Machine Learning on Google Cloud with AutoML and VertexAI
Machine Learning on Google Cloud with AutoML and VertexAI, available at $64.99, has an average rating of 4.15, with 53 lectures, based on 56 reviews, and has 710 subscribers.
You will learn about Discover the potential and functionalities of Vertex AI and AutoML on the Google Cloud platform. Learn advanced techniques for processing and classifying vast amounts of textual data. Understand the intricacies of video data processing and gain proficiency in action recognition within video frames. Master the art of handling tabular data, including time-series forecasting, to predict future data trends. Grasp the fundamentals of image data classification, from understanding raw data to model deployment. Acquire hands-on experience by building a real-world Covid detection model using image classification. Navigate and implement your learnings with ease on the Google Cloud platform, thanks to our comprehensive guide. Achieve proficiency in object detection within images, transforming the way you perceive visual data. This course is ideal for individuals who are Python developers interested in working with AutoML on Google Cloud Vertex AI It is particularly useful for Python developers interested in working with AutoML on Google Cloud Vertex AI.
Enroll now: Machine Learning on Google Cloud with AutoML and VertexAI
Summary
Title: Machine Learning on Google Cloud with AutoML and VertexAI
Price: $64.99
Average Rating: 4.15
Number of Lectures: 53
Number of Published Lectures: 53
Number of Curriculum Items: 53
Number of Published Curriculum Objects: 53
Original Price: $199.99
Quality Status: approved
Status: Live
What You Will Learn
- Discover the potential and functionalities of Vertex AI and AutoML on the Google Cloud platform.
- Learn advanced techniques for processing and classifying vast amounts of textual data.
- Understand the intricacies of video data processing and gain proficiency in action recognition within video frames.
- Master the art of handling tabular data, including time-series forecasting, to predict future data trends.
- Grasp the fundamentals of image data classification, from understanding raw data to model deployment.
- Acquire hands-on experience by building a real-world Covid detection model using image classification.
- Navigate and implement your learnings with ease on the Google Cloud platform, thanks to our comprehensive guide.
- Achieve proficiency in object detection within images, transforming the way you perceive visual data.
Who Should Attend
- Python developers interested in working with AutoML on Google Cloud Vertex AI
Target Audiences
- Python developers interested in working with AutoML on Google Cloud Vertex AI
Welcome to “Automated Machine Learning on Google Cloud with AutoML” — a holistic course designed for enthusiasts eager to master the cutting-edge tools of Vertex AI and AutoML on the Google Cloud platform. This course seamlessly guides you through the vast and intricate realm of AI, ensuring both beginners and intermediates find valuable insights.
The journey begins with a comprehensive introduction to the world of AI, setting the stage for what’s to come. As you progress, you’ll delve into the Vertex AI and AutoML Overview, a module meticulously crafted to offer an enlightening look into these dynamic tools and their boundless potential.
Our specialized sections on Text Data unravel the art and science of processing and classifying vast textual information. Here, you’ll learn not just the basics, but also advanced techniques, especially how to extract entities from text, offering invaluable insights into data.
For visual enthusiasts, our chapters on Video Data open a window to the intricate world of video processing. Beyond mere understanding, you’ll venture into the action recognition model, discovering how to spot specific actions and nuances within video frames.
The course ensures you’re not confined to one type of data. We branch into Tabular Data and time-series forecasting, giving you a robust understanding of structured data and the art of predicting future data points using historical trends.
Images, in today’s digital age, speak louder than words. Our modules on Image Data Classification and Object Detection in Images guide you through the end-to-end process, from understanding raw image data to building, training, and deploying sophisticated classification models. Further enriching the learning experience, we have incorporated a hands-on lab module, guiding you to Build a Covid Detection Model using image classification.
Lastly, for those unfamiliar with the Google Cloud environment, our appendix serves as a torchbearer. The Getting Started on Google Cloud section is your handy guide, ensuring a smooth sail as you navigate and implement your learnings on the platform.
We invite you to enroll in this immersive journey. “Automated Machine Learning on Google Cloud with AutoML” isn’t just a course; it’s a pathway to mastering the future of AI, ensuring you stay ahead in the tech-driven world.
