Natural Language Processing With NLTK & Python – NLP Tutorial


Learn Natural Language Processing With NLTK and Python – NLP Tutorial for Beginners to advanced.

00:00 Introduction
00:26 Definitions
08:40 NLP Programming In Python
10:40 sentence and Word Tokenization
14:00 Removing Stop words
17:50 Stemming
21:00 Lemmatizing
24:35 Parts of Speech Tagging
26:20 Frequency Distribution Plots

πŸ‘‰Data Sourcing via Web Scraping Using BeautifulSoup Object and Tag Object

πŸ‘‰Web Scraping Using BeautifulSoup NavigableString Object in Python


πŸ‘‰Outlier Detection By Univariate Method for Machine Learning

πŸ‘‰Scale & Transform Data Variables for Machine Learning With Scikit-learn Preprocessing

πŸ‘‰Spearmans Rank Correlation Chi square Test for Independence

πŸ‘‰ Pearson Correlation Coefficient: Parametric Correlation Analysis Using Scipy & Seaborn

πŸ‘‰ Summary Statistics | Descriptive Statistics With Scipy, NumPy, Pandas

πŸ‘‰ Addition and Subtractiom Using Numpy

πŸ‘‰ Matrix Multiplication Dot Product Using Numpy



πŸ‘‰ Plot Boxplots, Scatterplot Matrices, Histogram Using Seaborn, Matplotlib & Pandas

πŸ‘‰ Plot Time Series Data With Matplotlib, Pandas and Numpy

πŸ‘‰ Labeling, Add legend & Annotating Graphs/Plots

πŸ‘‰ Plot Colors, Marker Styles and Line Styles

πŸ‘‰ Add Plot elements and Create subplots

πŸ‘‰ Create Line Chart, Bar Chart and Pie Chart (How to Save As PNG Image)


πŸ‘‰ What is Data Science

πŸ‘‰ Why Python for Data Analysis

πŸ‘‰ Filtering and Selecting Data

πŸ‘‰ Treating Missing Values

πŸ‘‰ Removing Duplicates From Data

πŸ‘‰ Data Concatenation & Transformation

πŸ‘‰ Grouping Data ( How to Import CSV File in Python – Jupyter Notebook )

πŸ‘‰ What is the Best Data Visualization Technique For You? Part 1

πŸ‘‰ What is the Best Data Visualization Technique For You? Part 2




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