Operationalization

The Operationalization course series will teach you how to deploy projects and models into production environments.

 

Automation (Open)
Automation (Open)
Learn how to use metrics, checks, and scenarios to schedule jobs and monitor the status and quality of your dataset
Flow Deployment (Open)
Flow Deployment (Open)
Learn how to deploy a Flow to a production environment
Real-Time Deployment (Open)
Real-Time Deployment (Open)
Learn how to deploy predictive models for real-time scoring using the Dataiku API node.
Dataiku Applications Tutorials (Open)
Dataiku Applications Tutorials (Open)
Hands-on tutorials for using Dataiku Applications
V8
Basics 102 (Open)
Basics 102 (Open)
Continue exploring your data by creating statistical analyses, learning new aggregation techniques, and exploring the Flow. (Open versions of courses do not count towards the certificate program.)
61 min
Core Designer
Dataiku DSS - The Value Proposition (Open)
Dataiku DSS - The Value Proposition (Open)
Understand the product vision and key pillars of Dataiku DSS
56 min
Core Designer
Work Environment (Open)
Work Environment (Open)
Set up your favorite IDE and code environment
Variables 101 (Open)
Variables 101 (Open)
Turn high-maintenance, hard-coded information into efficient variables that can be reused everywhere.
11 min
Partitioned Models (Open)
Partitioned Models (Open)
Learn how to train a machine learning model on partitions of your dataset. (Open versions of courses do not count towards the certificate program.)
24 min
partitionpartitioned models
Core Designer Certificate
Core Designer Certificate
Take the assessment and obtain the Core Designer Certificate!
120 min
Basics 101 (Open)
Basics 101 (Open)
Begin your hands-on learning journey with Dataiku DSS. (Open versions of courses do not count towards the certificate program.)
57 min
Core Designer
Basics 101
Basics 101
Begin your hands-on learning journey with Dataiku DSS
75 min
Basics 102
Basics 102
Continue exploring your data by creating statistical analyses, learning new aggregation techniques, and exploring the Flow
80 min
Visual Recipes Overview (Open)
Visual Recipes Overview (Open)
Dive into the full set of visual recipes for transforming data. (Open versions of courses do not count towards the certificate program.)
120 min
Core Designer
Use Case: Network Optimization (Open)
Use Case: Network Optimization (Open)
A car rental company looks to expand their network to satisfy new demand from a partnership with an insurance company
Advanced Prepare Recipe Usage (Open)
Advanced Prepare Recipe Usage (Open)
Learn how to use some of the advanced features of the Prepare recipe
Basics 103 (Open)
Basics 103 (Open)
Complete your first Dataiku DSS project while experimenting in the Lab and testing out reporting tools like dashboards. (Open versions of courses do not count towards the certificate program.)
33 min
Core Designer
Data Pipelines (Open)
Data Pipelines (Open)
Learn how to create a Flow whose output is a dataset, to be shared with other projects or externally to Dataiku.
Dataiku DSS & SQL (Open)
Dataiku DSS & SQL (Open)
Learn more on the usage of Dataiku DSS with SQL databases. (Open versions of courses do not count towards the certificate program.)
33 min
Core Designer
Integration With SQL Databases (Open)
Integration With SQL Databases (Open)
Learn more on how to connect Dataiku DSS to relational databases. (Open versions of courses do not count towards the certificate program.)
16 min
Core Designer
Dataiku DSS - Project Walkthrough (Open)
Dataiku DSS - Project Walkthrough (Open)
Tour the AI lifecycle through a DSS project
53 min
Core Designer
Machine Learning Basics (Open)
Machine Learning Basics (Open)
This course is designed for anyone who wants to get started with visual machine learning in Dataiku DSS. (Open versions of courses do not count towards the certificate program.)
97 min
Image Classification with Code (Open)
Image Classification with Code (Open)
Learn how to build image classification models with Keras in Dataiku DSS
Image Classification and Object Detection with Visual Tools (Open)
Image Classification and Object Detection with Visual Tools (Open)
Learn how to use the Dataiku DSS deep learning plugins for image classification and object detection
Time Series Preparation
Time Series Preparation
Learn how to prepare time series data with the Time Series Preparation plugin
150 min
Time SeriesTime Series Preparation
Text Analysis with Plugins (Open)
Text Analysis with Plugins (Open)
Use Dataiku plugins for text analysis
Scoring Basics (Open)
Scoring Basics (Open)
After finishing Machine Learning Basics, learn how to deploy prediction models to score new data. (Open versions of courses do not count towards the certificate program.)
46 min
machine learningscoring
Time Series with Code (Open)
Time Series with Code (Open)
In two tutorials, learn to use R code to build traditional models and Keras code to build deep learning models for time series data
Integration with Amazon Redshift (Open)
Integration with Amazon Redshift (Open)
Learn how to use Amazon Redshift with Dataiku DSS
Integration with MongoDB (Open)
Integration with MongoDB (Open)
Learn how to use MongoDB with Dataiku DSS
Using PySpark in DSS (Open)
Using PySpark in DSS (Open)
Learn how to use PySpark in notebooks and recipes in Dataiku DSS
Using SparkR in Dataiku DSS (Open)
Using SparkR in Dataiku DSS (Open)
Learn how to use SparkR in notebooks and recipes in Dataiku DSS
