Introduction to Transformer for NLP with Python

[LeeAndro]

Published 07/2022MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 ChGenre: eLearning | Language: English + srt | Duration: 33 lectures (7h 1m) | Size: 2.92 GB

Chunking
Bag of Words
Hugging Face transformer
POS tagging
TF-IDF
GPT-2
Token Classification
BERT
Stemming
Lemmatization
NER
Preprocessing data
Attention
Fine-tuning

Expert in Pytorch
Expert in Recurrent Neural Network
Expert in Python programming language

Interested in the field of Natural Language Processing (NLP)​

Then this course is for you!

This course has been designed by a software eeer. I hope with the experience and knowledge I did gain throughout the years, I can share my knowledge and help you learn complex theories, algorithms, and coding libraries in a simple way.

I will walk you step-by-step into the transformer which is a very powerful tool in Natural Language Processing. With every tutorial, you will develop new skills and improve your understanding of transformers in Natural Language Processing.

This course is fun and exciting, but at the same , we dive deep into transformer. Throughout the brand new version of the course, we cover tons of tools and technologies including

Deep Learning.

Google Colab

Keras.

Matplotlib.

Splitting Data into Training Set and Test Set.

Training Neural Network.

Model building.

Analyzing Results.

Model compilation.

Make a Prediction.

Testing Accuracy.

Confusion Matrix.

Numpy.

Pandas.

Tensorflow.

Chunking

Bag of Words

Hugging Face transformer

POS tagging

TF-IDF

GPT-2

Token Classification

BERT

Stemming

Lemmatization

NER

Preprocessing data.

Attention

Fine-tuning

Moreover, the course is packed with practical exercises that are based on real-life examples. So not only will you learn the theory, but you will also get some hands-on practice building your own models. There are several projects for you to practice and build up your knowledge. These projects are listed below

Gender Identification.

Sennt Analyzer.

Topic Modelling

IMDB Project.

QA project.

Text generation project.

Anyone interested in Deep Learning, Machine Learning and Artificial Intelligence
Anyone passionate about Artificial Intelligence
Anyone interested in Natural Language Processing
Data Scientists who want to take their AI Skills to the next level

HomePage:

https://anonymz.com/https://www.udemy.com/course/la-hoang-quy-introduction-to-transformer-for-nlp-with-python/

DOWNLOAD

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