Explore the Best Free Online Data Analysis Courses and Certifications in 2023, Syllabus, Books, and Benefits to help you choose the right program for your needs.
Data Analysis Courses | Certifications | Syllabus | Books |
Why Data Analysis Courses & Certifications Important?
Data Analysis is a process of inspecting, cleansing, transforming, and modeling data in order to extract meaningful insights and information from it. Data analysis is an important part of many fields, including web development, software engineering, and AI, as it helps in making informed decisions and improving processes. Data Analysis Courses and certifications are important for several reasons:
- Data Analysis Certifications can be advantageous during job interviews at preferred companies.
- Data Analysis Certification helps in learning the new technologies, skills, and abilities for a specific promotion.
- A Data Analysis certification course gives you a competitive advantage over others.
- It enhances prospects of promotion, raises and new job prospects.
- Keeps knowledge up to date.
Data Analysis Courses & Certifications Topic & Syllabus?
Here is a general syllabus for learning Data Analysis programming language:
I. Introduction to Data Analysis
- Understanding the basics of Data Analysis
- Different types of Data - Structured, Semi-structured, and Unstructured
- Tools and Software for Data Analysis
II. Data Collection and Cleaning
- Understanding Data Collection and Cleaning
- Collecting Data from various sources
- Cleaning and Preparing Data for Analysis
III. Exploratory Data Analysis
- Understanding Exploratory Data Analysis
- Descriptive Statistics - Mean, Median, Mode, and Variance
- Data Visualization - Charts, Graphs, and Plots
IV. Statistical Analysis
- Understanding Statistical Analysis
- Inferential Statistics - Hypothesis Testing and Confidence Intervals
- Correlation and Regression Analysis
V. Machine Learning
- Understanding Machine Learning
- Types of Machine Learning - Supervised, Unsupervised, and Reinforcement
- Feature Engineering and Selection
VI. Data Analysis with Python
- Understanding Data Analysis with Python
- NumPy, Pandas, and Matplotlib Libraries
- Applying Data Analysis techniques with Python
VII. Data Analysis with R
- Understanding Data Analysis with R
- R Programming Language and IDE
- Applying Data Analysis techniques with R
VIII. Data Analysis in Business
- Understanding Data Analysis in Business
- Identifying Business Problems and Opportunities
- Creating Data-Driven Solutions and Strategies
IX. Data Analysis Best Practices
- Best practices for Data Analysis Design and Implementation
- Best practices for Data Analysis Optimization and Performance
- Best practices for Data Analysis Frameworks and Tools
Best Data Analysis Books (High User Rating)
We recommend top Data Analysis books to aid in learning Data Analysis knowledge.
Useful Important Links
Important Links For Data Analysis Courses & Certifications 2023
1. Over All Best High Rated Coursera Data Analysis Courses
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