name: | Natural Language Processing (NLP) Fundamentals in Python |
说明: Description Have you ever wondered how big companies like Google, Amazon or Facebook work with textual data? Natural Language Processing is one of the most exciting fields in Data Science and Analytics nowadays. The ability to make a computer understand words and phrases is a technological innovation that brought a huge transformation to tasks such as Information Retrieval, Translation or Text Classification. In this course we are going to learn the fundamentals of working with Text data in Python and discuss the most important techniques that you should know to start your journey in Natural Language Processing. This course was designed for absolute beginners – meaning that everything regarding NLP that we are going to speak in the course will be explained during the lectures, assuming that the student does not have any prior knowledge in the subject. Don’t worry if you don’t know Python code by heart – this course also contains a Python crash course that will help you to get familiar with the language and support the rest of the use cases that we will develop with Python throughout the lectures. In this course we are going to approach the following concepts: Working with the raw material of Natural Language Processing – strings – in Python; Tokenizing Sentences and Documents; Stemming and Lemmatizing words; Training machine learning models using text; Extracting the Part-of-Speech Tag from words in a sentence; Extracting Text Data from a Web Page; Training a Neural Network to extract Word Embeddings; Developing your own sentiment classifier (Sentiment Analysis); Representing Sentences as Tabular Data; After finishing the course you should able to build your own NLP applications and also understand most of the fundamental concepts that are the base of most NLP algorithms. This will give you the flexibility to study more advanced Natural Language Processing concepts and also enable you to get familiar with the strategies and techniques that most companies have used when they started their NLP applications. Join me in this exciting NLP journey and I’m looking forward to see you in the course! Who this course is for: Beginner Python Developers Experienced Python Developers Interested in learning NLP Data Engineers Data Scientists Business Analysts Requirements Internet Access Computer with at least 4 GB of RAM Last Updated 6/2021 | |
YouTube 视频: | |
类别: | Tutorials |
语言: | English |
总大小: | 6.11 GB |
哈希信息: | B02E10AA2F9A83E1F4377CBBE30EBF913C01C167 |
增加: | tutsnode |
加入的日期: | 2021-06-15 23:59:02 |
洪流地位: | Torrent Verified |
评级: | Not Yet Rated (Log in to rate it) |
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[TutsNode.com] - Natural Language Processing (NLP) in Python/05 Exploring NLTK (Natural Language Toolkit)/external-assets-links.txt | 432.00 B |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/001 Read Data from a CSV File - Using Pandas.en.srt | 13.89 kB |
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[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/002 Read Data from a CSV File - Using Python CSV.mp4 | 38.01 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/003 Read Data from a TXT File.en.srt | 8.31 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/003 Read Data from a TXT File.mp4 | 46.73 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/004 Scraping a Web Page using Requests and BeautifulSoup - Wikipedia Example.en.srt | 18.74 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/004 Scraping a Web Page using Requests and BeautifulSoup - Wikipedia Example.mp4 | 153.67 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/005 Scraping a Web Page using Requests and BeautifulSoup - Yahoo Finance Example.en.srt | 22.42 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/005 Scraping a Web Page using Requests and BeautifulSoup - Yahoo Finance Example.mp4 | 162.84 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/006 Scraping a Web Page - Errors in Request.en.srt | 5.13 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/006 Scraping a Web Page - Errors in Request.mp4 | 32.47 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/007 Scraping a Web Page using Specific Libraries.en.srt | 4.81 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/007 Scraping a Web Page using Specific Libraries.mp4 | 36.62 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/008 Reading Text Data - Exercises.en.srt | 1.93 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/008 Reading Text Data - Exercises.mp4 | 10.03 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/06 Reading Text Data into Python/external-assets-links.txt | 252.00 B |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/001 Introduction to Word Vectors.en.srt | 3.31 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/001 Introduction to Word Vectors.mp4 | 9.61 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/002 Binary Word Vectors.en.srt | 10.42 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/002 Binary Word Vectors.mp4 | 56.56 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/003 Word Co-Occurence Matrices.en.srt | 11.54 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/003 Word Co-Occurence Matrices.mp4 | 71.65 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/004 Filling Co-Occurence Matrix.en.srt | 13.43 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/004 Filling Co-Occurence Matrix.mp4 | 101.81 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/005 Visualizing Word Vectors.en.srt | 11.08 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/005 Visualizing Word Vectors.mp4 | 65.66 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/006 Similarity between Words - Cosine.en.srt | 15.09 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/006 Similarity between Words - Cosine.mp4 | 70.88 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/007 Word Similarities from Co-Occurence Matrix.en.srt | 10.16 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/007 Word Similarities from Co-Occurence Matrix.mp4 | 57.46 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/008 Word Vectors - Exercises.en.srt | 968.00 B |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/008 Word Vectors - Exercises.mp4 | 6.67 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/07 Word Vectors Intuition/external-assets-links.txt | 98.00 B |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/001 Continuous Bag of Words Model (CBOW) Introduction.en.srt | 12.81 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/001 Continuous Bag of Words Model (CBOW) Introduction.mp4 | 69.80 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/002 CBOW - Creating Vocab and Binary Word Arrays.en.srt | 10.53 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/002 CBOW - Creating Vocab and Binary Word Arrays.mp4 | 56.57 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/003 CBOW - Building Features and Target Variable.en.srt | 