Скачать или смотреть Udacity AWS Machine Learning Engineer Nanodegree - Project 3 Walkthrough

A detailed walkthrough of Project 2 - Image Classification using Amazon Sagemaker

Contents:
0:00 Introduction.
0:22 A brief overview of the project.
1:52 Project Setup and Starter Code.
3:11 Install and Import Dependencies and Define Global Variables
3:49 Downloading and Examining the Dataset Files.
5:15 Uploading the Dataset to S3 and Defining Data Channels
6:00 Comparison between `train_model` and `hpo` scripts
8:30 How to Pass Hyperparameters and Data Channels to Training Scripts
9:50 create_data_loaders() function
11:19 net() function
11:45 train() and test() functions.
12:41 main() function.
13:27 add model_fn() function.
14:20 How to Test Your Model Training Scripts Locally.
15:16 Hyperparameter Tuning.
18:08 Model Profiling and Debugging
23:28 Model Deploying
26:52 Outro