CNTXT Digital Academy

In collaboration with Cognite

Industrial Digital Academy For Aramco
Aramco and Cognite together accelerate industrial digitalization. Check out our related learning paths
Upskill Yourself
Build your digital skills by learning about enabling technologies and the value of industrial data.
Are you a CNTXT employee? 
This section is curated for CNTXT employees. Find resources tailored to support your ongoing development, enhance your skills, and keep you updated with internal training materials.

 

使用 Cognite InField
启动并运行 Cognite InField
2 Courses
learning path 中文（普通话）
Hands-on With Industrial Data
This learning path will help you understand the opportunities that lie in industrial data by providing hands-on training in two data visualization tools.
6 Courses
hands-on learning path Upskilling English
Learn about Data Science
Learn about data science from an industry point of view. You will be taken through a set of courses showcasing how data scientists solve industry challenges using industrial data.
8 Courses
data science learning path Upskilling English
Collect your Microlearning bundle badge - Canvas
After completing the 2 Canvas Microlearning courses, you can collect a badge!
exam English All Microlearning Canvas
Collect your Microlearning bundle badge - Data Modeling
After completing the 4 Data Workflows Modeling courses, you can collect a badge!
exam English All Microlearning Data Modeling
Utilizzo di Cognite InField
Subito operativi con Cognite InField
2 Corsi
learning path Italiano
Introduction to Enabling Technologies
Learn about 5 different technologies that enable digital transformation and fundamentally change how businesses operate and deliver value to customers.
6 Courses
learning path Upskilling English
Industrial Data Fundamentals
This is a fundamental learning path designed to help you understand the opportunities that lie in industrial data, and the challenges we have to overcome to realize the data's value.
7 Courses
learning path Upskilling English
Cognite Data Fusion Fundamentals
Your CDF journey starts here. Get onboard!
10 Courses
hands-on learning path data engineer data scientist project manager English Mandatory All courses and learning paths
Navigating Cognite Data Fusion (CDF)
Learn how to navigate in Cognite Data Fusion (CDF) like a pro!
5 mins
Cognite Data Fusion English All Microlearning auto-registration
Triggers in Data Workflows
Learn to automate data workflows using schedule and event-based triggers for enhanced efficiency and reliability.
5 mins
All Microlearning auto-registration Data workflows
Cognite InField (Deutsch)
Erfahren Sie, wie Sie mit InField Arbeiten vor Ort planen und durchführen können.
30 min
course Deutsch
Collect your Microlearning bundle badge - Data Workflows
After completing the 6 Data Workflows Microlearning courses, you can collect a badge!
exam English All Microlearning Data workflows Newly published
Introduction to Jupyter Notebook in Cognite Data Fusion
Explore how Jupyter Notebook is integrated into Cognite Data Fusion.
2 mins
All Microlearning auto-registration Jupyter Notebook
Cognite InRobot Practitioner
Automate your daily industrial missions using Cognite InRobot.
2 Courses
learning path project manager domain expert Domain Expert English Newly published InRobot Cognite Applications All courses and learning paths
Cognite Data Fusionに関する基礎知識
あなたのCDFの旅はここから始まります。ご参加ください！
10 Courses
hands-on learning path Cognite Solutions Cognite Data Fusion Fundamentals
Core Data Model Fundamentals
Learn the basics of the Cognite Core Data Model (CDM) and its key components for flexible, industry-specific data modeling.
8 mins
English All Microlearning auto-registration Data Modeling
Data Workflows - The Concept
Learn the fundamentals of orchestrating and managing data pipelines in Cognite Data Fusion.
3 mins
integrate visualize and consume contextualize explore and build All Microlearning auto-registration Data workflows Newly published
Data Workflows - Structural Tasks
Learn about three types of structural tasks to create flexible, scalable workflows in Cognite Data Fusion.
5 mins
All Microlearning auto-registration Data workflows Newly published
Data Workflows - Task and Workflow Robustness
Learn about task-level error handling to ensure robust pipeline execution.
4 mins
All Microlearning auto-registration Data workflows Newly published
Hands-on With Data Science
This learning path is a continuation of the Data Science Fundamentals learning path and its materials are led by data scientists. This is where you’ll get to practice what you’ve learned in the fundamentals section.
2 Courses
hands-on data science learning path Upskilling English
Cognite Data Workflows
Learn how to use data workflows in Cognite Data Fusion to automate and orchestrate complex data processes.
1.5 hrs
course data engineer English Newly published All courses and learning paths
Canvas - Cause map analysis
Learn about how to create a cause map with Canvas.
5 mins
English All Microlearning auto-registration Canvas
Upload a File to Core Data Model and Link to an Asset
Learn how to upload a file to Core Data Model and link the file to an assets in Cognite Data Fusion.
5 mins
All Microlearning auto-registration Data Modeling
Data Modeling Concepts in Cognite Data Fusion
Learn the fundamentals concepts of Data Modeling in Cognite Data Fusion (CDF).
5 mins
All Microlearning auto-registration Data Modeling
Canvas - How to get started
Learn about Canvas and how to add data to your Canvas.
5 mins
English All Microlearning auto-registration Canvas
Working with Jupyter Notebooks in Cognite Data Fusion
Learn how to create, store, and share notebooks, access data, and run Python code.
5 mins
All Microlearning auto-registration Jupyter Notebook
Data Workflows - Data Flows
Learn how to have variable inputs to tasks and pass data between tasks in data workflows.
3 mins
All Microlearning auto-registration Data workflows Newly published
Cognite Atlas AI - Product Tour 2025
Learn how Cognite Atlas AI empowers industrial operations through low-code AI agent building and deployment, enhancing precision, efficiency, and decision-making.
11 mins
All Microlearning auto-registration Product Tour
Connecting the Office and Field - Product Tour 2025
Learn how Cognite Data Fusion and its Industrial Tools enhance productivity by bridging field and office workflows, enabling seamless access, analysis, and collaboration on industrial data.
7 mins
All Microlearning auto-registration Product Tour
Scaling Data and AI - Product Tour 2025
Learn how Cognite Data Fusion enables real-time data integration and contextualization to optimize industrial operations and scale AI solutions.