Plugin Development (Open)
Plugin Development (Open)
Learn how to create plugins in Dataiku DSS
Plugin Management (Open)
Plugin Management (Open)
Learn how to share plugins within your team or publicly through zip archives or git repositories
Data Governance with the GDPR Plugin (Open)
Data Governance with the GDPR Plugin (Open)
Learn how to use the GDPR plugin to comply with internal policies and external regulations around data privacy and protection
Collaboration (Open)
Collaboration (Open)
Learn how to collaborate in Dataiku DSS with flow zones, tags, wikis, discussions, and git for projects
V8
Use Case: Predictive Maintenance (Open)
Use Case: Predictive Maintenance (Open)
A car rental company looks to predict when vehicles in the fleet will fail and do maintenance before they break down in the field
Use Case: Churn Prediction (Open)
Use Case: Churn Prediction (Open)
Learn how to use Dataiku DSS to create a churn prediction model, based on customer data
Use Case: Web Logs Analysis (Open)
Use Case: Web Logs Analysis (Open)
The marketing team wants to use the website logs to perform referrer analysis and visitor analysis.
Intro to Statistical Analysis
Intro to Statistical Analysis
Use Case: Bike Sharing Usage Patterns (Open)
Use Case: Bike Sharing Usage Patterns (Open)
A “smart city” initiative wants to understand bike sharing usage patterns across Washington, DC
Time Series Basics (Open)
Time Series Basics (Open)
Learn the fundamentals of time series data.
40 min
Regression Models (Open)
Regression Models (Open)
Learn how to interpret regression model outputs
Time Series Basics
Time Series Basics
Learn the fundamentals of time series data.
40 min
Using MLLib (Open)
Using MLLib (Open)
Learn how to train and use MLLib models in Dataiku DSS
Partitioned Models
Partitioned Models
Learn how to train a machine learning model on partitions of your dataset.
24 min
NLP - The Visual Way
NLP - The Visual Way
Learn how to prepare and model natural language data with visual tools in Dataiku DSS.
70 min
NLPNatural Language ProcessingNatural Languagetext datatext
Time Series Modeling & Forecasting
Time Series Modeling & Forecasting
ML Practitioner Certificate
ML Practitioner Certificate
Take the assessment and obtain the ML Practitioner Certificate!
120 min
Scoring Basics
Scoring Basics
After finishing Machine Learning Basics, learn how to deploy prediction models to score new data.
63 min
Machine Learning Basics
Machine Learning Basics
This course is designed for anyone who wants to get started with visual machine learning in Dataiku DSS.
97 min
Interactive Visual Statistics
Interactive Visual Statistics
Learn how to use tools for visual statistics in Dataiku DSS.
68 min
Interactive Visual Statistics (Open)
Interactive Visual Statistics (Open)
Learn how to use Dataiku DSS's tools for visual statistics. (Open versions of courses do not count towards the certificate program.)
68 min
[Dummy course]
[Dummy course]
Cluster Models (Open)
Cluster Models (Open)
Learn how to identify clusters and name them
FAQ
FAQ
Frequently asked questions
Basics 103
Basics 103
Complete your first Dataiku DSS project while experimenting in the Lab and testing out reporting tools like dashboards.
49 min
Core Designer
Visual Recipes Overview
Visual Recipes Overview
Dive into the full set of visual recipes for transforming data
133 min
RecipeVisual Recipes
Events Aggregation Plugin (Open)
Events Aggregation Plugin (Open)
Learn how to use the Events Aggregation plugin to generate features for events data.
Integration With SQL Databases
Integration With SQL Databases
Learn more on how to connect Dataiku DSS to relational databases
20 min
From Excel to Dataiku DSS
From Excel to Dataiku DSS
Learn how to perform typical tasks in a spreadsheet using Dataiku DSS
Partitions (Open)
Partitions (Open)
Learn how to use partitions in Dataiku DSS
Dataiku DSS & SQL
Dataiku DSS & SQL
Learn more on the usage of Dataiku DSS with SQL databases
51 min
Active Learning Plugin (Open)
Active Learning Plugin (Open)
A tutorial for using the Active Learning plugin
Custom Models in Visual ML (Open)
Custom Models in Visual ML (Open)
Add custom code models to your Visual ML modeling tasks
NLP - The Visual Way (Open)
NLP - The Visual Way (Open)
Learn how to prepare and model natural language data with visual tools in Dataiku DSS. (Open versions of courses do not count towards the certificate program.)
53 min
MLNLPMachine LearningNatural Language ProcessingNatural LanguageText
Introduction to Deep Learning with Code (Open)
Introduction to Deep Learning with Code (Open)
Build your first deep learning model with Keras in Dataiku DSS
Geospatial Analytics (Open)
Geospatial Analytics (Open)
Learn how to use the tools for geospatial analytics
Intro to Machine Learning
Intro to Machine Learning
Unravel the mystery of machine learning.
60 min
Natural Language Processing with Code (Open)
Natural Language Processing with Code (Open)
Build a convolutional network for sentiment analysis, using Keras code in Dataiku’s Visual Machine Learning tool.
Python and Dataiku DSS (Open)
Python and Dataiku DSS (Open)
Learn how to integrate Python code into Dataiku DSS
R and Dataiku DSS (Open)
R and Dataiku DSS (Open)
Learn how to integrate R code into Dataiku DSS
Web Apps in Dataiku DSS (Open)
Web Apps in Dataiku DSS (Open)
Learn how to build Bokeh, Shiny, and HTML/JS web apps in Dataiku DSS
Reinforcement Learning (Open)
Reinforcement Learning (Open)
Learn how to use Dataiku's plugin for reinforcement learning