Description
Natural Language Processing from First Principles Course. This course teaches motivated beginners the basics of natural language processing and deep learning. Students will program their word embedding vectors from scratch using Numpy and a little calculus. For students who don’t have the necessary prior knowledge, a random course in required math is included. We will cover the basics of calculus and linear algebra in a quick overview so that students can easily understand all the 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 shoved down a lecturer’s commentary, students learn to extract information directly from the source. I will show you a repeatable and easy-to-remember framework for reading, understanding, and implementing deep learning research papers. You will gain insights into how verbs in research papers map to real-world code. It is an essential skill for all AI and data science professionals and will help you stand out from the crowd. Throughout the course, emphasis is placed on good programming practices. Students will learn the fundamentals of writing Pythonic and extensible code from scratch, allowing them to easily move on to writing more complex code for production.
What you will learn in the Natural Language Processing from First Principles course
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How to encode word embeddings from scratch
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How to perform stochastic gradient descent
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How to extend data for natural language processing
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How to perform a negative sample
This course is suitable for people who
- Python developers are curious about natural language processing
Description of natural language processing from the First Principles course.
- Editor: Udemy
- Teacher: Phil Tabor
- Training level: beginner to advanced
- Training duration: 3 hours and 13 minutes
- Number of courses: 25
Course titles Natural Language Processing From First Principles
Course requirements
- Preliminary calculation
- algebra
- python
Course pictures
Sample video of the course
installation Guide
After extracting, you can watch it with your favorite player.
English subtitles
Quality: 720p
Download link
File(s) password: www.downloadly.ir
File size
1.1GB