Enterprise Big Data Certification (EBDC): Course Contents | ALC Training News

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1. Big Data Key Concepts
  • Definition and Characteristics of Big Data
  • Supervised and Unsupervised Machine Learning
  • History of Big Data
  • Pattern Identification
  • Types of Analytics
  • Data Type Characteristics
  • Role of Hadoop
2. The Big Data Framework
  • Key Capabilities
  • Establishing a Big Data function
  • Big Data Maturity Model  
3. Big Data Strategy
  • How to Formulate a Big Data Strategy
  • Business Drivers
  • Gaining a Competitive Advantage
4. Big Data Architecture
  • The Importance of Reference Architectures
  • NIST Big Data Reference Architecture
  • Hadoop Architecture
  • System Orchestration
  • Data, Application and Framework Providers
  • Data Consumers
  • Local and Distributed Storage & Processing
  • Data Storage Systems
  • Storage Mechanisms
  • Analysis Architectures
  • Function of Hadoop
5.  Big Data Algorithms
  • Descriptive Statistics
  • Classification
  • Regression
  • Clustering
  • Correlation
  • Skew and Standardisation
  • Distributions
  • Sampling & Bias
  • Visualisation
6.  Big Data Processes
  • Key Big Data Processes
  • Tools and Techniques
  • Problem Types
  • Data Analysis
  • Data Governance
  • Data Management
7. Big Data Functions
  • Centre or Excellence
  • Big Data Team
  • Big Data Lab
  • Proof of Concepts
  • Agile Methods
  • Charging Models
  • Roles & Responsibilities
  • Critical Success Factors        
8.  Artificial Intelligence (AI)
  • What is AI
  • Measuring AI
  • Cognitive Analytics
  • Natural Language Processing (NLP)
  • Knowledge Representation
  • Automated Reasoning
  • Machine Learning
  • Deep Learning

Jes Irving