English/French Translator: Long Short Term Memory Networks

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En este proyecto guiado, tú:

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
BeginnerPrincipiante
CloudNo se necesita descarga
VideoVideo de pantalla dividida
Comment DotsInglés (English)
LaptopSolo escritorio

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.

Habilidades que desarrollarás

Python ProgrammingMachine LearningNatural Language ProcessingArtificial Intelligence(AI)

Aprende paso a paso

En un video que se reproduce en una pantalla dividida con tu área de trabajo, tu instructor te guiará en cada paso:

  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

Cómo funcionan los proyectos guiados

Tu espacio de trabajo es un escritorio virtual directamente en tu navegador, no requiere descarga.

En un video de pantalla dividida, tu instructor te guía paso a paso

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