Citizen Data Scientist Starter Quest

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Citizen Data Scientist Starter Quest

This quest contains missions that provide the foundation skills for solving business problems using DataRobot. The missions are self-paced, so if you prefer instructor-led training, we recommend that you start with AutoML I.

Note: The hands-on activities assume that you have access to DataRobot. If you are not yet a DataRobot customer, you can request a free trial of the product here: https://www.datarobot.com/trial/

AutoML for Citizen Data Scientists Starter

AutoML for Citizen Data Scientists Starter

Start building predictive models. (Self-paced)

StarterSelf-pacedAutoML

Lab: Predict a Regression Target

Lab: Predict a Regression Target

Use Case: Fuel Efficiency

AutoMLLabFoundation

Evaluating Your Models

Evaluating Your Models

Use DataRobot tools to evaluate models.

Self-pacedAutoMLFoundation

Lab: Evaluate a Regression Model

Lab: Evaluate a Regression Model

Use Case: Salary Prediction

AutoMLLabFoundation

Working with Text

Working with Text

Leverage text visualization techniques.

Self-pacedSpecialty

Citizen Data Scientist Professional Level II Certification

Citizen Data Scientist Professional Level II Certification

Prove your skills applying ai to solve a real-world project.

Certification Exam

Lab: Build a Semi-Supervised Learning Model

Lab: Build a Semi-Supervised Learning Model

Use Cases: Anti-Money Laundering

Lab: Combine Data Sources to Make a Prediction

Lab: Combine Data Sources to Make a Prediction

Use Case: Customer Churn

AutoMLSkill BuildingLabFoundation

Capstone Project

Capstone Project

Guidelines for a Successful Project

Time Series Modeling

Time Series Modeling

Key concepts around using DataRobot Time Series.

Self-pacedFoundationTime Series

Visual AI (self-paced)

Visual AI (self-paced)

Self-pacedSpecialtyVisual AI

DataRobot Deeper Dive

DataRobot Deeper Dive

Explore advanced functionality.

AutoMLInstructor-led (Virtual)Skill Buildingapp_access

Data Prep Starter

Data Prep Starter

Learn the basics of data prep.

StarterSelf-pacedDataPrepFoundationNew

Learn how ethical issues can impact machine learning projects and AI systems.

Instructor-led (Virtual)Specialty

Lab: Classify Using Look-Ahead Modeling

Lab: Classify Using Look-Ahead Modeling

Use Case: Virus Risk

Skill BuildingLabFoundation

Lab: Predict a Binary Classification Model

Lab: Predict a Binary Classification Model

Use Case: Lead Scoring

AutoMLLabFoundation

Beyond AutoPilot

Beyond AutoPilot

Improve your models.

Self-pacedAutoMLFoundation

Lab: Leverage Geospatial Data

Lab: Leverage Geospatial Data

Use Case: California Housing

Monitor and govern remote ML models in production.

Instructor-led (Virtual)FoundationMLOPsapp_accessNew

Deploy, manage, monitor and govern AutoML models.

Instructor-led (Virtual)FoundationMLOPsapp_access

MLOps Starter (Self-paced)

MLOps Starter (Self-paced)

Learn key concepts around deploying models.

StarterSelf-pacedMLOPs

Lab: Mitigate Bias in Models

Lab: Mitigate Bias in Models

Use Case: HR Recruitment

AutoMLLabFoundation

Lab: Forecast with Time Series

Lab: Forecast with Time Series

Use Cases: Unemployment, Revenue, and Store Sales Forecasting

LabFoundationTime Series

Lab: Fine-Tune a Binary Classification Model

Lab: Fine-Tune a Binary Classification Model

Use Case: Medical Fraud

AutoMLSkill BuildingLabFoundation

Lab: Predict Churn

Lab: Predict Churn

Use Case: Telephone Company Customer Churn

AutoMLLabFoundation

DataRobot for Data Scientists

DataRobot for Data Scientists

The quickest way for expert Data Scientists to learn DataRobot.

AutoMLInstructor-led (Virtual)Foundationapp_access

Understanding and Explaining Your Models

Understanding and Explaining Your Models

Know how your model is making decisions.

Self-pacedAutoMLFoundation

Lab: Detect Time Series Anomalies

Lab: Detect Time Series Anomalies

Use Case: Predictive Maintenance

Skill BuildingLabFoundationNewTime Series

Citizen Data Scientist Professional Level I Certification (Beta)

Citizen Data Scientist Professional Level I Certification (Beta)

Prove your skills in solving problems with AI.

AutoMLCertification ExamBusiness AnalystData ScientistDeveloperCitizen Data Scientist

Learn advanced techniques and integration with Python.

AutoMLInstructor-led (Virtual)Skill BuildingFoundationapp_access

Find and eliminate target leakage.

Self-pacedAutoMLFoundation

DataRobot Time Series Modeling

DataRobot Time Series Modeling

Use modern approaches to time series modeling.

AutoMLInstructor-led (Virtual)Skill Buildingapp_accessTime Series

Lab: Predict Anomalies

Lab: Predict Anomalies

Use Case: Anti-Money Laundering

AutoMLLabFoundation

Lab: Improve the Accuracy of Anomaly Detection Models

Lab: Improve the Accuracy of Anomaly Detection Models

Use Case: Predictive Maintenance

LabFoundationTime Series

Learn to apply advanced techniques and integration using R.

AutoMLInstructor-led (Virtual)Skill Buildingapp_access

Lab: Categorize Text with NLP

Lab: Categorize Text with NLP

Use Case: Consumer Complaints

AutoML for Business Analysts Starter

AutoML for Business Analysts Starter

Start building predictive models. (Self-paced)

StarterSelf-pacedAutoML

AutoML for Data Scientists Starter

AutoML for Data Scientists Starter

Start building predictive models. (Self-paced)

StarterSelf-pacedAutoML

Build the foundational skills to construct predictive models to help you solve business problems.

AutoMLInstructor-led (Virtual)Problem FramingModelingFoundationapp_access

Lab: Clean Data with DataRobot Data Prep

Lab: Clean Data with DataRobot Data Prep

Use Cases: Medical Fraud, Churn

MLOps Starter (Virtual Instructor-led)

MLOps Starter (Virtual Instructor-led)

Key concepts around deploying models.

StarterInstructor-led (Virtual)MLOPs

Lab: Enrich Datasets

Lab: Enrich Datasets

Use Cases: Medical Fraud, Churn

LabFoundationNew

Lab: Classify Using Frequency-Severity Modeling

Lab: Classify Using Frequency-Severity Modeling

Use Case: Credit Card Fraud

AutoMLLabFoundation