TensorFlow: Data and Deployment Specialization

TensorFlow Data and Deployment Specialization
TensorFlow: Data and Deployment Specialization

What you will learn from this course

  • Run models in your browser using TensorFlow.js
  • Prepare and deploy models on mobile devices using TensorFlow Lite
  • Access, organize, and process training data more easily using TensorFlow Data Services
  • Explore four advanced deployment scenarios using TensorFlow Serving, TensorFlow Hub, and TensorBoard
  • Train and run inference in a browser
  • Handle data in a browser
  • Build an object classification and recognition model using a webcam
  • How to train machine learning models in the browser and how to use them to perform inference using JavaScript
  • How to build a site that lets you draw in the browser and recognizes your handwritten digits!
  • Prepare models for battery-operated devices
  • Execute models on Android and iOS platforms
  • Deploy models on embedded systems like Raspberry Pi and microcontrollers
  • Perform efficient ETL tasks using Tensorflow Data Services APIs
  • Construct train/validation/test splits of any dataset – either custom or present in TensorFlow Hub Dataset library – using Splits API
  • Use different modules and functions of the TFDS API to prepare your data for training pipelines
  • Identify bottlenecks in your input pipelines and increase your workflow efficiency by input parallelization
  • Use TensorFlow Serving to do inference over the web
  • Navigate TensorFlow Hub, a repository of models that you can use for transfer learning
  • Evaluate how your models work and share model metadata using TensorBoard
  • Explore federated learning and how to retrain deployed models while maintaining data privacy

Can I download TensorFlow: Data and Deployment Specialization course?

You can download videos for offline viewing in the Android/iOS app. When course instructors enable the downloading feature for lectures of the course, then it can be downloaded for offline viewing on a desktop.
Can I get a certificate after completing the course?
Yes, upon successful completion of the course, learners will get the course e-Certification from the course provider. The TensorFlow: Data and Deployment Specialization course certification is a proof that you completed and passed the course. You can download it, attach it to your resume, share it through social media.
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