The Ultimate Beginners Guide to Natural Language Processing
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- Other > Other
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- 150
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- 2.08 GiB (2229098252 Bytes)
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- 2021-08-16 09:23:42 GMT
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- tuts756
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- Info Hash: 13B666F6EC7FD40EBE2D40BBECC2894C35B37DC1
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Description
The area of Natural Language Processing (NLP) is a subarea of Artificial Intelligence that aims to make computers capable of understanding human language, both written and spoken. Some examples of practical applications are: translators between languages, translation from text to speech or speech to text, chatbots, automatic question and answer systems (Q&A), automatic generation of descriptions for images, generation of subtitles in videos, classification of sentiments in sentences, among many others! Learning this area can be the key to bringing real solutions to present and future needs!
Based on that, this course was designed for those who want to grow or start a new career in Natural Language Processing, using the spaCy and NLTK (Natural Language Toolkit) libraries and the Python programming language! SpaCy was developed with the focus on use in production and real environments, so it is possible to create applications that process a lot of data. It can be used to extract information, understand natural language and even preprocess texts for later use in deep learning models.
The course is divided into three parts:
In the first one, you will learn the most basic natural language processing concepts, such as: part-of-speech, lemmatization, stemming, named entity recognition, stop words, dependency parsing, word and sentence similarity and tokenization
In the second part, you will learn more advanced topics, such as: preprocessing function, word cloud, text summarization, keyword search, bag of words, TF-IDF (Term Frequency – Inverse Document Frequency), and cosine similarity. We will also simulate a chatbot that can answer questions about any subject you want!
Finally, in the third and last part of the course, we will create a sentiment classifier using a real Twitter dataset! We will implement the classifier using NLTK, TF-IDF and also the spaCy library
This can be considered the first course in natural language processing, and after completing it, you can move on to more advanced materials. If you have never heard about natural language processing, this course is for you! At the end you will have the practical background to develop some simple projects and take more advanced courses. During the lectures, the code will be implemented step by step using Google Colab, which will ensure that you will have no problems with installations or configurations of software on your local machine.
Who this course is for:
People interested in natural language processing
People interested in the spaCy and NLTK libraries
Students who are studying subjects related to Artificial Intelligence
Data Scientists who want to increase their knowledge in natural language processing
Data Scientists who want to increase their knowledge in natural language processing
Requirements
Programming logic
Basic Python programming
Last Updated 8/2021
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/008 Text summarization - implementation.mp4 | 128.44 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/009 Keyword search.en.srt | 15.11 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/012 TF-IDF - intuition.en.srt | 13.74 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/008 Text summarization - implementation.en.srt | 13.44 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/007 Text summarization - intuition.en.srt | 12.23 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/01 Introduction/003 Course materials.html | 1.17 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/02 Basic NLP - spaCy library/007 Dependency parsing 1.en.srt | 6.22 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/009 Keyword search.mp4 | 107.44 MiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/02 Basic NLP - spaCy library/003 POS (part-of-speech).en.srt | 11.42 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/016 Simulating a chatbot 2.en.srt | 11.38 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/014 Cosine similarity.en.srt | 11.19 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/006 Preprocessing the texts.en.srt | 11.01 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/012 Sentiment analysis - spaCy 2.en.srt | 10.53 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/010 Sentiment analysis - TF-IDF 2.en.srt | 9.59 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/01 Introduction/001 Course content.en.srt | 9.54 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/011 Sentiment analysis - spaCy 1.en.srt | 9.51 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/002 Loading the Twitter dataset.en.srt | 9.27 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/003 Train and test data.en.srt | 8.82 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/009 Sentiment analysis - TF-IDF 1.en.srt | 8.69 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/008 Introduction to classification and decision trees.en.srt | 8.34 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/004 Preprocessing the texts.en.srt | 7.83 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/013 TF-IDF - implementation.en.srt | 7.77 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/02 Basic NLP - spaCy library/006 Stop words.en.srt | 7.27 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/02 Basic NLP - spaCy library/005 Named entity recognition.en.srt | 6.6 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/004 Most frequent words.en.srt | 5.2 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/002 Loading texts from the Internet.en.srt | 6.03 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/007 Sentiment analysis with NLTK.en.srt | 5.65 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/02 Basic NLP - spaCy library/009 Dependency parsing 3.en.srt | 5.04 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/006 Detecting languages.en.srt | 4.98 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/01 Introduction/002 Introduction to natural language processing.en.srt | 4.95 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/02 Basic NLP - spaCy library/013 Word tokenization.en.srt | 4.53 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/017 Simulating a chatbot 3.en.srt | 4.46 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/010 Bag of words - intuition.en.srt | 4.11 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/03 Summarization, search, representation, and similarity/003 Named entity recognition.en.srt | 3.7 KiB |
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| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/04 Sentiment analysis/005 Word cloud.en.srt | 2.79 KiB |
| [TutsNode.com] - The Ultimate Beginners Guide to Natural Language Processing/05 Final remarks/001 Final remarks.en.srt | 1.61 KiB |
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