What Will You Learn?
In the Data Analysis with Python Certification, you'll learn the fundamentals of data analysis with Python. By the end of this certification, you'll know how to read data from sources like CSVs and SQL, and how to use libraries like Numpy, Pandas, Matplotlib, and Seaborn to process and visualize data.
About This Course
Provider: Freecodecamp
Format: Online
Duration: 300 hours to complete [Approx]
Target Audience: Beginners
Learning Objectives: After completing this free course, you'll become proficient in data analysis using python
Course Prerequisites: NA
Assessment and Certification: Earn a Certificate upon completion from the relevant Provider
Instructor: Freecodecamp
Key Topics: Data Analysis, Python Data Analysis, NumPy, Pandas, Matplotlib, Seaborn, Jupyter, SQL
Topic Covered:
- - Introduction to Data Analysis
- - Data Analysis
- - How to use Jupyter Notebooks Intro
- - Jupyter Notebooks Cells
- - Jupyter Notebooks Importing and Exporting Data
- - Numpy Introduction
- - Numpy Arrays
- - Numpy Operations
- - Numpy Boolean Arrays
- - Numpy Algebra and Size
- - Pandas Introduction
- - Pandas Indexing and Conditional Selection
- - Pandas DataFrames
- - Pandas Conditional Selection and Modifying DataFrames
- - Pandas Creating Columns
- - Data Cleaning Introduction
- - Data Cleaning with DataFrames
- - Data Cleaning Duplicates
- - Data Cleaning and Visualizations
- - Reading Data Introduction
- - Reading Data CSV and TXT
- - Reading Data from Databases
- - Parsing HTML and Saving Data
- - Python Introduction
- - Python Functions and Collections
- - Python Iteration and Modules
- - What is NumPy
- - Basics of Numpy
- - Accessing and Changing Elements, Rows, Columns
- - Initializing Different Arrays
- - Initialize Array Problem
- - Copying Arrays Warning
- - Mathematics
- - Reorganizing Arrays
- - Loading Data and Advanced Indexing
- - Project 1: Mean-Variance-Standard Deviation Calculator
- - Project 2: Demographic Data Analyzer
- - Project 3: Medical Data Visualizer
- - Project 4: Page View Time Series Visualizer
- - Project 5: Sea Level Predictor
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