Offered By: IBMSkillsNetwork
Mastering NLP and Clustering: Find Best Courses Like a Pro
In this project, you'll dive into the exciting realm of Natural Language Processing (NLP) and Machine Learning (ML) to identify similar courses. From preprocessing text to vectorizing it with cutting-edge NLP models like BERT, you'll master the art of preparing text for analysis. Get hands-on experience with clustering algorithms and find out the optimal number of clusters using various methods. Discover the beauty of data visualization as you plot similar courses in 2D and 3D. Finally, search and recommend clusters tailored to your specific interests - all in one project!
Continue readingGuided Project
Data Science
299 EnrolledAt a Glance
In this project, you'll dive into the exciting realm of Natural Language Processing (NLP) and Machine Learning (ML) to identify similar courses. From preprocessing text to vectorizing it with cutting-edge NLP models like BERT, you'll master the art of preparing text for analysis. Get hands-on experience with clustering algorithms and find out the optimal number of clusters using various methods. Discover the beauty of data visualization as you plot similar courses in 2D and 3D. Finally, search and recommend clusters tailored to your specific interests - all in one project!
A Look at the Project Ahead
In this project, you will learn how to:
- Prepare text for analysis through various stages
- Vectorize text for ML tasks using state-of-the-art NLP models (the BERT model for embeddings)
- Determine the optimal number of clusters using different methods
- Use the K-means algorithm for clustering
- Visualize similar courses in 2D and 3D plots
- Search and recommend the cluster based on your search term
What You'll Need
Estimated Effort
1 Hour
Level
Intermediate
Industries
Information Technology
Skills You Will Learn
Clustering, Data Analysis, Machine Learning, Python, Recommendation
Language
English
Course Code
GPXX0QZ9EN