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Duration 42 hours
Course Outline
Introduction to Big Data Ecosystems
- Survey of big data technologies and architectural frameworks
- Batch processing versus real-time processing paradigms
- Data storage approaches for scalability
Advanced Data Processing with Apache Spark
- Enhancing Spark job performance
- Complex transformations and actions
- Managing structured streaming workflows
Machine Learning at Scale
- Distributed model training methodologies
- Hyperparameter optimization on large-scale datasets
- Deploying models within big data environments
Deep Learning for Big Data
- Integrating TensorFlow and PyTorch with Spark
- Constructing 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
- Stream processing frameworks
- Monitoring and alerting mechanisms in real-time systems
Data Governance, Security, and Ethics
- Data privacy standards and compliance obligations
- Access control and encryption within big data systems
- Ethical dimensions of large-scale analytics
Integrating Big Data with Business Intelligence
- Visualizing data and creating dashboards for big data
- Linking big data pipelines to BI tools
- Achieving business results through advanced analytics
Summary and Next Steps
Requirements
- Robust grasp of data analysis and statistical modeling principles
- Proficiency with data processing tools and programming languages such as Python, R, or Scala
- Working knowledge of distributed computing frameworks like Hadoop or Spark
Audience
- Data scientists looking to excel in large-scale data processing and predictive analytics
- Senior analysts aiming to construct and execute advanced analytical workflows
- R&D specialists 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.
