Perceive and construct Deep Studying fashions for photographs, textual content and extra utilizing Python and Keras
What you’ll study
- To explain what Deep Studying is in a easy but correct manner
- To elucidate how deep studying can be utilized to construct predictive fashions
- To differentiate which sensible functions can profit from deep studying
- To put in and use Python and Keras to construct deep studying fashions
- To use deep studying to resolve supervised and unsupervised studying issues involving photographs, textual content, sound, time sequence and tabular knowledge.
- To construct, prepare and use absolutely linked, convolutional and recurrent neural networks
- To take a look at the internals of a deep studying mannequin with out intimidation and with the power to tweak its parameters
- To coach and run fashions within the cloud utilizing a GPU
- To estimate coaching prices for giant fashions
- To re-use pre-trained fashions to shortcut coaching time and price (switch studying)
- Information of Python, familiarity with management circulate (if/else, for loops) and pythonic constructs (capabilities, lessons, iterables, mills)
- Use of bash shell (or equal command immediate) and primary instructions to repeat and transfer information
- Fundamental information of linear algebra (what’s a vector, what’s a matrix, learn how to calculate dot product)
- Use of ssh to hook up with a cloud pc
This Deep Studying with Python and Keras course is created to provide a complete intro to Deep Studying. It’s focused at newbies and intermediate builders and knowledge scientists who acknowledge with Python and want to comprehend and use Deep Studying strategies to a spread of points.
We start with an analysis of Deep Studying functions and a wrap-up of Machine Studying instruments and strategies. We current Synthetic Neural Networks and describe how they’re skilled to resolve Regression and Classification points.
Over the rest of the Deep Studying with Python and Keras course we current and describe quite a few architectures consisting of Absolutely Related, Convolutional and Recurrent Neural Networks, and for every of those we focus on each the idea and provide lots of instance functions.
This course is a wonderful stability in between principle and observe. We don’t keep away from describing mathematical data and on the identical time we provide exercises and pattern code to make use of what you’ve merely discovered.
The target is to supply trainees with a powerful construction, not merely principle, not merely scripting, nevertheless each. On the finish of the Deep Studying with Python and Keras course you’ll have the power to acknowledge which points could be fastened with Deep Studying, you’ll have the power to create and prepare a spread of Neural Community fashions and also you’ll have the power to make the most of cloud computing to speed up coaching and improve your mannequin’s effectivity.
Who this course is for:
- Software program engineers who surprise about knowledge science and concerning the Deep Studying buzz and want to get a a lot better understanding of it
- Knowledge scientists who acknowledge with Machine Studying and want to set up a powerful elementary understanding of deep studying
Created by Knowledge Weekends, Jose Portilla, Francesco Mosconi
Final up to date 6/2018
Size: 1.47 GB