Natural Language Processing with PyTorch

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Zhongyu Pan

41:04

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01 - Introduction

01 - Welcome.mp4

01:17

02 - What you should know.mp4

01:24

02 - 1. NLP with Deep Learning Introduction

01 - Popular topics in NLP.mp4

02:14

02 - Introducing deep learning.mp4

03:39

03 - 2. PyTorch Basics

01 - Why PyTorch.mp4

01:42

02 - PyTorch tensor.mp4

04:48

04 - 3. Guided Project CNN Text Classification with PyTorch

01 - Preprocessing text dataset.mp4

09:17

02 - Building a simple CNN model.mp4

06:26

03 - Train and evaluate functions.mp4

03:46

04 - Challenge Training process.mp4

01:48

05 - Solution Training process.mp4

03:56

05 - Conclusion

01 - Keep learning and connect.mp4

00:47

Description

Learn about natural language processing with PyTorch, the popular deep learning tool used by tech giants like OpenAI and Microsoft. In this course, Zhongyu Pan guides you through the basics of using PyTorch in natural language processing (NLP). She explains how to transform text into datasets that you can feed into deep learning models. Zhongyu walks you through a text classification project with two frequently used deep learning models for NLP: RNN and CNN. She also shows you how to tune hyperparameters and construct model layers to get more robust and accurate results, as well as the differences between the two models for NLP tasks.

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Python

Natural Language Processing

Zhongyu Pan

Instructor's Courses

Music, languages and software engineering are indispensable parts of my life. Being raised in a family where both of my parents are musicians, music stores my past sentiments for precious memories and languages are vessels for me to get to appreciate beautiful souls and minds of human all over the world. Software engineering makes the above romantic fields more down-to-earth and approachable. Always love to talk to new people and learn from them, and willing to share anything I know. I also deem myself as life-long learner, seeking for a harmony in life -- along with reading, singing, dancing, yoga, cardio, weight-lifting etc. I ask myself to be positive all the time -- if I could, since smiling is also a way of contributing to the world. Looking at any obstacles or seemingly exhausting tasks as essential lessons in our lives, and as gifts from God, things can barely upset us. Just be happy, enjoy every moment and try to do something meaningful to the world.

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