Course Outline
Introduction to Big Data Ecosystems
- Survey of big data technologies and architectural designs
- Comparing batch processing with real-time processing
- Strategies for scalable data storage
Advanced Data Processing with Apache Spark
- Tuning Spark jobs for optimal performance
- Complex transformations and actions
- Handling structured streaming
Machine Learning at Scale
- 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
- Pipelines for distributed deep learning training
- Applications in image, text, and time-series analysis
Real-Time Analytics and Data Streaming
- Using Apache Kafka for streaming data ingestion
- Frameworks for stream processing
- Monitoring and alerting mechanisms in real-time systems
Data Governance, Security, and Ethics
- Compliance and data privacy requirements
- Implementing access control and encryption in big data systems
- Ethical implications of large-scale analytics
Integrating Big Data with Business Intelligence
- Data visualization and dashboarding strategies for big data
- Linking big data pipelines to BI tools
- Achieving business goals through advanced analytics
Summary and Next Steps
Requirements
- A solid grasp of data analysis and statistical modeling principles
- Proficiency with data processing tools and programming languages including Python, R, or Scala
- Knowledge of distributed computing frameworks such as Hadoop or Spark
Target Audience
- Data scientists looking to excel in large-scale data processing and predictive analytics
- Senior analysts interested in building and executing advanced analytical workflows
- R&D specialists focused on 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.
