Course Outline

Introduction to Big Data Ecosystems

  • Overview of big data technologies and architectures
  • Batch processing vs. real-time processing
  • Data storage strategies for scalability

Advanced Data Processing with Apache Spark

  • Optimizing Spark jobs for performance
  • Advanced transformations and actions
  • Working with structured streaming

Machine Learning at Scale

  • Distributed model training techniques
  • Hyperparameter tuning on large datasets
  • Model deployment in big data environments

Deep Learning for Big Data

  • Integrating TensorFlow and PyTorch with Spark
  • Distributed deep learning training pipelines
  • Use cases in image, text, and time-series analysis

Real-Time Analytics and Data Streaming

  • Apache Kafka for streaming data ingestion
  • Stream processing frameworks
  • Monitoring and alerting in real-time systems

Data Governance, Security, and Ethics

  • Data privacy and compliance requirements
  • Access control and encryption in big data systems
  • Ethical considerations in large-scale analytics

Integrating Big Data with Business Intelligence

  • Data visualization and dashboarding for big data
  • Connecting big data pipelines to BI tools
  • Driving business outcomes with advanced analytics

Summary and Next Steps

Requirements

  • Strong understanding of data analysis and statistical modeling concepts
  • Experience with data processing tools and programming languages such as Python, R, or Scala
  • Familiarity with distributed computing frameworks such as Hadoop or Spark

Audience

  • Data scientists aiming to master large-scale data processing and predictive analytics
  • Senior analysts seeking to design and implement advanced analytical workflows
  • R&D professionals focusing on innovative data-driven solutions
 42 Hours

Delivery Options

Private Group Training

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  • Pre-course call with your trainer
  • Customisation of the learning experience to achieve your goals -
    • Bespoke outlines
    • Practical hands-on exercises containing data / scenarios recognisable to the learners
  • Training scheduled on a date of your choice
  • Delivered online, onsite/classroom or hybrid by experts sharing real world experience

Private Group Prices RRP from €11400 online delivery, based on a group of 2 delegates, €3600 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.

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