Climate Change Forecasting Using Deep Learning

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In this Guided Project, you will:

Understand the theory and intuition behind Recurrent Neural Networks and LSTM

Build and train the LSTM based time series model

Assess Trained model performance

1 hour
Intermediate
No download needed
Split-screen video
English
Desktop only

In this hands-on project, we will analyze the change in temperatures across globe from the 17th century till now and build a multivariate deep learning based time series model to forecast the U.S. Average temperature. Predictive models attempt at forecasting future value based on historical data.

Skills you will develop

  • Deep Learning

  • Artificial Intelligence (AI)

  • visualization

  • Machine Learning

  • Time Series Modelling

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Understand the Problem Statement and Business Case

  2. Import libraries and datasets

  3. Perform exploratory data analysis

  4. Perform data cleaning

  5. Perform Data Visualization

  6. Prepare the data before model training (Global Data)

  7. Understand the intuition behind LSTM Networks

  8. Build and train LSTM model for predicting global temperature trend (Global Data)

  9. Assess model performance (Global Data)

  10. Prepare the data before model training (U.S. Data)

How Guided Projects work

Your workspace is a cloud desktop right in your browser, no download required

In a split-screen video, your instructor guides you step-by-step

Frequently asked questions

By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.

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At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.

Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.

You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.

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