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DeepLearning.AI

Custom Models, Layers, and Loss Functions with TensorFlow

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.

状态:Keras (Neural Network Library)
状态:Model Evaluation
中级课程小时

精选评论

RA

5.0评论日期: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 :)

QT

5.0评论日期:Aug 29, 2021

extremely detailed course on how to use API functions, I found that the weeks in which week 1 is the most difficult with homework the following weeks they are too simple

MS

5.0评论日期:Aug 22, 2023

Very interesting course! Here, I learned a lot of new things related to TensorFlow. The explanation of the material is easy to understand, and the exercises are also quite challenging.

DG

5.0评论日期:Nov 23, 2020

Such an awesome course. The examples given are just to the point. Can't thank enough Coursera for providing such a lovely platform and Laurence, what an amazing instructor.

AM

5.0评论日期:Jul 29, 2022

It was a very useful course. Now I can build deep learning models with my desired architecture. I am also able to understand the implementation method of famous models like VGG-16.

PD

5.0评论日期: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.

FG

5.0评论日期: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!

AF

5.0评论日期:Oct 13, 2022

A​mazing course. I had done the deep learning specialization before this to understand principles, so this course helped me implement those principles in tensorflow

LS

5.0评论日期:Apr 10, 2021

It was a very good course, very clearly explained. The rhythm was not so high and I enjoyed the chance to go step by step going in deep in important concepts.

SS

5.0评论日期:Feb 14, 2022

1​. Course labs are well designed2​. Material covers real world problems3​. Course is well designed 4​. Instructors are very good in the subject5​. Teaching method is good

MS

5.0评论日期: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.

DS

5.0评论日期:Mar 29, 2021

I was looking for a course about this specific topics. Previous NN courses were cool, but I think they kep short on making more complex Architechtures, which is perfectly addressed in this course.

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显示:20/228

Irina Gruzinov
2.0
评论日期:Nov 22, 2020
Giora Simchoni
3.0
评论日期:Jan 7, 2021
Sieds Minnema
5.0
评论日期:Nov 27, 2020
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5.0
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Quazi Rabbi
5.0
评论日期:Nov 23, 2020
Vishnu Dutt Pathak
5.0
评论日期:Dec 14, 2020
Sibasis S
5.0
评论日期:Nov 25, 2020
Bernard Fromson
5.0
评论日期:Dec 1, 2020
Moustafa Shomer
5.0
评论日期:Nov 25, 2020
Eric Lownes
5.0
评论日期:Dec 14, 2020
DEBASHIS GHOSH
5.0
评论日期:Nov 23, 2020
Jay Reddi
5.0
评论日期:Dec 26, 2020
Shaik Sameer
5.0
评论日期:Nov 21, 2020
Santiago Ibañez Caturla
5.0
评论日期:Dec 10, 2020
Cristian Silva
5.0
评论日期:Dec 2, 2020
SYEDA FATIMA
5.0
评论日期:Dec 21, 2020
Bhavesh Waghela
5.0
评论日期:Jan 4, 2021
Kaan Bıçakcı
5.0
评论日期:Dec 16, 2020
Ram Kiran Kesana
5.0
评论日期:Nov 25, 2020
Julio César Muñoz Benítez
5.0
评论日期:Jan 2, 2021