Course Outline
Introduction to Big Data Ecosystems
- Survey of big data technologies and architectures
- Comparison of batch processing and real-time processing
- Strategies for scalable data storage
Advanced Data Processing with Apache Spark
- Performance optimization of Spark jobs
- Utilizing advanced transformations and actions
- Managing structured streaming
Machine Learning at Scale
- Techniques for distributed model training
- Hyperparameter tuning for large datasets
- Deploying models in big data environments
Deep Learning for Big Data
- Integration of TensorFlow and PyTorch with Spark
- Building distributed deep learning training pipelines
- Applications in image, text, and time-series analysis
Real-Time Analytics and Data Streaming
- Using Apache Kafka for streaming data ingestion
- Implementation of stream processing frameworks
- Monitoring and alerting mechanisms in real-time systems
Data Governance, Security, and Ethics
- Compliance requirements and data privacy
- Encryption and access control in big data systems
- Ethical aspects of large-scale analytics
Integrating Big Data with Business Intelligence
- Dashboarding and data visualization for big data
- Linking big data pipelines to BI tools
- Achieving business outcomes through advanced analytics
Summary and Next Steps
Requirements
- A solid grasp of data analysis and statistical modeling concepts
- Practical experience 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 aiming to excel in large-scale data processing and predictive analytics
- Senior analysts focused on creating and implementing advanced analytical workflows
- R&D professionals 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.
