TensorFlow: Advanced Techniques Specialization

Expand your knowledge of the Functional API and build exotic non-sequential model types. Learn how to optimize training in different environments with multiple processors and chip types and get introduced to advanced computer vision scenarios such as object detection, image segmentation, and interpreting convolutions. Explore generative deep learning including the ways AIs can create new content from Style Transfer to Auto Encoding, VAEs, and GANs.
WHAT YOU WILL 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.
Filter Courses within "TensorFlow: Advanced Techniques Specialization" (Click to filter)
Advanced Computer Vision with TensorFlow (Coursera) Coursera
DeepLearning.AI

Advanced Computer Vision with TensorFlow (Coursera)

Dive deep into the world of advanced computer vision with our expert-led course on TensorFlow. From image classification to complex object detection and segmentation, this course will equip you with the skills to analyze images at a sophisticated level using state-of-the-art models like ResNet-50 and Mask-RCNN. Whether you're looking to improve existing systems or develop new applications in computer vision, this course is your gateway to mastering cutting-edge techniques.

Jun 8th 2026
4 Weeks
Custom and Distributed Training with TensorFlow (Coursera) Coursera
DeepLearning.AI

Custom and Distributed Training with TensorFlow (Coursera)

Dive into Custom and Distributed Training with TensorFlow, a comprehensive course designed to equip you with advanced skills in building, optimizing, and scaling machine learning models. From understanding Tensor objects and eager vs graph modes to creating custom training loops and leveraging distributed training strategies for faster processing and larger model capabilities, this course offers a hands-on approach to mastering TensorFlow's powerful features.

Jun 1st 2026
4 Weeks
Custom Models, Layers, and Loss Functions with TensorFlow (Coursera) Coursera
DeepLearning.AI

Custom Models, Layers, and Loss Functions with TensorFlow (Coursera)

Dive into the world of advanced TensorFlow techniques with 'Custom Models, Layers, and Loss Functions with TensorFlow'. This course will equip you with the skills to build custom machine learning models, craft unique layers, and develop tailored loss functions. Whether you're a data scientist aiming to enhance your neural network's capabilities or an aspiring developer looking to delve deeper into TensorFlow's potential, this course offers a pathway to mastering complex model architectures.

Jun 1st 2026
5-12 Weeks
Generative Deep Learning with TensorFlow (Coursera) Coursera
DeepLearning.AI

Generative Deep Learning with TensorFlow (Coursera)

Dive into the world of generative models with this comprehensive online course on Generative Deep Learning with TensorFlow. Learn neural style transfer, build AutoEncoders, explore Variational AutoEncoders (VAEs), and create your own Generative Adversarial Networks (GANs). Perfect for data scientists, AI enthusiasts, and developers looking to generate new content and images using deep learning.

Jun 1st 2026
4 Weeks
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