If you are a software developer who wants to build scalable AI-powered algorithms, you need to understand how to use the tools to build them. This Specialization will teach you best practices for using TensorFlow, a popular open-source framework for machine learning. In this fourth course, you will learn how to build time series models in TensorFlow. You鈥檒l first implement best practices to prepare time series data. You鈥檒l also explore how RNNs and 1D ConvNets can be used for prediction. Finally, you鈥檒l apply everything you鈥檝e learned throughout the Specialization to build a sunspot prediction model using real-world data! The Machine Learning course and Deep Learning Specialization from Andrew Ng teach the most important and foundational principles of Machine Learning and Deep Learning. This new DeepLearning.AI TensorFlow Developer Specialization teaches you how to use TensorFlow to implement those principles so that you can start building and applying scalable models to real-world problems. To develop a deeper understanding of how neural networks work, we recommend that you take the Deep Learning Specialization.
Bi-directional LSTMs
Skills You'll Learn
Deep Learning, Artificial Neural Networks, Tensorflow, Time Series Analysis and Forecasting, Predictive Modeling, Forecasting, Data Processing, Applied Machine Learning, Machine Learning
Reviews
4.7 (5,127 ratings)
- 5 stars77.92%
- 4 stars15.81%
- 3 stars3.92%
- 2 stars1.15%
- 1 star1.18%
JH
Mar 22, 2020
Really like the focus on practical application and demonstrating the latest capability of TensorFlow. As mentioned in the course, it is a great compliment to Andrew Ng's Deep Learning Specialization.
SP
Jun 5, 2020
I really love this course. It's really easy to understand and systematic. please create more course about time series forecasting. Thank you very much. I've learned a lot of things from this course.
From the lesson
Real-world time series data
On top of DNNs and RNNs, let's also add convolutions, and then put it all together using a real-world data series -- one which measures sunspot activity over hundreds of years, and see if we can predict using it.
Taught By
Laurence Moroney
Instructor