Build an Awesome Data Science portfolio project
In this video we explore the world of Naruto through a data-driven lens. In this project, we'll take you through the step-by-step process of building a comprehensive dataset about the anime using Scrapy. We'll show you how to extract Named entities from text with Spacy (NER), create intricate character networks with networkx and pyviz, identify the main themes of Naruto using Zero-shot classifiers, and train a Huggingface state of the art NLP transformers model to classify Jutsus based on their titles and description.
By the end of this video, you'll have a comprehensive data science portfolio project that will be a valuable addition to your resume. Whether you're a seasoned data scientist or a beginner, this project is a great way to hone your skills and unleash your inner Hokage. So grab your ninja headband and get ready to explore the world of Naruto in a whole new way!
LINKS
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Subtitles data link: https://www.subtitlist.com/subtitles/...
Narutopedia jutsu page: https://naruto.fandom.com/wiki/Specia...
GitHub repo for this project: https://github.com/abdullahtarek/naru...
🔑 TIMESTAMPS
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0:00 - Intro & objectives
0:43 - Collecting and Scraping Data
6:51 - Character Network
13:28 - Theme classifier
17:13 - Jutsu Classifier
I would like to give a special thanks to @TinaHuang1 for coming up with the idea of this amazing data science project. I would also like to express my gratitude to @Thuvu5 for providing a tutorial on character networks.
#datascience #dataanalytics #machinelearning #python #nlp #gpt #networkanalysis
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