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!

Laurence Moroney

Instructor: Laurence Moroney

33,678 already enrolled

Get in-depth knowledge of a subject
4.8

(1,449 reviews)

Intermediate level

Recommended experience

2 months
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.8

(1,449 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.

Details to know

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Taught in English

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  • Develop a deep understanding of key concepts
  • Earn a career certificate from DeepLearning.AI
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Specialization - 4 course series

Custom Models, Layers, and Loss Functions with TensorFlow

Course 131 hours4.9 (1,049 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 (410 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 (499 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 (282 ratings)

What you'll learn

Skills you'll gain

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

Instructor

Laurence Moroney
DeepLearning.AI
19 Courses524,343 learners

Offered by

DeepLearning.AI

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