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Certified Data Science Practitioner (CDSP) (Exam DSP-110)

Price
3,500 USD
5
CNX0011
Classroom Training, Online Training
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  • Date: 15-Jul-2024 to 19-Jul-2024
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 12-Aug-2024 to 16-Aug-2024
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 9-Sep-2024 to 13-Sep-2024
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 7-Oct-2024 to 11-Oct-2024
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 4-Nov-2024 to 8-Nov-2024
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 2-Dec-2024 to 6-Dec-2024
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 27-Jan-2025 to 31-Jan-2025
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
  • Date: 24-Feb-2025 to 28-Feb-2025
    Time: 9AM - 5PM US Eastern
    Location: Virtual
    Language: English
    Delivered by: LearnQuest
    Price: 3,500 USD
View Global Schedule

Course Description

Overview

For a business to thrive in our data-driven world, it must treat data as one of its most important assets.
Data is crucial for understanding where the business is and where it's headed. Not only can data reveal insights, it can also inform—by guiding decisions and influencing day-to-day operations. This calls for a robust workforce of professionals who can analyze, understand, manipulate, and present data within an effective and repeatable process framework. In other words, the business world needs data science
practitioners. This course will enable students to bring value to the business by putting data science concepts into practice. This course includes hands on activities for each topic area.

This course includes an exam voucher.

 

Objectives

Upon completion of Certified Data Science Practitioner (CDSP) (Exam DSP-110) course, students will be able to:
  • Use data science principles to address business issues.
  • Apply the extract, transform, and load (ETL) process to prepare datasets.
  • Use multiple techniques to analyze data and extract valuable insights.
  • Design a machine learning approach to address business issues.
  • Train, tune, and evaluate classification models.
  • Train, tune, and evaluate regression and forecasting models.
  • Train, tune, and evaluate clustering models.
  • Finalize a data science project by presenting models to an audience, putting models into production, and monitoring model performance.

Audience

  • This course is designed for business professionals who leverage data to address business issues. The typical student in this course will have several years of experience with computing technology, including some aptitude in computer programming. However, there is not necessarily a single organizational role that this course targets. A prospective student might be a programmer looking to expand their knowledge of how to guide business decisions by collecting, wrangling, analyzing, and manipulating data through code; or a data analyst with a background Copyright © 2021 by CertNexus Inc. All rights reserved. in applied math and statistics who wants to take their skills to the next level; or any number of other datadriven situations.
  • Ultimately, the target student is someone who wants to learn how to more effectively extract insights from their work and leverage that insight in addressing business issues, thereby bringing greater value to the business.
  • This course is also designed to assist students in preparing for the CertNexus® Certified Data Science Practitioner (CDSP) (Exam DSP-110) certification.

Prerequisites

    To ensure their success in this course, students should have at least a high-level understanding of fundamental data science concepts, including, but not limited to: types of data, data science roles, the overall data science lifecycle, and the benefits and challenges of data science. They should also have experience with high-level programming languages like Python. Being comfortable using fundamental Python data science libraries like NumPy and pandas is highly recommended.
     

Topics

Lesson 1: Addressing Business Issues with Data Science
  • Topic A: Initiate a Data Science Project
  • Topic B: Formulate a Data Science Problem
Lesson 2: Extracting, Transforming, and Loading Data
  • Topic A: Extract Data
  • Topic B: Transform Data
  • Topic C: Load Data
Lesson 3: 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
Lesson 4: Designing a Machine Learning Approach
  • Topic A: Identify Machine Learning Concepts
  • Topic B: Test a Hypothesis
Lesson 5: Developing Classification Models
  • Topic A: Train and Tune Classification Models
  • Topic B: Evaluate Classification Models
Lesson 6: Developing Regression Models
  • Topic A: Train and Tune Regression Models
  • Topic B: Evaluate Regression Models
Lesson 7: Developing Clustering Models
  • Topic A: Train and Tune Clustering Models
  • Topic B: Evaluate Clustering Models
Lesson 8: 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
Appendix A: Mapping Course Content to CertNexus® Certified Data Science Practitioner (CDSP) (Exam DSP-110)
 
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