Course Outline
Introduction to Big Data Ecosystems
- Survey of big data technologies and system architectures
- Comparing batch processing with real-time processing
- Strategies for scalable data storage
Advanced Data Processing with Apache Spark
- Performance optimization for Spark jobs
- Advanced transformations and actions
- Implementing structured streaming
Machine Learning at Scale
- Techniques for distributed model training
- Hyperparameter tuning across large datasets
- Deploying models in big data environments
Deep Learning for Big Data
- Integrating 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
- Stream processing frameworks and tools
- Implementing monitoring and alerting in real-time systems
Data Governance, Security, and Ethics
- Navigating data privacy and compliance mandates
- Access control and encryption within big data systems
- Ethical implications in large-scale analytics
Integrating Big Data with Business Intelligence
- Visualization and dashboarding techniques 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 principles
- Proficiency with data processing tools and programming languages such as Python, R, or Scala
- Familiarity with distributed computing frameworks like Hadoop or Spark
Target Audience
- Data scientists looking to excel in large-scale data processing and predictive analytics
- Senior analysts interested in designing and building advanced analytical workflows
- R&D professionals focused on developing innovative, data-driven solutions
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 6500 € + VAT*
Contact us for an exact quote and to hear our latest promotions
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.
