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
Interactive Word Embeddings using Word2Vec and Plotly
Instructor: Ari Anastassiou
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Guided Project
Learn, practice, and apply job-ready skills with expert guidance
Intermediate level
Recommended experience
2 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.5
(42 reviews)
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
Details to know
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Taught in English
Guided Project
Learn, practice, and apply job-ready skills with expert guidance
Intermediate level
Recommended experience
2 hours
Learn at your own pace
No downloads or installation required
Only available on desktop
Hands-on learning
4.5
(42 reviews)
See how employees at top companies are mastering in-demand skills
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
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:
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
Recommended experience
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.
Expert guidance
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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By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
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