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        <description></description>
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        <title>MADS4Engineering</title>
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        <dc:date>2026-09-12T13:58:56+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>about</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=about&amp;rev=1789221536&amp;do=diff</link>
        <description>The Minor in Applied Data Science for Engineering (MADS4Engineering) is a 30-ECTS programme in English offered by ISEP to international 3rd-year (or higher) engineering, product design and business students. The programme comprises the following modules:

	*  Data Science Lab (21.0 ECTS)
	*  Critical Thinking &amp; Ethics in Data Science (1.5 ECTS)</description>
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        <dc:date>2026-09-09T16:36:33+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>docs</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=docs&amp;rev=1788971793&amp;do=diff</link>
        <description>Description 			 Link(s) Interim Report			 Please insert here the link(s) to the corresponding file(s) Interim Presentation		 Please insert here the link(s) to the corresponding file(s) GitHub repo                     Please insert here the link(s) to the corresponding file(s)</description>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-09T13:04:38+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>report</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report&amp;rev=1788959078&amp;do=diff</link>
        <description>Title of the Report

	*  Author1
	*  Author2
	*  Author3
	*  Author4

Abstract

List of Acronyms
 Acronym  Description CRISP-DMCross-Industry Standard Process for Data MiningISEPInstituto Superior de Engenharia do PortoMADS4EngineeringMinor in Applied Data Science to Engineering</description>
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        <dc:date>2026-09-08T18:46:28+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>dun - [Exploratory Analysis] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:dun&amp;rev=1788893188&amp;do=diff</link>
        <description>Data Understanding

Introduction

Data Sources

Data Quality Assessment

Exploratory Analysis

Data Limitations

Summary</description>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-08T18:38:53+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>soa - [Gap Analysis] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:soa&amp;rev=1788892733&amp;do=diff</link>
        <description>State of the Art

This chapter provides the reader with the relevant technical-scientific background as well as existing related products and research, also known as the state of the art, in the field(s) of the project.

Introduction

Provide here an overview of the contents (structure) of this chapter.</description>
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        <dc:date>2026-09-08T18:38:16+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>dgn - [Solution Vision] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:dgn&amp;rev=1788892696&amp;do=diff</link>
        <description>Solution Design

Introduction

Solution Vision

Design Requirements

User Stories

Conceptual Data Model

Information Architecture

UX/UI Design

Summary</description>
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        <dc:date>2026-09-08T18:37:24+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>pru - [Success Criteria] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:pru&amp;rev=1788892644&amp;do=diff</link>
        <description>Problem Understanding

Introduction

Provide here an overview of the contents (structure) of this chapter.

Challenge Description

Stakeholder Analysis

User Analysis

Requirements

Objectives and Success Criteria

Summary</description>
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        <dc:date>2026-09-08T17:59:02+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>eth - [Summary] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:eth&amp;rev=1788890342&amp;do=diff</link>
        <description>Critical Thinking and Ethical Considerations

Introduction

Provide here an overview of the contents (structure) of this chapter.

Stakeholders and Impact

Identification of affected stakeholders

Expected benefits

Potential risks
 

Risks and Concerns</description>
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        <dc:date>2026-09-08T17:46:22+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>intro - [Team Presentation] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:intro&amp;rev=1788889582&amp;do=diff</link>
        <description>Introduction

Project Context

// MADS4Engineering as a project-based learning programme;
the real-world challenge;
the composition of the team;
the relevance of multidisciplinary and intercultural collaboration.//

Challenge and Objectives

Describe very briefly the challenge addressed; main project objective; key expected outcome.</description>
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        <dc:date>2026-09-08T17:41:18+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>dvp</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:dvp&amp;rev=1788889278&amp;do=diff</link>
        <description>Development

Introduction

Provide here an overview of the contents (structure) of this chapter.

