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ChingTien / DataCamp-Other-Courses

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Other Courses


Network Analysis in Python (Part 2)

  • Bipartite graphs & product recommendation systems
  • Graph projections
  • Comparing graphs & time-dynamic graphs
  • Tying it up!

Introduction to Git for Data Science

  • Basic workflow
  • Repositories
  • Undo
  • Working with branches
  • Collaborating

Analyzing Marketing Campaigns with pandas

  • Pandas
  • Exploratory Analysis & Summary Statistics
  • Conversion Attribution
  • Personalization A/B Test

Analyzing Police Activity with pandas

  • Preparing the data for analysis
  • Exploring the relationship between gender and policing
  • Visual exploratory data analysis
  • Analyzing the effect of weather on policing

Introduction to Relational Databases in SQL

  • Your first database
  • Enforce data consistency with attribute constraints
  • Uniquely identify records with key constraints
  • Glue together tables with foreign keys

Introduction to Shell for Data Science

  • Manipulating files and directories
  • Manipulating data
  • Combining tools
  • Batch processing
  • Creating new tools

Conda Essentials

  • Installing Packages
  • Utilizing Channels
  • Working with Environments
  • Case Study on Using Environments

Object-Oriented Programming in Python

  • Getting ready for object-oriented programming
  • Deep dive into classes and objects
  • Fancy classes, fancy objects
  • Inheritance, polymorphism and composition

Web Scraping with Python

  • Introduction to HTML
  • XPaths and Selectors
  • CSS Locators, Chaining, and Responses
  • Spiders

Introduction to Time Series Analysis in Python

  • Correlation and Autocorrelation
  • Some Simple Time Series
  • Autoregressive (AR) Models
  • Moving Average (MA) and ARMA Models
  • Putting It All Together

Introduction to PySpark

  • Getting to know PySpark
  • Manipulating data
  • Getting started with machine learning pipelines
  • Model tuning and selection

Big Data Fundamentals via PySpark

  • Introduction to Big Data analysis with Spark
  • Programming in PySpark RDD’s
  • PySpark SQL & DataFrames
  • Machine Learning with PySpark MLlib

SQL Courses


Introduction to Relational Databases in SQL

  • Your first database
  • Enforce data consistency with attribute constraints
  • Uniquely identify records with key constraints
  • Glue together tables with foreign keys

SQL for Exploratory Data Analysis

  • What's in the database?
  • Summarizing and aggregating numeric data
  • Exploring categorical data and unstructured text
  • Working with dates and timestamps

Intermediate SQL

  • We'll take the CASE
  • Short and Simple Subqueries
  • Correlated Queries, Nested Queries, and Common Table Expressions
  • Window Functions

Intermediate SQL Server

  • Summarizing Data
  • Math Functions
  • Processing Data in SQL Server
  • Window Functions

Data-Driven Decision Making in SQL

  • Introduction to business intelligence for a online movie rental database
  • Decision Making with simpel SQL queries
  • Data Driven Decision Making with advanced SQL queries
  • Data Driven Decision Making with OLAP SQL queries

DataCamp Project


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