In this 45-minute long project-based course, you will build and train a multilayer perceptronl (MLP) model using Keras, with Tensorflow as its backend. We will be working with the Reuters dataset, a set of short newswires and their topics, published by Reuters in 1986. It's a very simple, widely used toy dataset for text classification. There are 46 different topics, some of which are more represented than others. But each topic has at least 10 examples in the training set. So in this project, you will build a MLP feed-forward neural network to classify Reuters newswires into 46 different mutually-exclusive topics.
Build Multilayer Perceptron Models with Keras
Instructor: Snehan Kekre
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What you'll learn
Build and train a multilayer perceptron (MLP) with Keras
Perform topic classification with neural networks
Skills you'll practice
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About this Guided Project
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:
Project Overview and Import Libraries
Load the Reuters Dataset
Vectorize Sequences and One-hot Encode Class Labels
Build Multilayer Perceptron Model
Train Model
Evaluate Model on Test Data
Recommended experience
The prerequisites for the project are prior Python programming experience as well as a theoretical understanding of neural networks.
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Practice new skills by completing job-related tasks.
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Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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