TensorFlow 2 for Deep Learning

开始时间: 12/21/2023 持续时间: Approximately 4 months to complete Suggested pace of 7 hours/week

所在平台: Coursera专项课程

课程主页: https://www.coursera.org/specializations/tensorflow2-deeplearning

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课程详情

Skills you will gain
Tensorflow
keras
TensorFlow Probability
Probabilistic Neural Networks
Deep Learning
Probabilistic Neural Network
Generative Model
Probabilistic Programming Language (PRPL)
About this Specialization
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This Specialization is intended for machine learning researchers and practitioners who are seeking to develop practical skills in the popular deep learning framework TensorFlow. The first course of this Specialization will guide you through the fundamental concepts required to successfully build, train, evaluate and make predictions from deep learning models, validating your models and including regularisation, implementing callbacks, and saving and loading models. The second course will deepen your knowledge and skills with TensorFlow, in order to develop fully customised deep learning models and workflows for any application. You will use lower level APIs in TensorFlow to develop complex model architectures, fully customised layers, and a flexible data workflow. You will also expand your knowledge of the TensorFlow APIs to include sequence models. The final course specialises in the increasingly important probabilistic approach to deep learning. You will learn how to develop probabilistic models with TensorFlow, making particular use of the TensorFlow Probability library, which is designed to make it easy to combine probabilistic models with deep learning. As such, this course can also be viewed as an introduction to the TensorFlow Probability library. Prerequisite knowledge for this Specialization is python 3, general machine learning and deep learning concepts, and a solid foundation in probability and statistics (especially for course 3).
Applied Learning Project
Within the Capstone projects and programming assignments of this Specialization, you will acquire practical skills in developing deep learning models for a range of applications such as image classification, language translation, and text and image generation.
Shareable Certificate
Shareable Certificate
Earn a Certificate upon completion
100% online courses
100% online courses
Start instantly and learn at your own schedule.
Flexible Schedule
Flexible Schedule
Set and maintain flexible deadlines.
Intermediate Level
Intermediate Level
* Python 3
* Knowledge of general machine learning concepts
* Knowledge of the field of deep learning
* Probability and statistics
Hours to complete
Approximately 4 months to complete
Suggested pace of 7 hours/week
Available languages
English
Subtitles: English, Arabic, French, Portuguese (European), Italian, Vietnamese, Korean, German, Russian, Spanish
Shareable Certificate
Shareable Certificate
Earn a Certificate upon completion
100% online courses
100% online courses
Start instantly and learn at your own schedule.
Flexible Schedule
Flexible Schedule
Set and maintain flexible deadlines.
Intermediate Level
Intermediate Level
* Python 3
* Knowledge of general machine learning concepts
* Knowledge of the field of deep learning
* Probability and statistics
Hours to complete
Approximately 4 months to complete
Suggested pace of 7 hours/week
Available languages
English
Subtitles: English, Arabic, French, Portuguese (European), Italian, Vietnamese, Korean, German, Russian, Spanish

课程大纲

Course Link: https://www.coursera.org/learn/getting-started-with-tensor-flow2

Name:Getting started with TensorFlow 2

Description:Offered by Imperial College London. Welcome to this course on Getting started with TensorFlow 2! In this course you will learn a complete ... Enroll for free.

Course Link: https://www.coursera.org/learn/customising-models-tensorflow2

Name:Customising your models with TensorFlow 2

Description:Offered by Imperial College London. Welcome to this course on Customising your models with TensorFlow 2! In this course you will deepen ... Enroll for free.

Course Link: https://www.coursera.org/learn/probabilistic-deep-learning-with-tensorflow2

Name:Probabilistic Deep Learning with TensorFlow 2

Description:Offered by Imperial College London. Welcome to this course on Probabilistic Deep Learning with TensorFlow! This course builds on the ... Enroll for free.

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