Watch TensorFlow Dataset API Video Tutorial


Tutorial Details & Info

Tutorial Title: TensorFlow Dataset API
Instructor / Channel: Backyard Techmu by Adrianus Yoga
Lesson Runtime: 18:10 Minutes
Publish Date: March 15, 2024
Total Students / Views: 1,570 views

Follow step-by-step with TensorFlow Dataset API created by Backyard Techmu by Adrianus Yoga. The total lesson runtime is 18:10 minutes providing step-by-step visual instructions. Follow along to build your skills on any desktop PC, Mac, tablet, or smartphone.

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Course Description & Lesson Notes

Official Video Description:

Overview In this lab, you start by refactoring the linear regression you implemented in the previous lab so that it takes data from a tf.data.Dataset, and you will learn how to implement stochastic gradient descent with it. In this case, the original dataset will be synthetic and read by the tf.data API directly from memory. In the second part, you will learn how to load a dataset with the tf.data API when the dataset resides on disk. Learning objectives In this lab, you will learn how to: - Use tf.data to read data from memory. - Use tf.data in a training loop. - Use tf.data to read data from disk. - Write production input pipelines with feature engineering (batching, shuffling, etc.). #gcp #googlecloud #qwiklabs #learntoearn

🌐 Web & Search Guide Notes (DuckDuckGo, Yahoo & Bing):

Discover how to understand TensorFlow Dataset API with this complete video tutorial guide. Throughout this course, you will learn essential skills for TensorFlow Dataset API.

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🎓 Lesson Overview & Learning Outcomes:

Welcome to the step-by-step video guide for TensorFlow Dataset API taught by Backyard Techmu by Adrianus Yoga. This tutorial provides a comprehensive walkthrough designed to take you from foundational principles to practical implementation.

💡 Key Topics Covered in This Course:

  • Core Fundamentals & Setup: Understanding the workspace, essential tools, and initial setup for TensorFlow Dataset API.
  • Step-by-Step Practical Demonstration: Hands-on implementation guided by Backyard Techmu by Adrianus Yoga with real-world examples.
  • Best Practices & Key Shortcuts: Time-saving workflows, keyboard shortcuts, and industry-standard recommendations.
  • Troubleshooting & Common Pitfalls: How to avoid common beginner errors and optimize your workflow for peak efficiency.

📋 Recommended Prerequisites & Study Notes:

No prior advanced experience is required. Follow along with the video player above on any desktop computer, tablet, or mobile device. Pause and rewind at key steps to practice along with the instructor.

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