Language: English | Size: 1.28 GB | Duration: 2h 52m
Learn the Technology Behind AI Tools Like ChatGPT: Understanding, Generating, and Classifying Human Language
What you'll learn
Natural Language Processing for AI
Text preprocessing techniques
Text tagging and entity extraction
Sentiment analysis
Uncovering topics in the text
Text classification
Vectorizing text for machine learning
Requirements
Basic Python programming skills
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction/1 - Introduction to the course.mp4
54.6 MB
~Get Your Files Here !/1 - Introduction/2 - Introduction to NLP.mp4
32.6 MB
~Get Your Files Here !/1 - Introduction/3 - NLP in everyday life.mp4
18.9 MB
~Get Your Files Here !/1 - Introduction/4 - Supervised vs Unsupervised NLP.mp4
26.3 MB
~Get Your Files Here !/2 - Text Preprocessing/10 - Stemming.mp4
7.1 MB
~Get Your Files Here !/2 - Text Preprocessing/11 - Lemmatization.mp4
10.7 MB
~Get Your Files Here !/2 - Text Preprocessing/12 - Ngrams.mp4
18.2 MB
~Get Your Files Here !/2 - Text Preprocessing/13 - Practical task.mp4
60.6 MB
~Get Your Files Here !/2 - Text Preprocessing/13 - tripadvisor-hotel-reviews.csv
65.9 KB
~Get Your Files Here !/2 - Text Preprocessing/5 - The importance of data preparation.mp4
33.7 MB
~Get Your Files Here !/2 - Text Preprocessing/6 - Lowercase.mp4
9.4 MB
~Get Your Files Here !/2 - Text Preprocessing/7 - Removing stop words.mp4
19.8 MB
~Get Your Files Here !/2 - Text Preprocessing/8 - Regular expressions.mp4
40.6 MB
~Get Your Files Here !/2 - Text Preprocessing/9 - Tokenization.mp4
7.8 MB
~Get Your Files Here !/3 - Identifying Parts of Speech and Named Entities/14 - Text tagging.mp4
23 MB
~Get Your Files Here !/3 - Identifying Parts of Speech and Named Entities/15 - Parts of speech POS tagging.mp4
20.6 MB
~Get Your Files Here !/3 - Identifying Parts of Speech and Named Entities/16 - Named entity recognition NER.mp4
24 MB
~Get Your Files Here !/3 - Identifying Parts of Speech and Named Entities/17 - bbc-news.csv
333.4 KB
~Get Your Files Here !/3 - Identifying Parts of Speech and Named Entities/17 - Practical task.mp4
52.3 MB
~Get Your Files Here !/4 - Sentiment Analysis/18 - What is sentiment analysis.mp4
37.2 MB
~Get Your Files Here !/4 - Sentiment Analysis/19 - Rulebased sentiment analysis.mp4
22.8 MB
~Get Your Files Here !/4 - Sentiment Analysis/20 - Pretrained transformer models.mp4
22.2 MB
~Get Your Files Here !/4 - Sentiment Analysis/21 - book-reviews-sample.csv
9.4 KB
~Get Your Files Here !/4 - Sentiment Analysis/21 - Practical task.mp4
31.7 MB
~Get Your Files Here !/5 - Vectorizing Text/22 - Numerical representation of text.mp4
33.3 MB
~Get Your Files Here !/5 - Vectorizing Text/23 - Bag of Words model.mp4
11.5 MB
~Get Your Files Here !/5 - Vectorizing Text/24 - TFIDF.mp4
19 MB
~Get Your Files Here !/6 - Topic Modelling/25 - What is topic modelling.mp4
56.9 MB
~Get Your Files Here !/6 - Topic Modelling/26 - When to use topic modelling.mp4
31.3 MB
~Get Your Files Here !/6 - Topic Modelling/27 - Latent Dirichlet Allocation.mp4
44.7 MB
~Get Your Files Here !/6 - Topic Modelling/28 - LDA in Python.mp4
30.1 MB
~Get Your Files Here !/6 - Topic Modelling/28 - news-articles.csv
657.3 KB
~Get Your Files Here !/6 - Topic Modelling/29 - Latent Semantic Analysis.mp4
33 MB
~Get Your Files Here !/6 - Topic Modelling/30 - LSA in Python.mp4
13.4 MB
~Get Your Files Here !/7 - Builing Your Own Text Classifier/31 - Building a custom text classifier.mp4
18.8 MB
~Get Your Files Here !/7 - Builing Your Own Text Classifier/32 - Logistic regression.mp4
26.6 MB
~Get Your Files Here !/7 - Builing Your Own Text Classifier/33 - Naive Bayes.mp4
8.4 MB
~Get Your Files Here !/7 - Builing Your Own Text Classifier/34 - Linear Support Vector Machine.mp4
11 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/35 - fake-news-data.csv
465.4 KB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/35 - Introducing the project.mp4
18.2 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/36 - Exploring our data through POS tags.mp4
38 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/37 - Extracting named entities.mp4
19.1 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/38 - Processing the text.mp4
51.3 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/39 - Does sentiment differ between news types.mp4
20.4 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/40 - What topics appear in fake news Part 1.mp4
25 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/41 - What topics appear in fake news Part 2.mp4
34.5 MB
~Get Your Files Here !/8 - Case Study Categorizing Fake News/42 - Categorizing fake news with a custom classifier.mp4
30.8 MB
~Get Your Files Here !/9 - The Future of NLP/43 - What is deep learning.mp4
52.6 MB
~Get Your Files Here !/9 - The Future of NLP/44 - Deep learning for NLP.mp4
39.1 MB
~Get Your Files Here !/9 - The Future of NLP/45 - NonEnglish NLP.mp4
38.5 MB
~Get Your Files Here !/9 - The Future of NLP/46 - Whats next for NLP.mp4