English/French Translator: Long Short Term Memory Networks

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在此指导项目中,您将:

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
Beginner初级
Cloud无需下载
Video分屏视频
Comment Dots英语(English)
Laptop仅限桌面

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.

您要培养的技能

Python ProgrammingMachine LearningNatural Language ProcessingArtificial Intelligence(AI)

分步进行学习

在与您的工作区一起在分屏中播放的视频中,您的授课教师将指导您完成每个步骤:

  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

指导项目工作原理

您的工作空间就是浏览器中的云桌面,无需下载

在分屏视频中,您的授课教师会为您提供分步指导

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