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Introduction to Data Science & Machine Learning

Course Summary

The Introduction to Data Science & Machine Learning training course is designed to demonstrate how data can be gathered and used to solve problems, define strategy and uncover hidden needs.

The course begins by introducing statistics and data analytics to drive all developers to be more data-minded. Next, it examines a data example to illustrate concepts and facilitate discussion. The course concludes with an exploration of structured and unstructured machine learning data.

No prerequisites necessary.

Purpose
Learn how data can be gathered to improve the overall needs of the business.
Audience
Developers who are new to Machine Learning.
Role
Data Engineer - Data Scientist - Software Developer
Skill Level
Introduction
Style
Fast Track - Hack-a-thon - Learning Spikes - Workshops
Duration
2 Days
Related Technologies
Big Data Training | Python | Machine Learning Training | Data Science

 

Productivity Objectives
  • Describe the role of Machine Learning in your organization and where it fits into Information Technology strategies
  • Classify data into Supervised and Unsupervised categories
  • Recognize the characteristics an organization needs to be data-driven
  • Identify visualization strategies for understanding data sets
  • Discuss how Machine Learning could lead to inaccurate assumptions

What You'll Learn:

In the Introduction to Data Science & Machine Learning training course, you'll learn:
  • Data and Data Processing
    • Structured & Unstructured Data
    • Metadata
  • Data Sources
    • RDBMS
    • NoSQL
    • Document store
    • Spreadsheets
    • Streams
    • Events
  • Data Driven
    • Basic statistics, distribution, skew
    • Correlation/causation
    • Hypothesis Testing
  • Visualization
    • Analytic Graphics
    • Presentation Graphics
  • Data Science
  • Machine Learning Data Directed
    • Supervised
    • Unsupervised
    • Algorithm tour - Classification, Regression, Clustering, Dimensionality Reduction
“I appreciated the instructor's technique of writing live code examples rather than using fixed slide decks to present the material.”

VMware

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