5 mins
All Microlearning auto-registration Product Tour
How to populate your data model (advanced)
Learn instance ingestion and management using the /apply and /delete endpoints. Learn about data accuracy, atomic application, autocreation, and optimistic concurrency control.
1 hr
data engineer Full Stack Developer English Newly published All courses and learning paths
Cognite Data Modeling
Explore the fundamental concepts, practical applications, and advanced techniques for effectively organizing, and managing industrial data.
4 hrs
course data engineer Full Stack Developer English Newly published All courses and learning paths
Query capabilities in Cognite Data Modeling
Explore the capabilities of querying graphs within CDF, including various query endpoints, constructing graph queries, advanced filters, and sync and subscriptions.
1.5 hrs
course data engineer Full Stack Developer English Newly published All courses and learning paths
Domain Expert Basics
Learn how to consume data and build solutions with CDF, without coding knowledge.
12 Courses
hands-on learning path project manager domain expert English All courses and learning paths
Transform Data into Asset Hierarchy in Cognite Process Industries Data Model
Learn how to transform tabular data using transformations into asset hierarchy in the Cognite Process Industries Data Model.
5 mins
All Microlearning auto-registration Data Modeling
Data Workflows - Simple Tasks
Learn how to configure and orchestrate simple task types using Data Workflows in Cognite Data Fusion.
4 mins
All Microlearning auto-registration Data workflows Newly published
Data Engineer Basics - Transform and Contextualize
Learn how to transform and contextualize data using Cognite Data Fusion and Python SDK.
7 Courses
hands-on learning path data engineer English Recommended All courses and learning paths
Access Control in Cognite Data Modeling
Learn how to manage access control in data modeling, focusing on space-based permissions, ACLs, and secure handling of instances, schemas, and edge relations.
20 mins
course data engineer Full Stack Developer English Newly published All courses and learning paths
Cognite's MQTT Hosted Extractors
Learn how to extract data from MQTT brokers using Cognite's MQTT hosted Extractors.
3 min
All Microlearning auto-registration Extractors
Data Scientist Basics
Start using the Cognite APIs, SDKs and Cognite tools. Connect CDF to Grafana and Power BI.
12 Courses
hands-on data science learning path data scientist English Mandatory Recommended All courses and learning paths
Data Engineer Basics - Integrate
Learn the basics of integrating your data with Cognite Data Fusion.
7 Courses
hands-on learning path data engineer English Recommended All courses and learning paths
Cognite Maintain Practitioner
Manage your digital turnaround scopes using Cognite Maintain.
2 Courses
learning path Maintain project manager domain expert Domain Expert English Newly published Cognite Applications All courses and learning paths
Cognite InField Practitioner
Get up and running with Infield!
2 Courses
learning path project manager InField domain expert Domain Expert English Cognite Applications All courses and learning paths
Cognite Data Fusion Bootcamp Preregistration
A 4-day intensive in-person training to develop an end-to-end, production-ready solution with CDF.
hands-on event data engineer data scientist English Bootcamp All courses and learning paths
Applications, Visualizations, and Dashboards
Learn how companies use dashboards, visualizations, and applications.
industrial data course Our fundamentals English
Industrial Data Platforms
This course introduces you to data platforms and how they are used.
industrial data course Our fundamentals Upskilling English
Industrial Data Fundamentals Assessment
Earn IDA Certificate with this single exam focused on the Industrial Data Fundamentals series of courses.
industrial data exam Our fundamentals English
From Data to Value
This course describes the journey from data to value and why working with data must involve everyone in a company.
industrial data course Our fundamentals English
Industrial Data
This course introduces you to industrial data sources and data types and their uses.
industrial data course Our fundamentals Upskilling English
APIs and Integrations
This course introduces you to Application Programming Interfaces (APIs).
industrial data course APIs, SDKs, Connectors Hands-On Our fundamentals English
Industrial Digitalization
Learn about industrial digitalization and the challenges and opportunities it leads to in the industrial world.
industrial data course Our fundamentals English
CDF & Power BI: Reports and Dashboards
Publish a report to the Power BI Service and update your dataset on a schedule.
Not currently available
30 min
hands-on course data scientist domain expert English
Industrial Canvas
Learn more about Industrial Canvas and its key features and functionalities.
Not currently available
course data scientist domain expert Domain Expert English
Introduction to CDF & Grafana
Use the Cognite Data Source for Grafana and get started with visualizing data from CDF.
Not currently available
15 min
hands-on course data scientist domain expert English
Data Scientist Basics Assessment
Earn a Data Scientist Basics certificate on completion.
Not currently available
30 min
exam data scientist English
Introduction to API v1 using Postman
Set up an API collection in Postman and access the Open Industrial Data project.
30 min
hands-on data science course data engineer data scientist Full Stack Developer English
CDF & Grafana: Solving a Use Case
Solve a simple use case with the Cognite Data Source for Grafana.
Not currently available
40 min
hands-on course data scientist domain expert English
CDF & Power BI: Solving a Use Case
Solve a simple use case with the Cognite Power BI Connector.
Not currently available
45 min
hands-on course data scientist domain expert English
Introduction to CDF & Power BI
Connect CDF to Power BI and start using the connector's functionalities.
Not currently available
20 min
hands-on course data scientist domain expert English
Learn to Use the Cognite Python SDK
Watch demonstrations, run code in example notebooks, and solve hands-on tasks with the Cognite Python SDK.
1 hr 45 min
hands-on data science course data engineer data scientist Full Stack Developer English
CDF & Power BI: Implementing Incremental Refresh
Learn how to handle a big set of CDF data in Power BI by implementing incremental refresh.
Not currently available
45 min
hands-on course data scientist domain expert English
Cognite Charts
Learn to build solutions to industrial use cases on Cognite Charts.
1 hr 30 min
hands-on course data scientist domain expert Domain Expert English
Cognite Functions
Schedule, call, and monitor your Python functions with Cognite Functions.
Not currently available
1h 30 min
hands-on data science course data scientist English
Cognite InField (Italiano)
Come pianificare ed eseguire il lavoro sul campo con InField.
30 min
course Italiano
Utilizzo di Cognite InField - Valutazione
Verificare le proprie conoscenze e ottenere un badge di riconoscimento.
