English/French Translator: Long Short Term Memory Networks

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In this Guided Project, you will:

Create a pipeline to remove stop-words, perform tokenization and padding

Understand the theory and intuition behind Recurrent Neural Networks and LSTM

Train the deep learning model and assess its performance

Clock1.5
BeginnerBeginner
CloudNo download needed
VideoSplit-screen video
Comment DotsEnglish
LaptopDesktop only

In this hands-on project, we will train a Long Short Term (LSTM) Network to perform English to French Translation. This project could be practically used by travelers or people who are settling into a new country. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Skills you will develop

Python ProgrammingMachine LearningNatural Language ProcessingArtificial Intelligence(AI)

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. Task #1: Understand the Problem Statement and business case

  2. Task #2: Import libraries and datasets

  3. Task #3: Perform Data Cleaning

  4. Task #4: Visualize Cleaned up dataset

  5. Task #5: Prepare the data by tokenizing and padding

  6. Task #6: Understand the theory and intuition behind Recurrent Neural Networks

  7. Task #7: Understand the theory and intuition behind LSTM Networks

  8. Task #8: Build and train the model

  9. Task #9: Assess trained model performance

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

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Frequently asked questions

Frequently Asked Questions

More questions? Visit the Learner Help Center.