uCertify

Certified Data Science Practitioner (CDSP)

Lessons
Lab
TestPrep
Get A Free Trial

About This Course

Skills You’ll Get

Download Course Outline

1

Introduction

  • Course Description
  • How To Use This Course
  • Course-Specific Technical Requirements
2

Addressing Business Issues with Data Science

  • TOPIC A: Initiate a Data Science Project
  • TOPIC B: Democratize Data
  • TOPIC C: Formulate a Data Science Problem
  • Summary
3

Extracting, Transforming, and Loading Data

  • TOPIC A: Extract Data
  • TOPIC B: Transform Data
  • TOPIC C: Load Data
  • Summary
4

Analyzing Data

  • TOPIC A: Examine Data
  • TOPIC B: Explore the Underlying Distribution of Data
  • TOPIC C: Use Visualizations to Analyze Data
  • TOPIC D: Preprocess Data
  • Summary
5

Designing a Machine Learning Approach

  • TOPIC A: Identify Machine Learning Concepts
  • TOPIC B: Identify Transformer-Based Deep Learning Concepts
  • TOPIC C: Test a Hypothesis
  • Summary
6

Developing Classification Models

  • TOPIC A: Train and Tune Classification Models
  • TOPIC B: Evaluate Classification Models
  • Summary
7

Developing Regression Models

  • TOPIC A: Train and Tune Regression Models
  • TOPIC B: Evaluate Regression Models
  • Summary
8

Developing Clustering Models

  • TOPIC A: Train and Tune Clustering Models
  • TOPIC B: Evaluate Clustering Models
  • Summary
9

Finalizing a Data Science Project

  • TOPIC A: Communicate Results to Stakeholders
  • TOPIC B: Demonstrate Models in a Web App
  • TOPIC C: Implement and Test Production Pipelines
  • Summary
10

Glossary

  • glossary

1

Developing Classification Models

Certified Data Science Practitioner (CDSP)

$139.99

Buy Now

Related Courses

All Course