Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Duration 21 hours
Course Outline
Foundations of Data Analytics and Large-Scale Data Environments
- Defining the Characteristics of Large-Scale Data Sets
- Velocity, Volume, Variety, and Veracity (the 4 V’s)
- Constraints of Conventional Data Processing Systems
- Distributed Computing Architectures
- Statistical Methodologies
- Categories of Machine Learning Models
- Data Visualization Techniques
Professional Roles and Operational Responsibilities
- System Administrators
- Software Developers
- Data Analysts
Programming Languages for Data Analysis
- Python
- Rationale for Selecting Python in Analytical Contexts
- Data Manipulation, Processing, Cleaning, and Aggregation
Methodological Frameworks for Data Analysis
- Statistical Analysis
- Time Series Analysis
- Predictive Modeling via Correlation and Regression
- Inferential Statistics (Estimation Techniques)
- Descriptive Statistics Applied to Large Data Sets (e.g., Mean Calculation)
- Machine Learning
- Supervised versus Unsupervised Learning Paradigms
- Classification and Clustering Algorithms
- Cost Estimation of Specific Methods
- Data Filtering Strategies
Large-Scale Data Infrastructure
- Data Storage Solutions
- Relational Database Management Systems (SQL)
- MySQL
- PostgreSQL
- Oracle
- Advanced Data Model Nuances
- Hierarchical Databases
- Object-Oriented Databases
- Document-Oriented Databases
- Graph-Oriented Databases
- Other Specialized Models
- Relational Database Management Systems (SQL)
Future Trajectories in Large-Scale Data Management
Concluding Summary and Recommended Pathways
Requirements
- Familiarity with fundamental mathematical principles
- Basic proficiency in programming concepts
- General understanding of database systems
Target Audience
- Software Developers and Programmers
- IT Consultants
Testimonials (3)
Learning that the QGIS and a tool that can used by other different professionals such land survey
Bame Duncan Koko - Bentel Technologies (Pty) Ltd
Course - QGIS for Geographic Information System
How to use open satellites data for real applications
Tshering Dorji - Druk Holding and Investments
Course - Advanced Geographic Information Systems (GIS)
Equipped with examples