Course Outline
Introduction to Big Data Ecosystems
- Survey of big data technologies and architectural models
- Comparison of batch processing versus real-time processing
- Strategies for scalable data storage
Advanced Data Processing with Apache Spark
- Techniques for optimizing Spark job performance
- Advanced transformations and actions
- Managing structured streaming workloads
Machine Learning at Scale
- Methods for distributed model training
- Hyperparameter tuning for large-scale datasets
- Deploying models within 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
- Utilizing Apache Kafka for streaming data ingestion
- Overview of stream processing frameworks
- Monitoring and alerting mechanisms for real-time systems
Data Governance, Security, and Ethics
- Data privacy standards and compliance requirements
- Access control and encryption protocols in big data systems
- Ethical considerations in large-scale analytics
Integrating Big Data with Business Intelligence
- Data visualization and dashboarding techniques for big data
- Linking big data pipelines to BI tools
- Achieving business outcomes through advanced analytics
Conclusion and Future Steps
Requirements
- A solid grasp of data analysis principles and statistical modeling
- Proficiency with data processing tools and programming languages including Python, R, or Scala
- 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 looking to create and deploy sophisticated analytical workflows
- R&D experts 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.