10 min
exam Italiano
Data and User Story
Explore the systems and equipment on the Valhall oil platform and learn about the user story that will guide your hands-on work.
industrial data hands-on course Our fundamentals English
Hands-on With Power BI
Work hands-on with Power BI and create visualizations to solve the user story.
hands-on course Open Industrial Data English
Industrial Data Hands-on Quiz
Test your knowledge learned in the Hands-on With Industrial Data series of courses through this dynamic quiz.
industrial data hands-on quiz Our fundamentals English
Hands-on With Grafana
Work hands-on with Grafana and create visualizations to solve the user story.
hands-on course Open Industrial Data English
Understanding Open Industrial Data
Examine hands-on in Postman how the different Cognite Data Fusion resource types apply to Open Industrial Data.
industrial data hands-on course Our fundamentals Open Industrial Data English
Open Industrial Data
Learn about Open Industrial Data project and get access.
hands-on course Upskilling Open Industrial Data English
Cognite Data Fusion for Domain Experts
Gain more insight from your data in CDF, without knowing how to code.
45 min
course domain expert Domain Expert English
Explore data with Cognite Data Fusion
Learn the basics of how to find data in Cognite Data Fusion.
Not currently available
30 min
hands-on course domain expert English
Domain Expert Basics Assessment
Earn a Domain Experts Basics certificate upon completion.
Not currently available
15 min
exam domain expert English
Working with Search and Browse 3D
Learn how to explore, analyze, and visualize industrial data in Cognite Data Fusion (CDF) using the Search and Browse 3D feature.
course Domain Expert
Enabling Technologies Assessment
Earn IDA Certificate with this single exam focused on the Introduction to Enabling Technologies series of courses.
30 min
exam enabling technologies certificate of completion Our fundamentals English
Blockchain
This course introduces very basic level of blockchains and explains how they function and the value they create.
course enabling technologies Our fundamentals English
Artificial Intelligence
Learn about the basic meaning, potential and challenges in the development of artificial intelligence.
course enabling technologies Our fundamentals English
Robotic Process Automation (RPA)
Learn basics about how RPA technology makes it possible to automate tasks traditionally performed by humans.
course enabling technologies Our fundamentals English
Cybersecurity
Learn basics about cybersecurity and how it applies to all areas within a company, from the CEO to every employee.
course enabling technologies Our fundamentals English
Internet of Things
Learn basics on how Internet of Things can renew and improve products and processes, and create new solutions.
course enabling technologies Our fundamentals English
使用 Cognite InField - 评估
证明你的技能并获得徽章！
10 min
exam 中文（普通话）
Cognite InField - 中文（普通话）
学习如何使用 InField 规划和执行现场工作。
30 min
course 中文（普通话）
Cognite Data Fusion Architecture and Implementation Fundamentals
Learn about the building blocks of Cognite Data Fusion.
25 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert Getting Started English
Integration Fundamentals
Follow the data's journey from source systems through RAW to transformations.
Not currently available
25 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
CDF Data Model Fundamentals
Learn about modeling industrial reality in Cognite Data Fusion.
Not currently available
30 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Contextualization Fundamentals
Learn what contextualization is and which contextualization tools CDF offers.
Not currently available
20 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert Full Stack Developer English
Build and Consume Fundamentals
Get an overview of the most popular tools you can use to consume your data in Cognite Data Fusion.
Not currently available
35 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Get Ready for Working with CDF
Everything you need to get started with the Working with CDF courses in the CDF Fundamentals learning path.
Not currently available
15 min
hands-on course English
Working With CDF: Contextualize
Learn to contextualize data in CDF with transformations, the entity matcher, and the create interactive engineering diagrams tool.
30 min
hands-on course Full Stack Developer English
Working With CDF: Consume
Learn how to create charts using Cognite Charts and data from CDF.
30 min
hands-on course Full Stack Developer English
Cognite Data Fusion Fundamentals Assessment
Earn a Cognite Data Fusion Fundamentals Certificate!
Not currently available
25 min
exam data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Working With CDF: Integrate
Learn to use CDF to upload data to RAW and to transform it into the Cognite resource types.
60 min
hands-on course Full Stack Developer English
PI Extractor
Get to know how to extract data from PI server and ingest it into CDF.
40 min
course data engineer Full Stack Developer English
Cognite Spark Data Source
Use Spark in Databricks to read and write data from and to Cognite Data Fusion.
1 hr 30 min
hands-on course data engineer Full Stack Developer English
Extractor-utils Library for Cognite Python SDK
Get started with Cognite's extractor utility package.
45 min
course data engineer Full Stack Developer English
Data Engineer Basics - Integrate Assessment
Earn a Data Engineer Basics Integrate Certificate of Completion with this exam focused on tasks from the learning path.
Not currently available
exam data engineer English
PostgreSQL Gateway
Get started with PostgreSQL gateway by using Azure Data Factory.
50 min
hands-on course data engineer Full Stack Developer English
Cognite Maintain Practitioner Assessment
Put all your Cognite Maintain learnings to use and earn a badge!
10 min
Cognite Maintain Practitioner
Create, optimize, and analyze your digital scopes using Cognite Maintain.
2 hr
course Maintain Domain Expert English
Understanding the Business Problem
Learn how data science can help solve a business problem.
data science course Our fundamentals English
Data Science Workflow
In this course you will learn about the main steps of data science workflow.
data science course Our fundamentals English
Data Science Fundamentals Assessment
Earn IDA Certificate with this single exam focused on the Data Science Fundamentals series of courses.
data science exam certificate of completion Our fundamentals English
Introduction to Data Science
In this course learn about data science and its origins.
data science course Our fundamentals English
Citizen Data Scientist Adventurer - Learning Path - Badge
The badge is waiting for you after successfully completing all data science fundamentals courses within a learning path. Claim your badge and share it with the world.
data science course quiz Our fundamentals English
Examples of Value of Data Science
In this course you will learn what how data scientists work with industrial data to generate value.
data science course Our fundamentals English
Evolvement of Data Science, Data Doers and Citizen Data Scientists
In this course you will learn what is expected evolvement of data science, data doers and citizen data scientists
data science course Our fundamentals English
What is Data Science
In this course you will learn what data science is and why it is important - especially in the industrial world.
data science course Our fundamentals English
CDF Transformations
Transform data using the built-in tool on CDF.