14.02 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/003 CBOW - Building Features and Target Variable.mp4 | 87.75 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/004 CBOW - Accuracy of Random Model and Training Process.en.srt | 21.01 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/004 CBOW - Accuracy of Random Model and Training Process.mp4 | 105.71 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/005 CBOW - Training the Neural Network.en.srt | 19.76 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/005 CBOW - Training the Neural Network.mp4 | 108.99 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/006 CBOW - Obtaining Word Vectors (Embeddings).en.srt | 9.77 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/006 CBOW - Obtaining Word Vectors (Embeddings).mp4 | 56.18 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/007 Pre-Processing Wikipedia Data for CBOW Model.en.srt | 11.56 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/007 Pre-Processing Wikipedia Data for CBOW Model.mp4 | 52.97 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/008 Building Features and Target for Wikipedia Data.en.srt | 16.24 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/008 Building Features and Target for Wikipedia Data.mp4 | 92.24 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/009 Fitting Neural Network on Wikipedia Data.en.srt | 11.39 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/009 Fitting Neural Network on Wikipedia Data.mp4 | 42.77 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/010 Performance of the Neural Network.en.srt | 8.77 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/010 Performance of the Neural Network.mp4 | 50.36 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/011 Predicting a Word Given a Context.en.srt | 9.61 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/011 Predicting a Word Given a Context.mp4 | 52.07 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/012 Retrieving Word Embeddings and Word Similarities.en.srt | 18.64 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/012 Retrieving Word Embeddings and Word Similarities.mp4 | 104.70 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/013 Word2Vec.en.srt | 20.03 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/013 Word2Vec.mp4 | 92.70 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/014 Word2Vec - Operations with Vectors.en.srt | 12.39 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/014 Word2Vec - Operations with Vectors.mp4 | 73.27 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/015 Word2Vec - Word Clustering.en.srt | 17.73 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/015 Word2Vec - Word Clustering.mp4 | 84.24 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/016 Continuous Bag of Words Implementation - Exercises.en.srt | 2.04 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/016 Continuous Bag of Words Implementation - Exercises.mp4 | 9.55 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/08 Continuous Bag of Words Implementation and Word2Vec/external-assets-links.txt | 590.00 B |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/001 Binary Vectorizer.en.srt | 24.87 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/001 Binary Vectorizer.mp4 | 134.48 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/002 Count Vectorizer.en.srt | 5.87 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/002 Count Vectorizer.mp4 | 32.40 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/003 TF-IDF.en.srt | 14.36 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/003 TF-IDF.mp4 | 79.11 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/004 Text Representation - Exercises.en.srt | 1.28 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/004 Text Representation - Exercises.mp4 | 7.67 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/09 Text Representation/external-assets-links.txt | 94.00 B |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/001 Intro to Text Classification.en.srt | 5.03 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/001 Intro to Text Classification.mp4 | 14.40 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/002 Loading Positive and Negative Movie Reviews.en.srt | 10.68 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/002 Loading Positive and Negative Movie Reviews.mp4 | 63.82 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/003 Pre-Processing Text for Text Classification.en.srt | 9.69 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/003 Pre-Processing Text for Text Classification.mp4 | 61.84 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/004 Log Ratio Intuition and Word Influence.en.srt | 24.52 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/004 Log Ratio Intuition and Word Influence.mp4 | 130.01 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/005 Stemming and Vectorizing the Reviews.en.srt | 18.70 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/005 Stemming and Vectorizing the Reviews.mp4 | 106.69 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/006 Logistic Regression Intuition and Training Process.en.srt | 9.81 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/006 Logistic Regression Intuition and Training Process.mp4 | 39.41 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/007 Sigmoid Function and One Feature Prediction.en.srt | 10.33 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/007 Sigmoid Function and One Feature Prediction.mp4 | 65.49 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/008 Gradient Descent Intuition by Adjusting Weights.en.srt | 13.62 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/008 Gradient Descent Intuition by Adjusting Weights.mp4 | 76.67 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/009 Train and Test Split.en.srt | 6.31 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/009 Train and Test Split.mp4 | 27.73 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/010 Fitting and Evaluating Model.en.srt | 6.35 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/010 Fitting and Evaluating Model.mp4 | 32.52 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/011 Model Regularization.en.srt | 4.06 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/011 Model Regularization.mp4 | 23.93 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/012 Obtaining the Weights_Coefficients of Regression.en.srt | 6.72 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/012 Obtaining the Weights_Coefficients of Regression.mp4 | 29.20 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/013 Predicting New Sentences Sentiment.en.srt | 15.11 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/10 Text Classification/013 Predicting New Sentences Sentiment.mp4 | 93.93 MB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/11 Course Ending/001 Thank you!.en.srt | 1.29 kB |
[TutsNode.com] - Natural Language Processing (NLP) in Python/11 Course Ending/001 Thank you!.mp4 | 13.80 MB |