Скачать или смотреть End-to-End: ML with TensorFlow in Jupyter with Tensorflow I/O BigQuery Reader [notebook 05]

An end-to-end workflow using a Jupyter Notebook hosted by Vertex AI Workbench to train an ML model with TensorFlow within the notebook. Training data is read using the TensorFlow I/O reader for BigQuery. Many deep explanations along the way including using Tensorboard to evaluate the model training. The final model is deployed to a Vertex AI Endpoint and online predictions are demonstrated using Python, REST and the gcloud CLI.

GitHub Repository: https://github.com/statmike/vertex-ai...

The Notebook followed in this video:
https://github.com/statmike/vertex-ai...

Timeline
0:00 Introduction
0:10 - Overview
2:25 - Start Walkthrough
8:50 - [Notebook Section] Setup
13:57 - [Notebook Section] Training Data
20:35 - [Notebook Section] Read From BigQuery Using TensorFlow I/O
35:32 - [Notebook Section] Train the Model In The Notebook
56:58 - [Notebook Section] Evaluate the Training With Tensorboard
59:47 - [Notebook Section] Serving
1:05:47 - [Notebook Section] Prediction
1:10:30 - Q&A: Are notebooks enough?
1:13:50 - [Notebook Section] Wrap-up