Fundamentals of Data Science

Course Details
Code: DSC100-v002
Tuition (USD): Contact Us For Pricing

Skills Gained

  • Understand the key elements of a data science project
  • Identify the appropriate data science technique and/or algorithm to use for the major data science tasks.
  • Be aware of and be able to avoid the main data science challenges.
  • Identify key use cases.

Who Can Benefit

  • Data Consultant / Manager
  • Developer
  • Technology Consultant

Prerequisites

  • Essential:
       -None
  • Recommended:
       -Basic understanding of statistics and math
       -OpenSAP course - Getting started with Data Science (ds1)

Course Details

Course Content

  • Data Science Overview
       -Understanding Data Science
  • Exploratory Data Analysis
       -Understanding Data Preparation
  • Data Analysis and Algorithms
       -Understanding Outliers
       -Understanding Association Analysis
       -Understanding Cluster Analysis
       -Understanding Classification Analysis
       -Understanding Time Series Analysis
       -Understanding Feature Selection
       -Understanding Ensemble Methods
       -Understanding Model Deployment and Management
       -Understanding Simulation and Optimization
  • Myths and Challenges
       -Applying Data Science

Course based on software release

  • SAP BusinessObjects Predictive Analytics 3.1