DeepLearning.AI
TensorFlow: Advanced Techniques Specialization
DeepLearning.AI

TensorFlow: Advanced Techniques Specialization

Expand your skill set and master TensorFlow. Customize your machine learning models through four hands-on courses!

Taught in English

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Laurence Moroney
Eddy Shyu

Instructors: Laurence Moroney

29,250 already enrolled

Specialization - 4 course series

Get in-depth knowledge of a subject

4.8

(1,331 reviews)

Intermediate level

Recommended experience

2 months at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand the underlying basis of the Functional API and build exotic non-sequential model types, custom loss functions, and layers.

  • Learn optimization and how to use GradientTape & Autograph, optimize training in different environments with multiple processors and chip types.

  • Practice object detection, image segmentation, and visual interpretation of convolutions.

  • Explore generative deep learning, and how AIs can create new content, from Style Transfer through Auto Encoding and VAEs to GANs.

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Specialization - 4 course series

Get in-depth knowledge of a subject

4.8

(1,331 reviews)

Intermediate level

Recommended experience

2 months at 10 hours a week
Flexible schedule
Learn at your own pace

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  • Develop a deep understanding of key concepts
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Specialization - 4 course series

Custom Models, Layers, and Loss Functions with TensorFlow

Course 131 hours4.9 (978 ratings)

What you'll learn

Skills you'll gain

Category: Functional API
Category: Custom and Exotic Models with Functional API
Category: Custom Loss Functions
Category: Custom Layers

Custom and Distributed Training with TensorFlow

Course 224 hours4.8 (381 ratings)

What you'll learn

Skills you'll gain

Category: Distribution Strategies
Category: GradientTape for Optimization
Category: Custom Training Loops
Category: Basic Tensor Functionality

Advanced Computer Vision with TensorFlow

Course 319 hours4.8 (463 ratings)

What you'll learn

Skills you'll gain

Category: Salience
Category: Image Segmentation
Category: Model Interpretability
Category: Class Activation Maps
Category: TensorFlow Object Detection API

Generative Deep Learning with TensorFlow

Course 416 hours4.9 (251 ratings)

What you'll learn

Skills you'll gain

Category: Variational AutoEncoders
Category: Auto Encoders
Category: Generative Adversarial Networks
Category: Neural Style Transfer

Instructors

Laurence Moroney
DeepLearning.AI
15 Courses485,207 learners

Offered by

DeepLearning.AI

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