Course Curriculum
Chapter 1: Introduction
Lecture 1: Introduction
Lecture 2: Google Cloud Account Setup
Chapter 2: Vertex AI/AutoML Overview
Lecture 1: VertexAI and AutoML Overview
Chapter 3: Text Data
Lecture 1: Text Data Introduction
Lecture 2: AutoML for Text Data
Chapter 4: Text Data Classification Model
Lecture 1: Introduction
Lecture 2: Objectives
Lecture 3: Understand Data
Lecture 4: Create Dataset
Lecture 5: Train the Model
Lecture 6: Deploy and test
Lecture 7: Code: Notebook to create the online prediction
Lecture 8: Code: Notebook to create the batch prediction
Chapter 5: Text Data Entity Extraction Model
Lecture 1: Introduction
Lecture 2: Objectives
Lecture 3: Create DataSet
Lecture 4: Train the Model
Lecture 5: Deploy and test
Lecture 6: Code: Notebook to create the batch prediction part 1
Lecture 7: Code: Notebook to create the batch prediction part 2
Chapter 6: Video Data
Lecture 1: Video Data Introduction
Lecture 2: AutoML for Video Data
Chapter 7: Video Data: Action Recognition Model
Lecture 1: Introduction
Lecture 2: Vertex AI AutoML for Action Recognition
Lecture 3: Understand Data
Lecture 4: Create Dataset
Lecture 5: Action Recognition Train the Model
Lecture 6: Code: Notebook to create batch prediction
Chapter 8: Tabular Data
Lecture 1: Introduction
Lecture 2: VertextAI Models for Tabular Data
Chapter 9: Time-series Forecasting model for Tabular Data
Lecture 1: Introduction
Lecture 2: Objectives
Lecture 3: Time-series Forecasting Methods
Lecture 4: Context Window and Forecasting Horizon
Lecture 5: Understand Data for Model Training
Lecture 6: Build Dataset and Train the Model
Lecture 7: Create Batch Prediction
Chapter 10: Image Data Classification Model
Lecture 1: Introduction
Lecture 2: VertexAI AutoML for Image Classification
Lecture 3: Data for Image Classification
Lecture 4: Build Dataset
Lecture 5: Train, Deploy and Test the Model
Chapter 11: Build Covid Detection Model: Image Classification Lab
Lecture 1: Lab Part1
Lecture 2: Lab Part2
Lecture 3: Lab Part3
Chapter 12: Object Detection in Images
Lecture 1: Introduction
Lecture 2: Build Dataset
Lecture 3: Train the Model
Chapter 13: APPENDIX: Getting Started on Google Cloud
Lecture 1: Understanding Google Cloud Storage
Lecture 2: Cloud Storage DEMO
Chapter 14: APPENDIX: Machine Learning Metrics
Lecture 1: Classification Metrics Overview – Part One
Lecture 2: Classification Metrics Overview – Part Two
Lecture 3: Classification Metrics Overview – Part Three
Instructors
-
Jose Portilla
Head of Data Science at Pierian Training -
CloudMeta LLC
Cloud Consulting -
Pierian Training
Data Science and Machine Learning Training
Rating Distribution
- 1 stars: 4 votes
- 2 stars: 4 votes
- 3 stars: 9 votes
- 4 stars: 19 votes
- 5 stars: 20 votes
Frequently Asked Questions
How long do I have access to the course materials?
You can view and review the lecture materials indefinitely, like an on-demand channel.
Can I take my courses with me wherever I go?
Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!
You may also like
- Top 10 Video Editing Courses to Learn in November 2024
- Top 10 Music Production Courses to Learn in November 2024
- Top 10 Animation Courses to Learn in November 2024
- Top 10 Digital Illustration Courses to Learn in November 2024
- Top 10 Renewable Energy Courses to Learn in November 2024
- Top 10 Sustainable Living Courses to Learn in November 2024
- Top 10 Ethical AI Courses to Learn in November 2024
- Top 10 Cybersecurity Fundamentals Courses to Learn in November 2024
- Top 10 Smart Home Technology Courses to Learn in November 2024
- Top 10 Holistic Health Courses to Learn in November 2024
- Top 10 Nutrition And Diet Planning Courses to Learn in November 2024
- Top 10 Yoga Instruction Courses to Learn in November 2024
- Top 10 Stress Management Courses to Learn in November 2024
- Top 10 Mindfulness Meditation Courses to Learn in November 2024
- Top 10 Life Coaching Courses to Learn in November 2024
- Top 10 Career Development Courses to Learn in November 2024
- Top 10 Relationship Building Courses to Learn in November 2024
- Top 10 Parenting Skills Courses to Learn in November 2024
- Top 10 Home Improvement Courses to Learn in November 2024
- Top 10 Gardening Courses to Learn in November 2024