Watch TensorFlow Tutorial 12 - TensorFlow Datasets Video Tutorial


Tutorial Details & Info

Tutorial Title: TensorFlow Tutorial 12 - TensorFlow Datasets
Instructor / Channel: Aladdin Persson
Lesson Runtime: 29:35 Minutes
Publish Date: August 22, 2020
Total Students / Views: 58,061 views

Watch and learn TensorFlow Tutorial 12 - TensorFlow Datasets created by Aladdin Persson. The total lesson runtime is 29:35 minutes with detailed practical demonstrations. 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:

In this video we look at the datasets that are available to us through TensorFlow Datasets (tfds) and how we load them and then doing preprocessing, shuffling, batching, prefetching etc. For the example we load an image dataset (mnist) and a text dataset (imdb) and create simple models to do image classification and sentiment analysis. New packages/imports we used in the video: https://anaconda.org/conda-forge/matplotlib (pip install matplotlib) https://anaconda.org/anaconda/tensorflow-datasets (pip install tensorflow_datasets) ❤️ Support the channel ❤️ https://www.youtube.com/channel/UCkzW5JSFwvKRjXABI-UTAkQ/join Paid Courses I recommend for learning (affiliate links, no extra cost for you): ⭐ TensorFlow Specialization https://bit.ly/3FmEVK1 ⭐ Machine Learning Specialization https://bit.ly/3hjTBBt ⭐ Deep Learning Specialization https://bit.ly/3YcUkoI 📘 MLOps Specialization http://bit.ly/3wibaWy 📘 GAN Specialization https://bit.ly/3FmnZDl 📘 NLP Specialization http://bit.ly/3GXoQuP ✨ Free Resources that are great: NLP: https://web.stanford.edu/class/cs224n/ CV: http://cs231n.stanford.edu/ Deployment: https://fullstackdeeplearning.com/ FastAI: https://www.fast.ai/ 💻 My Deep Learning Setup and Recording Setup: https://www.amazon.com/shop/aladdinpersson GitHub Repository: https://github.com/aladdinpersson/Machine-Learning-Collection ✅ One-Time Donations: Paypal: https://bit.ly/3buoRYH ▶️ You Can Connect with me on: Twitter - https://twitter.com/aladdinpersson LinkedIn - https://www.linkedin.com/in/aladdin-persson-a95384153/ Github - https://github.com/aladdinpersson OUTLINE: 0:00 - Introduction 0:16 - Keras vs TFDS vs tf.data 1:54 - Imports 2:38 - Image Loading with TFDS 12:59 - Text loading with TFDS 28:15 - Results and Ending

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🎓 Lesson Overview & Learning Outcomes:

Welcome to the step-by-step video guide for TensorFlow Tutorial 12 - TensorFlow Datasets taught by Aladdin Persson. 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 Tutorial 12 - TensorFlow Datasets.
  • Step-by-Step Practical Demonstration: Hands-on implementation guided by Aladdin Persson 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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