1 hr 30 min
hands-on course data engineer Full Stack Developer English
Match Entities: Concept and UI
Learn how to perform entity matching, and how the different entity matching models and feature types work.
45 min
course data engineer Full Stack Developer English
Data Engineer Basics: Transform and Contextualize - Assessment
Earn a Data Engineer Basics Transform and Contextualize Certificate of Completion with this exam focused on tasks from the learning path.
Not currently available
exam data engineer English
Python SDK Transformations
Learn how to transform data using Cognite Python SDK.
hands-on course data engineer Full Stack Developer English
Interactive Engineering Diagrams: Concept and UI
Learn about the interactive engineering diagrams tool and its algorithm.
30 min
course data engineer Full Stack Developer English
Match Entities with Python SDK
Learn about matching entities using Python SDK, different entity matching models, and more
30 min
course data engineer Full Stack Developer English
Cognite InField
Learn how to plan and execute fieldwork using InField.
30 min
course Domain Expert English
Working with Cognite InField - Assessment
Prove your skills and earn a badge!
Not currently available
10 min
exam InField English
Data Processing and Exploratory Data Analysis
Learn how to employ some classic exploratory data analysis methods on a particular use case.
hands-on data science course Our fundamentals Open Industrial Data English
Data Modelling
In this course you’ll continue in the role of an engineer in charge of operating a gas compressor, and will learn how to deal with live data in data modelling.
hands-on data science course Our fundamentals Open Industrial Data English
Cognite InRobot
Plan, perform, and automate various industrial missions using Cognite's InRobot.
Not currently available
1 hr
course Domain Expert English
Working with Cognite InRobot - Assessment
Put all your InRobot learnings to use and earn a badge!
Not currently available
10 min
exam Domain Expert English
CDFの操作: 統合
CDFを使用してデータをRAWにアップロードし、Cogniteリソースタイプに変換する方法について学習します。
60 min
hands-on course
CDFの操作: データの利用
Cognite ChartsとCDFのデータを使用してチャートを作成する方法を学習します。
30 min
hands-on course
統合に関する基礎知識
ソースシステムからRAW経由でトランスフォーメーションに至るデータの行程を追います。
25 min
course
コンテキスト化に関する基礎知識
コンテキスト化の内容とCDFが提供するコンテキスト化ツールについて学習します。
20 min
course
CDFの操作を行うための準備
「CDFに関する基礎知識」ラーニングパスでCDFの操作に関するコースを開始するために必要なすべてのことを学びます。
15 min
hands-on course
CDFの操作: コンテキスト化
変換、エンティティマッチング、インタラクティブなエンジニアリング図面の作成ツールによってCDF内のデータをコンテキスト化する方法について学習します。
30 min
hands-on course
Cognite Data Fusion (CDF)のアーキテクチャと導入に関する基礎知識
Cognite Data Fusionの構成要素について学習します。
25 min
course
構築と利用に関する基礎知識
Cognite Data Fusionでデータを利用するために使用できる最も一般的なツール概要について理解します。
35 min
course
CDFデータモデルに関する基礎知識
CDFデータモデルとリソースタイプによってCogniteが産業の現状をどのようにモデル化するのかを学習します。
25 min
course
「Cognite Data Fusionに関する基礎知識」の評価テスト
「Cognite Data Fusionに関する基礎知識」の認定証を取得しましょう。
25 min
exam
Applications, Visualizations, and Dashboards
Learn how companies use dashboards, visualizations, and applications.
industrial data course Our fundamentals English
Industrial Data Platforms
This course introduces you to data platforms and how they are used.
industrial data course Our fundamentals Upskilling English
Industrial Data Fundamentals Assessment
Earn IDA Certificate with this single exam focused on the Industrial Data Fundamentals series of courses.
industrial data exam Our fundamentals English
From Data to Value
This course describes the journey from data to value and why working with data must involve everyone in a company.
industrial data course Our fundamentals English
Industrial Data
This course introduces you to industrial data sources and data types and their uses.
industrial data course Our fundamentals Upskilling English
APIs and Integrations
This course introduces you to Application Programming Interfaces (APIs).
industrial data course APIs, SDKs, Connectors Hands-On Our fundamentals English
Industrial Digitalization
Learn about industrial digitalization and the challenges and opportunities it leads to in the industrial world.
industrial data course Our fundamentals English
CDF & Power BI: Reports and Dashboards
Publish a report to the Power BI Service and update your dataset on a schedule.
Not currently available
30 min
hands-on course data scientist domain expert English
Industrial Canvas
Learn more about Industrial Canvas and its key features and functionalities.
Not currently available
course data scientist domain expert Domain Expert English
Introduction to CDF & Grafana
Use the Cognite Data Source for Grafana and get started with visualizing data from CDF.
Not currently available
15 min
hands-on course data scientist domain expert English
Data Scientist Basics Assessment
Earn a Data Scientist Basics certificate on completion.
Not currently available
30 min
exam data scientist English
Introduction to API v1 using Postman
Set up an API collection in Postman and access the Open Industrial Data project.
30 min
hands-on data science course data engineer data scientist Full Stack Developer English
CDF & Grafana: Solving a Use Case
Solve a simple use case with the Cognite Data Source for Grafana.
Not currently available
40 min
hands-on course data scientist domain expert English
CDF & Power BI: Solving a Use Case
Solve a simple use case with the Cognite Power BI Connector.
Not currently available
45 min
hands-on course data scientist domain expert English
Introduction to CDF & Power BI
Connect CDF to Power BI and start using the connector's functionalities.
Not currently available
20 min
hands-on course data scientist domain expert English
Learn to Use the Cognite Python SDK
Watch demonstrations, run code in example notebooks, and solve hands-on tasks with the Cognite Python SDK.
1 hr 45 min
hands-on data science course data engineer data scientist Full Stack Developer English
CDF & Power BI: Implementing Incremental Refresh
Learn how to handle a big set of CDF data in Power BI by implementing incremental refresh.
Not currently available
45 min
hands-on course data scientist domain expert English
Cognite Charts
Learn to build solutions to industrial use cases on Cognite Charts.
1 hr 30 min
hands-on course data scientist domain expert Domain Expert English
Cognite Functions
Schedule, call, and monitor your Python functions with Cognite Functions.
