About this Course
In case you are a software program developer who needs to construct scalable AI-powered algorithms, you should perceive use the instruments to construct them. This Specialization will educate you finest practices for utilizing TensorFlow, a well-liked open-source framework for machine studying.
WHAT YOU WILL LEARN
Remedy time sequence and forecasting issues in TensorFlow
Put together information for time sequence studying utilizing finest practices
Discover how RNNs and ConvNets can be utilized for predictions
Construct a sunspot prediction mannequin utilizing real-world information
SKILLS YOU WILL GAIN
- Machine Studying
- Time Collection
Syllabus – What you’ll be taught from this course
6 hours to finish
Sequences and Prediction
Hello Learners and welcome to this course on sequences and prediction! On this course we’ll check out a few of the distinctive concerns concerned when dealing with sequential time sequence information — the place values change over time, just like the temperature on a specific day, or the variety of guests to your site. We’ll talk about varied methodologies for predicting future values in these time sequence, constructing on what you’ve realized in earlier programs!
6 hours to finish
Deep Neural Networks for Time Collection
Having explored time sequence and a few of the frequent attributes of time sequence corresponding to development and seasonality, after which having used statistical strategies for projection, let’s now start to show neural networks to acknowledge and predict on time sequence!
5 hours to finish
Recurrent Neural Networks for Time Collection
Recurrent Neural networks and Lengthy Quick Time period Reminiscence networks are actually helpful to categorise and predict on sequential information. This week we’ll discover utilizing them with time sequence…
7 hours to finish
Actual-world time sequence information
On prime of DNNs and RNNs, let’s additionally add convolutions, after which put all of it collectively utilizing a real-world information sequence — one which measures sunspot exercise over a whole lot of years, and see if we will predict utilizing it.