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Back to Custom Models, Layers, and Loss Functions with TensorFlow

Learner Reviews & Feedback for Custom Models, Layers, and Loss Functions with TensorFlow by DeepLearning.AI

4.9
stars
1,101 ratings

About the Course

In this course, you will: • Compare Functional and Sequential APIs, discover new models you can build with the Functional API, and build a model that produces multiple outputs including a Siamese network. • Build custom loss functions (including the contrastive loss function used in a Siamese network) in order to measure how well a model is doing and help your neural network learn from training data. • Build off of existing standard layers to create custom layers for your models, customize a network layer with a lambda layer, understand the differences between them, learn what makes up a custom layer, and explore activation functions. • Build off of existing models to add custom functionality, learn how to define your own custom class instead of using the Functional or Sequential APIs, build models that can be inherited from the TensorFlow Model class, and build a residual network (ResNet) through defining a custom model class. The DeepLearning.AI TensorFlow: Advanced Techniques Specialization introduces the features of TensorFlow that provide learners with more control over their model architecture and tools that help them create and train advanced ML models. This Specialization is for early and mid-career 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....

Top reviews

RA

Jan 6, 2021

I started this course with the intention of learning the syntax needed to implement VAEs. This course satisfied that requirement perfectly! Thank you :)

FG

Nov 10, 2022

Very interesting and well-explained course. Laurence is an amazing instructor and makes everything easier to understand and master. I definitely will be recommending this course to my colleagues!

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101 - 125 of 226 Reviews for Custom Models, Layers, and Loss Functions with TensorFlow

By Nikolay S

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Feb 28, 2021

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

By Akshay K

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Dec 28, 2021

The courses are really helpful in understanding the basics of how to build custom things with TF.

By Deleted A

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Jun 29, 2021

very useful to implement our custom networks. Thanks for clear explanation and tangible examples

By Sharath K

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Mar 18, 2023

Excellent and to-the-point instructor. The weekly labs were terrific too and I learned a lot :)

By Gonzalo G N

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Feb 19, 2021

Excelent information really interesting and helpful for developing my projects with Tensorflow!

By Abdelrhman y a m

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Oct 9, 2021

fantastic Course Teach you How u can use TensorFlow and Keras with Professional way so thanks

By Nancy S

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Dec 31, 2021

This course is super concise and useful. I've never thought Tensorflow can be such flexible!

By Rajendra A

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Jul 14, 2021

Excellent course content, videos, labs and assignment with clear instructions or guidelines.

By kishan b

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Oct 19, 2023

Super helpful when it comes to understanding the nuances in Model Architecture and Design

By Adarsh N L

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May 17, 2023

It really helped me a lot to formulate my custom loss function for my research works.

By Yongji W

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Jan 18, 2022

This course is extrememly helpful to help me learn building custom model and layers

By Ahmed K

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Aug 5, 2023

Straightforward, rich and excellent Content , Thank you Deeplearning.ai once again

By sina c

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Dec 7, 2021

Very well design, easy to follow and with great depth of knowledge. Fantastic work!

By Vaibhav B

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Jun 5, 2021

An amazing course! a deep understanding into customising layers,losses and models.

By Lois A L

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Feb 12, 2021

Insightful. I like the built-up of the concepts and how the course was structured.

By Liu Y

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Feb 17, 2021

good enough but can be more complex, week 5 is a little bit useless in my view.

By Yagna G

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Apr 7, 2022

Very useful for building our own network architectures specific to our purpose

By Anselmo M O

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Aug 15, 2021

Curso Fantástico, mescla muito bem a parte pratica com a teórica. Parabéns!

By Fabricio Q

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Nov 19, 2023

Easy to follow course to get started on the advanced aspects of TensorFlow.

By Oliver G

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Oct 20, 2022

Great Course. Very concise and clear explanations and practical examples.

By chakbong l

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Aug 11, 2024

Extremely useful for those who want to build your own deep learning model

By Mojtaba A

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Aug 14, 2022

What a mastered lecturer is Laurence! Good luck for him and Coursera team

By Jacek B

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May 4, 2022

Very nice overview that helps with fast start of some TensorFlow features

By Rajul A

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Jun 1, 2021

Extremely succint but yet had so many hidden gems explained very well.

By Francesco F

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Mar 2, 2022

Very useful topics explained in a clear, complete, and rigourous way.