In this 2 hour long project, you will learn how to preprocess a text dataset comprising recipes. You will learn how to use natural language processing techniques to generate word embeddings for these ingredients, using Word2Vec. These word embeddings can be used for recommendations in an online store based on added items in a basket, or to suggest alternative items as replacements when stock is limited. You will build this recommendation/discovery feature in an interactive and aesthetic visualization tool.
Interactive Word Embeddings using Word2Vec and Plotly
1,413 already enrolled
What you'll learn
Clean and preprocess text data for modeling
Train and evaluate word embedding models
Build an interactive network graph that can be used for recommendations and related item discovery
Skills you'll practice
- Category: Python Programming
- Category: Machine Learning
- Category: Natural Language Processing
Details to know
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Learn, practice, and apply job-ready skills in less than 2 hours
- Receive training from industry experts
- Gain hands-on experience solving real-world job tasks
- Build confidence using the latest tools and technologies
About this Guided Project
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Introduction to the task and demo
Exploratory data analysis and preprocessing
Model theory and training
Basic model results analysis
Building interactive visual tool with graphs for full-scale analysis
Intermediate Python users with some experience with Natural Language Processing and/or Machine Learning.
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How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
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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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.