Learning Python Data Analysis
•The Course Overview
•Getting started with Python
•Getting Data using the Twitter API
•Collecting and Storing Tweets
•Database Design
•Pandas and Databases
•Panda Series, Dataframes, and Columnar Operations
•Grouping Operations and Working with Date Columns
•Merging Operations and Exporting data to JSON/CSV
•Array Features, Bucketting Arrays and Histogram Functions
•Simple Aggregations
•Linear Algebra
•Introducting PyQT and MatplotLib
•Creating Charts
•Simple XY Plots with Axis Scales
•Bag of Words
•Classification of Words
•Stemming
•Simple Sentiment Analysis
•Grouping By Dimensions and Classification of Data Types
•Trend Analysis and Deriving New Metrics
•Correlation Analysis
•Course Summary
•Test your knowledge
•Data Analysis with Python
•Python Core Concepts and Data Types
•Understanding Iterables
•List Comprehensions
•Dates and Times
•Accessing Raw Data
•Creating NumPy Arrays
•Basic Stats and Linear Algebra
•Reshaping, Indexing, and Slicing
•Getting Started with Pandas
•Essential Operations with Data Frames
•Data Aggregation Over a Data Frame
•Titanic Survivor Analysis
•Predicting Titanic survival – A Supervised Learning Problem
•Performing Supervised Learning with Scikit-Learn
•Become a Python Data Analyst
•The Anaconda Distribution
•Using the Jupyter Notebook
•NumPy: Python’s Vectorization Solution
•NumPy Arrays: Creation, Methods and Attributes
•Using NumPy for Simulations
•The Pandas Library
•Main Properties, Operations and Manipulations
•Answering Simple Questions about a Dataset –
•Basics of Matplotlib
•Pyplot
•The Object Oriented Interface
•Common Customizations
•EDA with Seaborn and Pandas
•Analysing Variables Individually
•Relationships between Variables
•SciPy and the Statistics Sub-Package
•Alcohol Consumption – Confidence Intervals and Probability Calculations
•Hypothesis Testing – Does Alcohol Consumption Affect Academic Performance?
•Hypothesis Testing – Do Male Teenagers Drink More Than Females?
•The Scikit-Learn Library – Building a Simple Predictive Model
•Classification – Predicting the Drinking Habits of Teenagers
•Regression – Predicting House Prices
•Data Acquisition and Manipulation with Python
•Getting Data in Its Different Formats
•Connecting to a Database
•Adding Information to a Database
•Query a Database
•Combining and Merging Datasets
•Reshaping Data
•Data Transformation
•String Manipulation
•Grouping Basics
•Data Aggregation
•GroupWise Operations and Transformations
•Pivot Tables and Cross Tabulation
•Exploring Web Scraping
•Scraping the Web Safely
•Let’s Have a BeautifulSoup
•Downloading and Reading a Webpage
•Extracting Useful Information
•Making Use of Selenium
•Navigating the Web with Selenium
•Extracting Information with Selenium
•Diving into Scrapy
•Creating a Scrapy Spider
•Programming a Spider
•Introduction to the NTLK Package
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