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Look inside
Text summarization is a powerful data science technique. It allows vital high-level information to be automatically extracted from reams of text data, without any slow and expensive human analysis.
In this liveProject, you’ll master text summarization techniques for summarizing news data by building a tool that can extract key information about COVID-19 from news articles using the PyTorch deep learning library. Your challenges will include cleaning your data set, building an attention-based deep learning model, and evaluating the success of your model using TensorBoard and ROUGE scores.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
liveProject mentor Richard Dze shares what he likes about the Manning liveProject platform.
book resources
When you start your liveProject, you get full access to the following books for 90 days.
prerequisites
The liveProject is for intermediate Python programmers who know the basics of data science. To begin this liveProject, you will need to be familiar with the following:
TOOLS- Intermediate Python
- Basics of pandas
- Basics of NumPy
- Basics of scikit-learn
- Basics of Jupyter Notebook
- Basics of PyTorch
- Basics of machine learning
- Basics of sequence-to-sequence modeling
- Basics of deep learning concepts
you will learn
In this liveProject, you’ll master PyTorch-based text summarization, a useful and easily transferable data science task. Text summarization can be applied to many real-world applications such as legal document summarization, classified document analysis, spam detection, and more.
- Sequence to sequence models with attention techniques
- Text data cleanup techniques
- Feature generation techniques
- Model building using PyTorch
- Model debugging with TensorBoard
- Analyzing model performance tradeoffs
features
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- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
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- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
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Summarize COVID-19 News Using NLP and PyTorch project for free
Summarize COVID-19 News Using NLP and PyTorch project for free
team
monthly
annual
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- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
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Summarize COVID-19 News Using NLP and PyTorch project for free
