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TensorFlow: Advanced Techniques

About TensorFlow TensorFlow is an end-to-end open-source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries, and community resources that lets researchers push the state-of-the-art in ML, and developers easily build and deploy ML-powered applications. TensorFlow is commonly used for machine learning applications such as voice recognition and detection, Google Translate, image recognition, and natural language processing. About this 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. About you This Specialization is for software and machine learning engineers with a foundational understanding of TensorFlow who are looking to expand their knowledge and skill set by learning advanced TensorFlow features to build powerful models. Looking for a place to start? Master foundational basics with the DeepLearning.AI TensorFlow Developer Professional Certificate. Ready to deploy your models to the world? Learn how to go live with the TensorFlow: Data and Deployment Specialization.

Status: Autoencoders
Status: Visualization (Computer Graphics)
IntermediateSpecialization

Top reviews across TensorFlow: Advanced Techniques

JR

Reviewed Dec 25, 2020

The course makes some of the more advanced functionality in Tensorflow really accessible, and I think anyone serious about Tensorflow needs to take this course.

NS

Reviewed Feb 27, 2021

This course was fantastic! Laurence and DeepLearning.ai team did great job. Definitely recommended.

ND

Reviewed Sep 30, 2025

Excellent course ! The weekly assignments are also quite through and challenging. (Thankfully, the ungraded labs are quite helpful for solving the assignments).

FR

Reviewed Mar 17, 2021

Excellent course.I really appreciated to have a quiz and an assignment each week.Thanks to all the contributors.

MS

Reviewed Nov 24, 2020

Really great course, it teaches you all about the TF API and how to customize it for your needs, i thought only pytorch can make that as it's really pythonic, but i am a nieve noob what can i say.

PJ

Reviewed Dec 31, 2021

The course provides under-the-hood insights of Keras APIs and gives in-depth review of native TF APIs

PN

Reviewed May 19, 2024

I have well acquired advanced techniques related to computer vision area. Thank you so much all instructors in this course.

VJ

Reviewed Jul 5, 2024

A very professional course with an excellent instructor.

PD

Reviewed Jan 14, 2021

Wow! What a course it is! Amazing. Thanks to DeepLearningAi and Laurence for this course. But the mentors should be more active in the discussion forum. Not everyone is not comfortable with slack.

DG

Reviewed Nov 26, 2020

A very detailed course with lots of nitty gritty. Learned a lot and of course enjoyed it thoroughly.

EN

Reviewed Sep 30, 2021

I have learnt many useful computer vision algorithms and more importantly applied them myself. In my mind, practical sessions provided during the course makes it one of the best in Coursera platform

OS

Reviewed Mar 21, 2024

Although the VAE module was a bit difficult, I found this course helpful to refine my deep learning knowledge.

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Irina
Course: Custom Models, Layers, and Loss Functions with TensorFlow
2.0
Reviewed Nov 22, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Giora
Course: Custom Models, Layers, and Loss Functions with TensorFlow
3.0
Reviewed Jan 7, 2021Course: Custom Models, Layers, and Loss Functions with TensorFlow
Sieds
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 27, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Daniel
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 26, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Quazi
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 23, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Vishnu
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 14, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Sibasis
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 25, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Bernard
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 1, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Moustafa
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 25, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Eric
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 14, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
DEBASHIS
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 23, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Jay
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 26, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Shaik
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 21, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Santiago
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 10, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Cristian
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 2, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
SYEDA
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 21, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Bhavesh
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Jan 5, 2021Course: Custom Models, Layers, and Loss Functions with TensorFlow
Kaan
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Dec 16, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Ram
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Nov 25, 2020Course: Custom Models, Layers, and Loss Functions with TensorFlow
Julio
Course: Custom Models, Layers, and Loss Functions with TensorFlow
5.0
Reviewed Jan 2, 2021Course: Custom Models, Layers, and Loss Functions with TensorFlow