and what’s the significance? | 1 | 12 | June 13, 2020 | |

What are Kernels, Convolutions, Feature Maps, Filters, Convolutions, Channels in CNNs? | 1 | 13 | June 13, 2020 | |

Is there a way in PyTorch to stop the epochs runs through what TensorFlow uses as Callbacks? | 1 | 12 | July 3, 2020 | |

Can we do data augmentation for a multi label classification problem? | 2 | 18 | July 21, 2020 | |

What is one hot encoding? | 2 | 25 | July 21, 2020 | |

How to implement a learning rate decay into the model? | 1 | 13 | June 15, 2020 | |

Is there a way to see if the models is overfitting in real time while training? | 3 | 11 | June 13, 2020 |