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Python Data Science Training Introduction What is Python? Installation and setup Running Python programs Python interpreter Lists Creating and manipulating lists Indexing and slicing lists List comprehensions Dictionaries Creating and manipulating dictionaries Accessing and modifying dictionary items Dictionary methods Control statements If statements For loops While loops Break and continue statements Functions Creating and calling functions Function parameters Default arguments Return statement Variable scope OOPS Classes and objects Attributes and methods Inheritance Polymorphism Interface with various file types XLSX Reading and writing XLSX files Formatting cells and worksheets CSV Reading and writing CSV files Handling CSV data Ability to extract text from PDF files Libraries Numpy Creating and manipulating arrays Indexing and slicing arrays Numpy functions and methods Pandas Creating and manipulating dataframes Indexing and slicing dataframes Pandas functions and methods Matplotlib Basic plots Customizing plots Subplots Basics of Statistics Hypothesis testing Null hypothesis p-values Type I and Type II errors Fitting the curve Linear regression Nonlinear regression Variance Population variance Sample variance Standard deviation Machine Learning Linear regression Simple linear regression Multiple linear regression Supervised learning Decision trees Random forests Support vector machines Naive Bayes k-Nearest Neighbors Unsupervised learning Clustering Principal Component Analysis Singular Value Decomposition ARIMA Autoregressive Integrated Moving Average model Projects Predicting the stock market using Python Stock Price Prediction: This project involves using historical data to develop a model for predicting stock prices.

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