Machine Learning on Google Cloud with AutoML and VertexAI

سرفصل های دوره

Discover how to use AutoML on Google Cloud with Vertex AI

1. Introduction

1.1 VertexAI Course.pdf

1. Introduction

2. Google Cloud Account Setup

2. Vertex AIAutoML Overview

1. VertexAI and AutoML Overview

3. Text Data

1.1 data claritin.csv

1.2 data happiness.csv

1.3 data ucaip ten dataset.zip

1. Text Data Introduction

2. AutoML for Text Data

4. Text Data Classification Model

1.1 data happiness.csv

1. Introduction

2. Objectives

3. Understand Data

4. Create Dataset

5. Train the Model

6. Deploy and test

7. Code Notebook to create the online prediction

8.1 Text Classification batch prediction.zip

8. Code Notebook to create the batch prediction

5. Text Data Entity Extraction Model

1.1 data ucaip ten dataset.zip

1. Introduction

2. Objectives

3. Create DataSet

4. Train the Model

5. Deploy and test

6.1 entity extraction batch prediction.zip

6. Code Notebook to create the batch prediction part 1

7. Code Notebook to create the batch prediction part 2

6. Video Data

1.1 data.zip

1. Video Data Introduction

2. AutoML for Video Data

7. Video Data Action Recognition Model

1.1 data.zip

1. Introduction

2. Vertex AI AutoML for Action Recognition

3. Understand Data

4. Create Dataset

5. Action Recognition Train the Model

6.1 Archive.zip

6. Code Notebook to create batch prediction

8. Tabular Data

1. Introduction

2. VertextAI Models for Tabular Data

9. Time-series Forecasting model for Tabular Data

1.1 2020 sales train.csv

1. Introduction

2. Objectives

3. Time-series Forecasting Methods

4. Context Window and Forecasting Horizon

5. Understand Data for Model Training

6. Build Dataset and Train the Model

7.1 2021 sales predict.csv

7. Create Batch Prediction

10. Image Data Classification Model

1. Introduction

2. VertexAI AutoML for Image Classification

3.1 dogs-vs-cats.zip

3. Data for Image Classification

4. Build Dataset

5. Train, Deploy and Test the Model

11. Build Covid Detection Model Image Classification Lab

1.1 Covid X-Ray Dataset.zip

1. Lab Part1

2. Lab Part2

3. Lab Part3

12. Object Detection in Images

1. Introduction

2. Build Dataset

3. Train the Model

13. APPENDIX Getting Started on Google Cloud

1. Understanding Google Cloud Storage

2. Cloud Storage DEMO

14. APPENDIX Machine Learning Metrics

1. Classification Metrics Overview - Part One

2. Classification Metrics Overview - Part Two

3. Classification Metrics Overview - Part Three

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تولید کننده: Udemy