DSC100 – Fundamentals of Data Science

DSC100 Introduction to Data Science

Contents

Course Overview

Unit 1: Data Science Overview

  • Lesson: Understanding Data Science

Unit 2: Exploratory Data Analysis

  • Lesson: Understanding Data Preparation

Unit 3: Data Analysis and Algorithms

  • Lesson: Understanding Outliers
  • Lesson: Understanding Association Analysis
  • Lesson: Understanding Cluster Analysis
  • Lesson: Understanding Classification Analysis
  • Lesson: Understanding Time Series Analysis
  • Lesson: Understanding Feature Selection, Ensemble Methods and Model Deployment and Management
  • Lesson: Understanding Simulation and Optimization

Unit 4: Myths and Challenges

  • Lesson: Applying Data Science

Course Overview

TARGET AUDIENCE

This course is intended for the following audiences:

  • Data Manager
  • Application Consultant
  • Development Consultant
  • Technology Consultant
  • Data Consultant
  • Data Consultant/Manager
  • Data Scientist
  • Developer
  • Technology Consultant

 

Unit 1 Data Science Overview

Lesson 1: Understanding Data Science

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Data Science

 

Unit 2 Exploratory Data Analysis

Lesson 1: Understanding Data Preparation

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Data Preparation

 

Unit 3 Data Analysis and Algorithms

Lesson 1: Understanding Outliers

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Outliers

Lesson 2: Understanding Association Analysis

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Association Analysis

Lesson 3: Understanding Cluster Analysis

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Cluster Analysis

Lesson 4: Understanding Classification Analysis

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Classification Analysis

Lesson 5: Understanding Time Series Analysis

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Time Series Analysis

Lesson 6: Understanding Feature Selection, Ensemble Methods and Model Deployment and Management

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Feature Selection, Ensemble Methods and Model Deployment and Management

Lesson 7: Understanding Simulation and Optimization

Lesson Objectives

After completing this lesson, you will be able to:

  • Understand Simulation and Optimization

 

Unit 4 Myths and Challenges

Lesson 1: Applying Data Science

Lesson Objectives

After completing this lesson, you will be able to:

  • Apply Data Science

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