About this Specialization
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).
From | Imperial College London via Coursera |
---|---|
Hours | 72 |
Instructor | Dr Kevin Webster |
Language | English |
Subjects | Programming Data Science Mathematics |
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Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Learning Services $59k
Computer Vision, Deep Learning Engineer $67k
Computer Vision & Deep Learning Engineer $67k
Deep Clean Sales Specialist $76k
Deep clean specialist $76k
Deep Learning Research Scientist $86k
Deep Learning Research Engineer $88k
Research Scientist - Deep Learning $91k
Senior Learning Specialist, Learning and Development $102k
Deep Learning R&D Engineer $127k
Learning Assitant $142k
Deep Submergence Systems Program Manager $157k
Courses in this Specialization
Listed in the order in which they should be taken
Starts | Course Information | |
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Jun |
Getting started with TensorFlow 2 (You were viewing this course) Welcome to this course on Getting started with TensorFlow 2! In this course you will learn a complete end-to-end workflow for developing deep learning models with Tensorflow,... Coursera | Imperial College London |
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Jun |
Customising your models with TensorFlow 2 Welcome to this course on Customising your models with TensorFlow 2! In this course you will deepen your knowledge and skills with TensorFlow, in order to develop fully... Coursera | Imperial College London |
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Jul |
Probabilistic Deep Learning with TensorFlow 2 Welcome to this course on Probabilistic Deep Learning with TensorFlow! This course builds on the foundational concepts and skills for TensorFlow taught in the first two courses... Coursera | Imperial College London |
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From | Imperial College London via Coursera |
---|---|
Hours | 72 |
Instructor | Dr Kevin Webster |
Language | English |
Subjects | Programming Data Science Mathematics |
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Learning Services $59k
Computer Vision, Deep Learning Engineer $67k
Computer Vision & Deep Learning Engineer $67k
Deep Clean Sales Specialist $76k
Deep clean specialist $76k
Deep Learning Research Scientist $86k
Deep Learning Research Engineer $88k
Research Scientist - Deep Learning $91k
Senior Learning Specialist, Learning and Development $102k
Deep Learning R&D Engineer $127k
Learning Assitant $142k
Deep Submergence Systems Program Manager $157k
Similar Courses
Sorted by relevance