Description
Course Highlights
Foundational Concepts
- Introduction to the fundamentals of data analysis.
- Understanding the importance of data in decision-making processes.
- Data Collection and
Data Collection and Preprocessing
- Techniques for acquiring and cleaning data.
- Exploring methods to handle missing or inconsistent data.
Statistical Analysis
- Statistical Learning both descriptive and inferential statistical methods.
- Applying statistical concepts to draw meaningful insights from data.
Data Visualization
- Using visualization tools to represent complex data.
- Interpreting visualizations to communicate findings effectively.
Programming For Data Analysis
- Introduction to programming languages such as Python or R.
- Hands-on coding exercises for practical data analysis.
Machine Learning Basics
- Overview of machine learning concepts and algorithms.
- Understanding how machine learning can be applied to data analysis.
Database Manangement
- Basics of database systems and SQL for data manipulation
- Understanding the role of databases in efficient data handling.
Big Data and Data Warehousing
- Exploring technologies related to big data.
- Understanding data warehousing principles for large-scale data management.
Case Studies and Real-World Applications
- Analyzing real-world data analysis projects.
- Developing problem-solving skills through case studies.
Ethical Considerations
- Discussing ethical considerations in data analysis.
- Promoting responsible and transparent data practices.
Final Project
Integrating knowledge and skills acquired throughout the program.
Presenting a comprehensive data analysis project.
Training Format:
All materials are made available through our Online Learning Platform
Students should commit approximately 5-6 hours of their time per week
Materials Provided:
Online delivery of curriculum materials, exercises and templates.
Assignments:
In order to demonstrate their understanding of the course content, students will be required to
submit assignments at the end of every month.
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