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Instructor-led training

Certified Data Science Practitioner Training in El Centro, California

AI training from Hartmann Software Group, delivered onsite in El Centro, California or live online.

What you'll learn

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, but 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 you to bring value to the business by putting data science concepts into practice. 
 
 
 
In this course, you will implement data science techniques in order to achieve organizational goals. You will: • 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.

Prerequisites

To ensure your success in this course, you 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. You can obtain this level of knowledge by taking our CertNexus DSBIZ. You 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. You can obtain this level of skills and knowledge by taking the our course Using Data Science Tools in Python.

Course Outline

Lesson 1: Addressing Business Issues with Data Science
Topic A: Initiate a Data Science Project
Topic B: Democratize Data
Topic C: 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: Identify Transformer-Based Deep Learning Concepts
Topic C: 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-210) 

Training locations

Certified Data Science Practitioner training across the U.S. and beyond.

We provide Certified Data Science Practitioner training onsite and live online for organizations throughout the United States and internationally.

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Train your team with HSG

Private, instructor-led training customized for your organization.

  • Onsite or live online delivery
  • Customized curriculum
  • Training for groups of 3 or more
  • Flexible scheduling
  • Experienced instructors
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Questions? Call us at 303.377.6176
or email info@hartmannsoftware.com

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