Course Outline
Introduction to Big Data Ecosystems
- Survey of big data technologies and architectural designs
- Comparison of batch processing versus real-time processing
- Data storage approaches for achieving scalability
Advanced Data Processing with Apache Spark
- Performance optimization of Spark jobs
- Advanced transformations and actions
- Utilizing structured streaming
Machine Learning at Scale
- Techniques for distributed model training
- Hyperparameter tuning on large datasets
- Deploying models in big data environments
Deep Learning for Big Data
- Integrating 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
- Stream processing frameworks
- Monitoring and alerting in real-time systems
Data Governance, Security, and Ethics
- Data privacy and regulatory compliance requirements
- Access control and encryption within big data systems
- Ethical implications in large-scale analytics
Integrating Big Data with Business Intelligence
- Data visualization and dashboarding for big data
- Linking big data pipelines to BI tools
- Achieving business outcomes through advanced analytics
Summary and Next Steps
Requirements
- A robust understanding of data analysis and statistical modeling concepts
- Proficiency with data processing tools and programming languages such as Python, R, or Scala
- Knowledge of distributed computing frameworks like Hadoop or Spark
Target Audience
- Data scientists looking to excel in large-scale data processing and predictive analytics
- Senior analysts aiming to design and execute 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.