Not currently available
1h 30 min
hands-on data science course data scientist English
Cognite InField (Italiano)
Come pianificare ed eseguire il lavoro sul campo con InField.
30 min
course Italiano
Utilizzo di Cognite InField - Valutazione
Verificare le proprie conoscenze e ottenere un badge di riconoscimento.
10 min
exam Italiano
Data and User Story
Explore the systems and equipment on the Valhall oil platform and learn about the user story that will guide your hands-on work.
industrial data hands-on course Our fundamentals English
Hands-on With Power BI
Work hands-on with Power BI and create visualizations to solve the user story.
hands-on course Open Industrial Data English
Industrial Data Hands-on Quiz
Test your knowledge learned in the Hands-on With Industrial Data series of courses through this dynamic quiz.
industrial data hands-on quiz Our fundamentals English
Hands-on With Grafana
Work hands-on with Grafana and create visualizations to solve the user story.
hands-on course Open Industrial Data English
Understanding Open Industrial Data
Examine hands-on in Postman how the different Cognite Data Fusion resource types apply to Open Industrial Data.
industrial data hands-on course Our fundamentals Open Industrial Data English
Open Industrial Data
Learn about Open Industrial Data project and get access.
hands-on course Upskilling Open Industrial Data English
CDF & Power BI: Reports and Dashboards
Publish a report to the Power BI Service and update your dataset on a schedule.
Not currently available
30 min
hands-on course data scientist domain expert English
CDF & Power BI: Solving a Use Case
Solve a simple use case with the Cognite Power BI Connector.
Not currently available
45 min
hands-on course data scientist domain expert English
Industrial Canvas
Learn more about Industrial Canvas and its key features and functionalities.
Not currently available
course data scientist domain expert Domain Expert English
Cognite Data Fusion for Domain Experts
Gain more insight from your data in CDF, without knowing how to code.
45 min
course domain expert Domain Expert English
Introduction to CDF & Grafana
Use the Cognite Data Source for Grafana and get started with visualizing data from CDF.
Not currently available
15 min
hands-on course data scientist domain expert English
Cognite Charts
Learn to build solutions to industrial use cases on Cognite Charts.
1 hr 30 min
hands-on course data scientist domain expert Domain Expert English
CDF & Grafana: Solving a Use Case
Solve a simple use case with the Cognite Data Source for Grafana.
Not currently available
40 min
hands-on course data scientist domain expert English
CDF & Power BI: Implementing Incremental Refresh
Learn how to handle a big set of CDF data in Power BI by implementing incremental refresh.
Not currently available
45 min
hands-on course data scientist domain expert English
Introduction to CDF & Power BI
Connect CDF to Power BI and start using the connector's functionalities.
Not currently available
20 min
hands-on course data scientist domain expert English
Explore data with Cognite Data Fusion
Learn the basics of how to find data in Cognite Data Fusion.
Not currently available
30 min
hands-on course domain expert English
Domain Expert Basics Assessment
Earn a Domain Experts Basics certificate upon completion.
Not currently available
15 min
exam domain expert English
Working with Search and Browse 3D
Learn how to explore, analyze, and visualize industrial data in Cognite Data Fusion (CDF) using the Search and Browse 3D feature.
course Domain Expert
Enabling Technologies Assessment
Earn IDA Certificate with this single exam focused on the Introduction to Enabling Technologies series of courses.
30 min
exam enabling technologies certificate of completion Our fundamentals English
Blockchain
This course introduces very basic level of blockchains and explains how they function and the value they create.
course enabling technologies Our fundamentals English
Artificial Intelligence
Learn about the basic meaning, potential and challenges in the development of artificial intelligence.
course enabling technologies Our fundamentals English
Robotic Process Automation (RPA)
Learn basics about how RPA technology makes it possible to automate tasks traditionally performed by humans.
course enabling technologies Our fundamentals English
Cybersecurity
Learn basics about cybersecurity and how it applies to all areas within a company, from the CEO to every employee.
course enabling technologies Our fundamentals English
Internet of Things
Learn basics on how Internet of Things can renew and improve products and processes, and create new solutions.
course enabling technologies Our fundamentals English
使用 Cognite InField - 评估
证明你的技能并获得徽章！
10 min
exam 中文（普通话）
Cognite InField - 中文（普通话）
学习如何使用 InField 规划和执行现场工作。
30 min
course 中文（普通话）
Cognite Data Fusion Architecture and Implementation Fundamentals
Learn about the building blocks of Cognite Data Fusion.
25 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert Getting Started English
Integration Fundamentals
Follow the data's journey from source systems through RAW to transformations.
Not currently available
25 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
CDF Data Model Fundamentals
Learn about modeling industrial reality in Cognite Data Fusion.
Not currently available
30 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Contextualization Fundamentals
Learn what contextualization is and which contextualization tools CDF offers.
Not currently available
20 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert Full Stack Developer English
Build and Consume Fundamentals
Get an overview of the most popular tools you can use to consume your data in Cognite Data Fusion.
Not currently available
35 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Get Ready for Working with CDF
Everything you need to get started with the Working with CDF courses in the CDF Fundamentals learning path.
Not currently available
15 min
hands-on course English
Working With CDF: Contextualize
Learn to contextualize data in CDF with transformations, the entity matcher, and the create interactive engineering diagrams tool.
30 min
hands-on course Full Stack Developer English
Working With CDF: Consume
Learn how to create charts using Cognite Charts and data from CDF.
30 min
hands-on course Full Stack Developer English
Cognite Data Fusion Fundamentals Assessment
Earn a Cognite Data Fusion Fundamentals Certificate!
Not currently available
25 min
exam data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Working With CDF: Integrate
Learn to use CDF to upload data to RAW and to transform it into the Cognite resource types.
60 min
hands-on course Full Stack Developer English
Introduction to API v1 using Postman
Set up an API collection in Postman and access the Open Industrial Data project.
30 min
hands-on data science course data engineer data scientist Full Stack Developer English
Learn to Use the Cognite Python SDK
Watch demonstrations, run code in example notebooks, and solve hands-on tasks with the Cognite Python SDK.
1 hr 45 min
hands-on data science course data engineer data scientist Full Stack Developer English
PI Extractor
Get to know how to extract data from PI server and ingest it into CDF.
