DeepLearning.AI
TensorFlow: Data and Deployment Specialization
DeepLearning.AI

TensorFlow: Data and Deployment Specialization

Laurence Moroney

Instructor: Laurence Moroney

39,247 already enrolled

Get in-depth knowledge of a subject
4.7

(1,368 reviews)

Intermediate level
Some related experience required
1 month
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.7

(1,368 reviews)

Intermediate level
Some related experience required
1 month
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • 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

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English

See how employees at top companies are mastering in-demand skills

Placeholder

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from DeepLearning.AI
Placeholder
Placeholder

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV

Share it on social media and in your performance review

Placeholder

Specialization - 4 course series

Browser-based Models with TensorFlow.js

Course 118 hours4.8 (1,004 ratings)

What you'll learn

  • Train and run inference in a browser

  • Handle data in a browser

  • Build an object classification and recognition model using a webcam

Skills you'll gain

Category: Tensorflow
Category: Convolutional Neural Network
Category: Object Detection
Category: Machine Learning
Category: TensorFlow.js

Device-based Models with TensorFlow Lite

Course 210 hours4.7 (648 ratings)

What you'll learn

  • Prepare models for battery-operated devices

  • Execute models on Android and iOS platforms

  • Deploy models on embedded systems like Raspberry Pi and microcontrollers

Skills you'll gain

Category: Tensorflow
Category: Object Detection
Category: Machine Learning
Category: Mathematical Optimization
Category: TensorFlow Lite

Data Pipelines with TensorFlow Data Services

Course 311 hours4.5 (525 ratings)

What you'll learn

  • 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

Skills you'll gain

Category: Tensorflow
Category: Extraction, Transformation And Loading (ETL)
Category: Artificial Neural Network
Category: TensorFlow Datasets
Category: Data Pipelines

Advanced Deployment Scenarios with TensorFlow

Course 412 hours4.8 (507 ratings)

What you'll learn

  • 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

Skills you'll gain

Category: Machine Learning
Category: TensorBoard
Category: federated learning
Category: TensorFlow Serving
Category: TensorFlow Hub

Instructor

Laurence Moroney
DeepLearning.AI
19 Courses526,601 learners

Offered by

DeepLearning.AI

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."
Placeholder

Open new doors with Coursera Plus

Unlimited access to 7,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Frequently asked questions