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Fundamentals of Data Science

  • Tuition USD $2,454
  • Reviews star_rate star_rate star_rate star_rate star_half 4425 Ratings
  • Course Code DSC100-v010
  • Duration 3 days
  • Available Formats Classroom

Skills Gained

  • This course will prepare you to:
  • Understand and be able to apply the CRISP-DM process to Data Science projects using SAP Analytics Cloud.
       -Gain an understanding of business requirements and how they translate into Data Science terms.
       -Learn how to select, encode and manipulate data.
       -Model data using a variety of techniques.
       -Evaluate and improve model performance.
       -Deploy and maintain models.
       -Understand have both operational and experience data (O and X data can be used)
       -Gain a first understanding of the role of data science in the Circular Economy.
       -Gain an introductory insight into data science applications

Who Can Benefit

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

Prerequisites

  • Essential:
       -n/a
  • Recommended:
       -n/a

Course Details

Course Content

  • Introduction
       -Introduction to DSC100 Course
       -Introducing Data Science
       -Introducing Different Data Science Project Methodologies
  • Business Understanding Phase
       -CRISP-DM Business Understanding Phase
       -Defining Project Success Criteria
       -Introducing Data Science with the Circular Economy
  • Data Understanding Phase
       -CRISP-DM Data Understanding Phase
       -Understanding XO Data
       -Demonstrating Data Exploration
  • Data Preparation Phase
       -CRISP-DM Data Preparation Phase
       -Introducing Predictive Modeling
       -Manipulating Data
       -Introduction to Data Types
       -Encoding Data
       -Selecting Data – Variable and Feature Selection
  • Modeling Phase
       -CRISP-DM Modeling Phase
       -Detecting Anomalies
       -Introducing Association Analysis
       -Introducing Cluster Analysis
       -Introducing Classification Analysis with Regression
       -Demonstrating Regression in SAP SAC
       -Demonstrating Classification in SAP SAC
       -Introducing Classification Analysis with Decision Trees
       -Understanding Classification Analysis with KNN, NN, and SVM
       -Analyzing Time Series
       -Demonstrating Time Series Forecasting in SAP SAC
       -Understanding Ensemble Methods
       -Introducing Simulation & Optimization
       -Understanding Common Model Performance Metrics
       -Testing Predictive Models
       -Improving Model Performance
  • Evaluation Phase
       -CRISP-DM Evaluation Phase
       -Evaluating Model Performance
  • Deployment and Maintenance Phase
       -CRISP-DM Deployment Phase
       -Introducing Deployment Options
       -Monitoring & Maintaining Models
       -Introducing SAP Data Science Applications

Course based on software release

  • SAP Analytics Cloud

When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Does the course schedule include a Lunchbreak?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals, and private on sites. View our group training page for more information.

Brandon was a great instructor. The virtual course materials and labs provided were very informative.

It is very good and very simple instructions. almost to much hand holding.

This was a good program to get prepared for the solutions architect associate exam.

it was good and very informative. Instructure covered everything in detail.

The class was very vast paced however the teacher was very good at checking in on us while giving us time to complete the labs.

0 options available

There are currently no scheduled dates for this course. If you are interested in this course, request a course date with the links above. We can also contact you when the course is scheduled in your area.

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