40 min
course data engineer Full Stack Developer English
Cognite Spark Data Source
Use Spark in Databricks to read and write data from and to Cognite Data Fusion.
1 hr 30 min
hands-on course data engineer Full Stack Developer English
Extractor-utils Library for Cognite Python SDK
Get started with Cognite's extractor utility package.
45 min
course data engineer Full Stack Developer English
Data Engineer Basics - Integrate Assessment
Earn a Data Engineer Basics Integrate Certificate of Completion with this exam focused on tasks from the learning path.
Not currently available
exam data engineer English
PostgreSQL Gateway
Get started with PostgreSQL gateway by using Azure Data Factory.
50 min
hands-on course data engineer Full Stack Developer English
Cognite Maintain Practitioner Assessment
Put all your Cognite Maintain learnings to use and earn a badge!
10 min
Cognite Maintain Practitioner
Create, optimize, and analyze your digital scopes using Cognite Maintain.
2 hr
course Maintain Domain Expert English
Understanding the Business Problem
Learn how data science can help solve a business problem.
data science course Our fundamentals English
Data Science Workflow
In this course you will learn about the main steps of data science workflow.
data science course Our fundamentals English
Data Science Fundamentals Assessment
Earn IDA Certificate with this single exam focused on the Data Science Fundamentals series of courses.
data science exam certificate of completion Our fundamentals English
Introduction to Data Science
In this course learn about data science and its origins.
data science course Our fundamentals English
Citizen Data Scientist Adventurer - Learning Path - Badge
The badge is waiting for you after successfully completing all data science fundamentals courses within a learning path. Claim your badge and share it with the world.
data science course quiz Our fundamentals English
Examples of Value of Data Science
In this course you will learn what how data scientists work with industrial data to generate value.
data science course Our fundamentals English
Evolvement of Data Science, Data Doers and Citizen Data Scientists
In this course you will learn what is expected evolvement of data science, data doers and citizen data scientists
data science course Our fundamentals English
What is Data Science
In this course you will learn what data science is and why it is important - especially in the industrial world.
data science course Our fundamentals English
Cognite Data Modeling
Explore the fundamental concepts, practical applications, and advanced techniques for effectively organizing, and managing industrial data.
4 hrs
course data engineer Full Stack Developer English Newly published All courses and learning paths
CDF Transformations
Transform data using the built-in tool on CDF.
1 hr 30 min
hands-on course data engineer Full Stack Developer English
Match Entities: Concept and UI
Learn how to perform entity matching, and how the different entity matching models and feature types work.
45 min
course data engineer Full Stack Developer English
Data Engineer Basics: Transform and Contextualize - Assessment
Earn a Data Engineer Basics Transform and Contextualize Certificate of Completion with this exam focused on tasks from the learning path.
Not currently available
exam data engineer English
Python SDK Transformations
Learn how to transform data using Cognite Python SDK.
hands-on course data engineer Full Stack Developer English
Interactive Engineering Diagrams: Concept and UI
Learn about the interactive engineering diagrams tool and its algorithm.
30 min
course data engineer Full Stack Developer English
Match Entities with Python SDK
Learn about matching entities using Python SDK, different entity matching models, and more
30 min
course data engineer Full Stack Developer English
Cognite InField
Learn how to plan and execute fieldwork using InField.
30 min
course Domain Expert English
Working with Cognite InField - Assessment
Prove your skills and earn a badge!
Not currently available
10 min
exam InField English
Data Processing and Exploratory Data Analysis
Learn how to employ some classic exploratory data analysis methods on a particular use case.
hands-on data science course Our fundamentals Open Industrial Data English
Data Modelling
In this course you’ll continue in the role of an engineer in charge of operating a gas compressor, and will learn how to deal with live data in data modelling.
hands-on data science course Our fundamentals Open Industrial Data English
Cognite InRobot
Plan, perform, and automate various industrial missions using Cognite's InRobot.
Not currently available
1 hr
course Domain Expert English
Working with Cognite InRobot - Assessment
Put all your InRobot learnings to use and earn a badge!
Not currently available
10 min
exam Domain Expert English
CDFの操作: 統合
CDFを使用してデータをRAWにアップロードし、Cogniteリソースタイプに変換する方法について学習します。
60 min
hands-on course
CDFの操作: データの利用
Cognite ChartsとCDFのデータを使用してチャートを作成する方法を学習します。
30 min
hands-on course
統合に関する基礎知識
ソースシステムからRAW経由でトランスフォーメーションに至るデータの行程を追います。
25 min
course
コンテキスト化に関する基礎知識
コンテキスト化の内容とCDFが提供するコンテキスト化ツールについて学習します。
20 min
course
CDFの操作を行うための準備
「CDFに関する基礎知識」ラーニングパスでCDFの操作に関するコースを開始するために必要なすべてのことを学びます。
15 min
hands-on course
CDFの操作: コンテキスト化
変換、エンティティマッチング、インタラクティブなエンジニアリング図面の作成ツールによってCDF内のデータをコンテキスト化する方法について学習します。
30 min
hands-on course
Cognite Data Fusion (CDF)のアーキテクチャと導入に関する基礎知識
Cognite Data Fusionの構成要素について学習します。
25 min
course
構築と利用に関する基礎知識
Cognite Data Fusionでデータを利用するために使用できる最も一般的なツール概要について理解します。
35 min
course
CDFデータモデルに関する基礎知識
CDFデータモデルとリソースタイプによってCogniteが産業の現状をどのようにモデル化するのかを学習します。
25 min
course
「Cognite Data Fusionに関する基礎知識」の評価テスト
「Cognite Data Fusionに関する基礎知識」の認定証を取得しましょう。
25 min
exam
Applications, Visualizations, and Dashboards
Learn how companies use dashboards, visualizations, and applications.
industrial data course Our fundamentals English
Industrial Data Platforms
This course introduces you to data platforms and how they are used.
industrial data course Our fundamentals Upskilling English
Industrial Data Fundamentals Assessment
Earn IDA Certificate with this single exam focused on the Industrial Data Fundamentals series of courses.
industrial data exam Our fundamentals English
From Data to Value
This course describes the journey from data to value and why working with data must involve everyone in a company.
industrial data course Our fundamentals English
Industrial Data
This course introduces you to industrial data sources and data types and their uses.
industrial data course Our fundamentals Upskilling English
APIs and Integrations
This course introduces you to Application Programming Interfaces (APIs).
industrial data course APIs, SDKs, Connectors Hands-On Our fundamentals English
Industrial Digitalization
Learn about industrial digitalization and the challenges and opportunities it leads to in the industrial world.
industrial data course Our fundamentals English
CDF & Power BI: Reports and Dashboards
Publish a report to the Power BI Service and update your dataset on a schedule.