System Architecture

Data Pipeline

Backend Development

Analytics Components

Front-End Development

Integration

Summary

Provide here the conclusions of this chapter and make the bridge to the next chapter.</description>
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        <dc:date>2026-09-08T17:04:28+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>dpl - [Deployment] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:dpl&amp;rev=1788887068&amp;do=diff</link>
        <description>Deployment

Introduction

User Manual

Installation and Deployment

Sustainability and Maintenance

Summary</description>
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        <dc:date>2026-09-08T17:03:17+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>eva - [Evaluation] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:eva&amp;rev=1788886997&amp;do=diff</link>
        <description>Evaluation

Introduction

Functional Testing

Usability Testing

Validation Against Requirements

Discussion</description>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-08T16:49:39+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>conc - [Future Development] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:conc&amp;rev=1788886179&amp;do=diff</link>
        <description>Conclusions

Achievements

Discuss here what was achieved (wrt the initial objectives) and what is missing (wrt the initial objectives) of the project.

Limitations

Identify here the limitations of the solution and prototype.

Future Work

Provide here your recommendations for future work.</description>
    </item>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-08T16:49:02+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>mtd</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:mtd&amp;rev=1788886142&amp;do=diff</link>
        <description>Methodology

Introduction

Provide here an overview of the contents (structure) of this chapter.

Design Thinking

CRISP-DM

Scrum-Based Development

Summary</description>
    </item>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-08T16:03:55+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>gls - [List of Acronyms] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:gls&amp;rev=1788883435&amp;do=diff</link>
        <description>List of Acronyms
 Acronym  Description CRISP-DMCross-Industry Standard Process for Data MiningISEPInstituto Superior de Engenharia do PortoMADS4EngineeringMinor in Applied Data Science to Engineering</description>
    </item>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-08T16:00:49+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>frt - [Title of the Report] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=report:frt&amp;rev=1788883249&amp;do=diff</link>
        <description>Title of the Report

	*  Author1
	*  Author2
	*  Author3
	*  Author4</description>
    </item>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-08T15:59:52+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>plan</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=plan&amp;rev=1788883192&amp;do=diff</link>
        <description>Date  Milestone  Expected Outputs  2026-09-18  Challenge Selection  Choose and share your top-3 preferred data-driven challenges via email to mads4engineering@isep.ipp.pt  2026-09-25  Business Understanding  Challenge description, stakeholder map, problem statement, objectives, success criteria and project scope</description>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-05T20:01:31+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>start - [Project Brief] </title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=start&amp;rev=1788638491&amp;do=diff</link>
        <description>This is your project wiki. It should be updated every week to edit:

	*  the weekly report
	*  the minute of the last meeting 
	*  the agenda of the next meeting
	*  the report.

Please use the MS Teams channel of your team for sharing and holding project-related data.</description>
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        <dc:format>text/html</dc:format>
        <dc:date>2026-09-05T19:37:15+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>epsatisep</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=user:epsatisep&amp;rev=1788637035&amp;do=diff</link>
        <description>The Minor in Applied Data Science for Engineering (MADS4Engineering) is a 30-ECTS programme in English offered by ISEP to international 3rd- and 4th-year (or higher) engineering, product design and business students. The programme comprises the following modules:

	*  Data Science Lab (21.0 ECTS)
	*  Critical Thinking &amp; Ethics in Data Science (1.5 ECTS)</description>
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    <item rdf:about="https://www.mads4e.dee.isep.ipp.pt/doku.php?id=wiki:user:epsatisep&amp;rev=1788636816&amp;do=diff">
        <dc:format>text/html</dc:format>
        <dc:date>2026-09-05T19:33:36+00:00</dc:date>
        <dc:creator>mads4engineering (mads4engineering@undisclosed.example.com)</dc:creator>
        <title>epsatisep</title>
        <link>https://www.mads4e.dee.isep.ipp.pt/doku.php?id=wiki:user:epsatisep&amp;rev=1788636816&amp;do=diff</link>
        <description>This is the Wiki template of the Data Science Lab module of MADS4Engineering.

MADS4Engineering is a one-semester, 30 ECTS programme taught in English and offered to international third- and fourth-year engineering students. The programme combines a 21 ECTS project with 9 ECTS of intensive seminars covering Critical Thinking and Ethics in Data Science, Data Preparation, Processing and Visualisation, Intercultural and Technical-Scientific Communication, Mathematics for Data Science, Programming f…</description>
    </item>
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