Course Outline
Introduction to the Big Data Ecosystem
- Survey of big data technologies and underlying architectures
- Comparing batch processing with real-time processing
- Strategies for scalable data storage
Advanced Data Processing Using Apache Spark
- Tuning Spark jobs for optimal performance
- Executing advanced transformations and actions
- Managing structured streaming workflows
Scaling Machine Learning
- Techniques for distributed model training
- Hyperparameter tuning across large datasets
- Deploying models within big data environments
Deep Learning for Big Data
- Combining TensorFlow and PyTorch with Spark
- Building distributed deep learning training pipelines
- Applying deep learning to image, text, and time-series analysis
Real-Time Analytics and Data Streaming
- Using Apache Kafka for high-speed data ingestion
- Exploring various stream processing frameworks
- Implementing monitoring and alerting in real-time systems
Data Governance, Security, and Ethics
- Navigating data privacy and regulatory compliance
- Managing access control and encryption in big data systems
- Addressing ethical considerations in large-scale analytics
Connecting Big Data with Business Intelligence
- Creating visualizations and dashboards for big data
- Linking big data pipelines to business intelligence tools
- Achieving business outcomes through advanced analytics
Summary and Future Steps
Requirements
- A solid grasp of data analysis and statistical modeling principles
- Proficiency with data processing tools and programming languages such as Python, R, or Scala
- Working knowledge of distributed computing frameworks like Hadoop or Spark
Target Audience
- Data scientists seeking to excel in large-scale data processing and predictive analytics
- Senior analysts aiming to construct and execute complex analytical workflows
- R&D professionals dedicated to developing innovative, data-driven solutions
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)
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