Not currently available
30 min
hands-on course data scientist domain expert English
Industrial Canvas
Learn more about Industrial Canvas and its key features and functionalities.
Not currently available
course data scientist domain expert Domain Expert English
Introduction to CDF & Grafana
Use the Cognite Data Source for Grafana and get started with visualizing data from CDF.
Not currently available
15 min
hands-on course data scientist domain expert English
Data Scientist Basics Assessment
Earn a Data Scientist Basics certificate on completion.
Not currently available
30 min
exam data scientist English
Introduction to API v1 using Postman
Set up an API collection in Postman and access the Open Industrial Data project.
30 min
hands-on data science course data engineer data scientist Full Stack Developer English
CDF & Grafana: Solving a Use Case
Solve a simple use case with the Cognite Data Source for Grafana.
Not currently available
40 min
hands-on course data scientist domain expert English
CDF & Power BI: Solving a Use Case
Solve a simple use case with the Cognite Power BI Connector.
Not currently available
45 min
hands-on course data scientist domain expert English
Introduction to CDF & Power BI
Connect CDF to Power BI and start using the connector's functionalities.
Not currently available
20 min
hands-on course data scientist domain expert English
Learn to Use the Cognite Python SDK
Watch demonstrations, run code in example notebooks, and solve hands-on tasks with the Cognite Python SDK.
1 hr 45 min
hands-on data science course data engineer data scientist Full Stack Developer English
CDF & Power BI: Implementing Incremental Refresh
Learn how to handle a big set of CDF data in Power BI by implementing incremental refresh.
Not currently available
45 min
hands-on course data scientist domain expert English
Cognite Charts
Learn to build solutions to industrial use cases on Cognite Charts.
1 hr 30 min
hands-on course data scientist domain expert Domain Expert English
Cognite Functions
Schedule, call, and monitor your Python functions with Cognite Functions.
Not currently available
1h 30 min
hands-on data science course data scientist English
Cognite InField (Italiano)
Come pianificare ed eseguire il lavoro sul campo con InField.
30 min
course Italiano
Utilizzo di Cognite InField - Valutazione
Verificare le proprie conoscenze e ottenere un badge di riconoscimento.
10 min
exam Italiano
Data and User Story
Explore the systems and equipment on the Valhall oil platform and learn about the user story that will guide your hands-on work.
industrial data hands-on course Our fundamentals English
Hands-on With Power BI
Work hands-on with Power BI and create visualizations to solve the user story.
hands-on course Open Industrial Data English
Industrial Data Hands-on Quiz
Test your knowledge learned in the Hands-on With Industrial Data series of courses through this dynamic quiz.
industrial data hands-on quiz Our fundamentals English
Hands-on With Grafana
Work hands-on with Grafana and create visualizations to solve the user story.
hands-on course Open Industrial Data English
Understanding Open Industrial Data
Examine hands-on in Postman how the different Cognite Data Fusion resource types apply to Open Industrial Data.
industrial data hands-on course Our fundamentals Open Industrial Data English
Open Industrial Data
Learn about Open Industrial Data project and get access.
hands-on course Upskilling Open Industrial Data English
Cognite Data Fusion for Domain Experts
Gain more insight from your data in CDF, without knowing how to code.
45 min
course domain expert Domain Expert English
Explore data with Cognite Data Fusion
Learn the basics of how to find data in Cognite Data Fusion.
Not currently available
30 min
hands-on course domain expert English
Domain Expert Basics Assessment
Earn a Domain Experts Basics certificate upon completion.
Not currently available
15 min
exam domain expert English
Working with Search and Browse 3D
Learn how to explore, analyze, and visualize industrial data in Cognite Data Fusion (CDF) using the Search and Browse 3D feature.
course Domain Expert
Enabling Technologies Assessment
Earn IDA Certificate with this single exam focused on the Introduction to Enabling Technologies series of courses.
30 min
exam enabling technologies certificate of completion Our fundamentals English
Blockchain
This course introduces very basic level of blockchains and explains how they function and the value they create.
course enabling technologies Our fundamentals English
Artificial Intelligence
Learn about the basic meaning, potential and challenges in the development of artificial intelligence.
course enabling technologies Our fundamentals English
Robotic Process Automation (RPA)
Learn basics about how RPA technology makes it possible to automate tasks traditionally performed by humans.
course enabling technologies Our fundamentals English
Cybersecurity
Learn basics about cybersecurity and how it applies to all areas within a company, from the CEO to every employee.
course enabling technologies Our fundamentals English
Internet of Things
Learn basics on how Internet of Things can renew and improve products and processes, and create new solutions.
course enabling technologies Our fundamentals English
使用 Cognite InField - 评估
证明你的技能并获得徽章！
10 min
exam 中文（普通话）
Cognite InField - 中文（普通话）
学习如何使用 InField 规划和执行现场工作。
30 min
course 中文（普通话）
Cognite Data Fusion Architecture and Implementation Fundamentals
Learn about the building blocks of Cognite Data Fusion.
25 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert Getting Started English
Integration Fundamentals
Follow the data's journey from source systems through RAW to transformations.
Not currently available
25 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
CDF Data Model Fundamentals
Learn about modeling industrial reality in Cognite Data Fusion.
Not currently available
30 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Contextualization Fundamentals
Learn what contextualization is and which contextualization tools CDF offers.
Not currently available
20 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert Full Stack Developer English
Build and Consume Fundamentals
Get an overview of the most popular tools you can use to consume your data in Cognite Data Fusion.
Not currently available
35 min
course data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Get Ready for Working with CDF
Everything you need to get started with the Working with CDF courses in the CDF Fundamentals learning path.
