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BigData-UC.San.Diego

Unlock Value in Massive Datasets - UC San Diego - Coursera

Course 1 - Introduction to Big Data

  • Welcome
  • Big Data: Why and Where
  • Characteristics of Big Data and Dimensions of Scalability
  • Data Science: Getting Value out of Big Data
  • Foundations for Big Data Systems and Programming
  • Systems: Getting Started with Hadoop

Course 2 - Big Data Modeling and Management Systems

  • Introduction to Big Data Modeling and Management
  • Big Data Modeling
  • Big Data Modeling (Part 2)
  • Working With Data Models
  • Big Data Management: The "M" in DBMS

Course 3 - Big Data Integration and Processing

  • Welcome to Big Data Integration and Processing
  • Retrieving Big Data (Part 1)
  • Retrieving Big Data (Part 2)
  • Big Data Integration
  • Processing Big Data
  • Big Data Analytics using Spark

Course 4 - Machine Learning With Big Data

  • Introduction to Machine Learning with Big Data
  • Data Exploration
  • Data Preparation
  • Classification
  • Evaluation of Machine Learning Models
  • Regression, Cluster Analysis, and Association Analysis

Course 5 - Graph Analytics for Big Data

  • Welcome to Graph Analytics
  • Introduction to Graphs
  • Graph Analytics
  • Graph Analytics Techniques
  • Computing Platforms for Graph Analytics

Taught by:

  • Ilkay Altintas - Chief Data Science Officer
  • Amarnath Gupta - Director, Advanced Query Processing Lab
  • Mai Nguyen - Lead for Data Analytics

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Created By Bilal Cagiran | E-Mail | Github | LinkedIn | CodePen | Blog/Site | FreeCodeCamp