Description
Natural Language Processing From First Principles course. In this course, motivated beginners will learn the basics of natural language processing and deep learning. Students code their word embedding vectors from scratch, using Numpy and a little calculus. For students who do not have the required background, a random course in required mathematics is included. We will cover the basics of calculus and linear algebra in a brief overview, so students can easily follow all mathematical derivations. Instead of just presenting the results, each step of the mathematical derivation is included. It helps students develop a deeper understanding of natural language processing and artificial intelligence in general. Far from being a course where students are simply spoon-fed an instructor’s commentary, students learn to glean information directly from the source. I’ll show you a repeatable and easy-to-remember framework for reading, understanding, and implementing deep learning research papers. You’ll gain insight into how verbs in research papers map to real-world code. It’s an essential skill set for all AI and data science professionals and will help you stand out from the crowd. Good coding practices will be emphasized throughout the course. Students will learn the basics of writing Pythonic and extensible code from the ground up so they can easily transition to writing more complex code for production.
What you will learn in Natural Language Processing From First Principles course
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How to code word embeddings from scratch
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How to do stochastic gradient descent
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How to augment data for natural language processing
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How to do negative sampling
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How to do subsampling
This course is suitable for people who
- Python developers are curious about natural language processing
Description of Natural Language Processing From First Principles course
- Publisher: Udemy
- teacher: Phil Tabor
- Training level: beginner to advanced
- Training duration: 3 hours and 13 minutes
- Number of courses: 25
Course headings Natural Language Processing From First Principles
Course prerequisites
- Precalculus
- Algebra
- Python
Course images
Sample video of the course
Installation guide
After Extract, view with your favorite Player.
English subtitle
Quality: 720p
download link
File(s) password: www.downloadly.ir
Volume
1.13 GB
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