Not currently available
15 min
hands-on course English
Working With CDF: Contextualize
Learn to contextualize data in CDF with transformations, the entity matcher, and the create interactive engineering diagrams tool.
30 min
hands-on course Full Stack Developer English
Working With CDF: Consume
Learn how to create charts using Cognite Charts and data from CDF.
30 min
hands-on course Full Stack Developer English
Cognite Data Fusion Fundamentals Assessment
Earn a Cognite Data Fusion Fundamentals Certificate!
Not currently available
25 min
exam data engineer Cognite Data Fusion Fundamentals data scientist domain expert English
Working With CDF: Integrate
Learn to use CDF to upload data to RAW and to transform it into the Cognite resource types.
60 min
hands-on course Full Stack Developer English
PI Extractor
Get to know how to extract data from PI server and ingest it into CDF.
40 min
course data engineer Full Stack Developer English
Cognite Spark Data Source
Use Spark in Databricks to read and write data from and to Cognite Data Fusion.
1 hr 30 min
hands-on course data engineer Full Stack Developer English
Extractor-utils Library for Cognite Python SDK
Get started with Cognite's extractor utility package.
45 min
course data engineer Full Stack Developer English
Data Engineer Basics - Integrate Assessment
Earn a Data Engineer Basics Integrate Certificate of Completion with this exam focused on tasks from the learning path.
Not currently available
exam data engineer English
PostgreSQL Gateway
Get started with PostgreSQL gateway by using Azure Data Factory.
50 min
hands-on course data engineer Full Stack Developer English
Cognite Maintain Practitioner Assessment
Put all your Cognite Maintain learnings to use and earn a badge!
10 min
Cognite Maintain Practitioner
Create, optimize, and analyze your digital scopes using Cognite Maintain.
2 hr
course Maintain Domain Expert English
Understanding the Business Problem
Learn how data science can help solve a business problem.
data science course Our fundamentals English
Data Science Workflow
In this course you will learn about the main steps of data science workflow.
data science course Our fundamentals English
Data Science Fundamentals Assessment
Earn IDA Certificate with this single exam focused on the Data Science Fundamentals series of courses.
data science exam certificate of completion Our fundamentals English
Introduction to Data Science
In this course learn about data science and its origins.
data science course Our fundamentals English
Citizen Data Scientist Adventurer - Learning Path - Badge
The badge is waiting for you after successfully completing all data science fundamentals courses within a learning path. Claim your badge and share it with the world.
data science course quiz Our fundamentals English
Examples of Value of Data Science
In this course you will learn what how data scientists work with industrial data to generate value.
data science course Our fundamentals English
Evolvement of Data Science, Data Doers and Citizen Data Scientists
In this course you will learn what is expected evolvement of data science, data doers and citizen data scientists
data science course Our fundamentals English
What is Data Science
In this course you will learn what data science is and why it is important - especially in the industrial world.
data science course Our fundamentals English
CDF Transformations
Transform data using the built-in tool on CDF.
1 hr 30 min
hands-on course data engineer Full Stack Developer English
Match Entities: Concept and UI
Learn how to perform entity matching, and how the different entity matching models and feature types work.
45 min
course data engineer Full Stack Developer English
Data Engineer Basics: Transform and Contextualize - Assessment
Earn a Data Engineer Basics Transform and Contextualize Certificate of Completion with this exam focused on tasks from the learning path.
Not currently available
exam data engineer English
Python SDK Transformations
Learn how to transform data using Cognite Python SDK.
hands-on course data engineer Full Stack Developer English
Interactive Engineering Diagrams: Concept and UI
Learn about the interactive engineering diagrams tool and its algorithm.
30 min
course data engineer Full Stack Developer English
Match Entities with Python SDK
Learn about matching entities using Python SDK, different entity matching models, and more
30 min
course data engineer Full Stack Developer English
Cognite InField
Learn how to plan and execute fieldwork using InField.
30 min
course Domain Expert English
Working with Cognite InField - Assessment
Prove your skills and earn a badge!
Not currently available
10 min
exam InField English
Data Processing and Exploratory Data Analysis
Learn how to employ some classic exploratory data analysis methods on a particular use case.
hands-on data science course Our fundamentals Open Industrial Data English
Data Modelling
In this course you’ll continue in the role of an engineer in charge of operating a gas compressor, and will learn how to deal with live data in data modelling.
hands-on data science course Our fundamentals Open Industrial Data English
Cognite InRobot
Plan, perform, and automate various industrial missions using Cognite's InRobot.
Not currently available
1 hr
course Domain Expert English
Working with Cognite InRobot - Assessment
Put all your InRobot learnings to use and earn a badge!
Not currently available
10 min
exam Domain Expert English
CDFの操作: 統合
CDFを使用してデータをRAWにアップロードし、Cogniteリソースタイプに変換する方法について学習します。
60 min
hands-on course
CDFの操作: データの利用
Cognite ChartsとCDFのデータを使用してチャートを作成する方法を学習します。
30 min
hands-on course
統合に関する基礎知識
ソースシステムからRAW経由でトランスフォーメーションに至るデータの行程を追います。
25 min
course
コンテキスト化に関する基礎知識
コンテキスト化の内容とCDFが提供するコンテキスト化ツールについて学習します。
20 min
course
CDFの操作を行うための準備
「CDFに関する基礎知識」ラーニングパスでCDFの操作に関するコースを開始するために必要なすべてのことを学びます。
15 min
hands-on course
CDFの操作: コンテキスト化
変換、エンティティマッチング、インタラクティブなエンジニアリング図面の作成ツールによってCDF内のデータをコンテキスト化する方法について学習します。
30 min
hands-on course
Cognite Data Fusion (CDF)のアーキテクチャと導入に関する基礎知識
Cognite Data Fusionの構成要素について学習します。
25 min
course
構築と利用に関する基礎知識
Cognite Data Fusionでデータを利用するために使用できる最も一般的なツール概要について理解します。
35 min
course
CDFデータモデルに関する基礎知識
CDFデータモデルとリソースタイプによってCogniteが産業の現状をどのようにモデル化するのかを学習します。
25 min
course
「Cognite Data Fusionに関する基礎知識」の評価テスト
「Cognite Data Fusionに関する基礎知識」の認定証を取得しましょう。
25 min
exam