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Artificial Intelligence For Fashion - Academic course

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Description

This course regards the adoption of classical and novel AI-based technologies in the field of fashion.

Despite expectations, the field of fashion is challenging from an AI perspective, since it involves the development of models to achieve general-purpose tasks, such as Image Classsification, Clustering and Retrieval, but also Trend Forecasting, Sentiment analysis and many others. So, it is touched by different AI subfields, such as Computer Vision, Natural Language process and Time series analysis.

This course is devoted to students from both Computer Science and Fashion studies, who want to explore the classical and the novel paradigms applied to solve some of the most common tasks in the Fashion Field.

This is my first full-course at the University of Bologna, at the Department for Life Quality Studies and, to the best of my knowledge, the first open-source repository of a University Course on Artificial Intelligence For Fashion.

Textbooks

The main textboook adopted in this course is:

@book{luce2018artificial,
  title={Artificial intelligence for fashion: How AI is revolutionizing the fashion industry},
  author={Luce, Leanne},
  year={2018},
  publisher={Apress}
}

Softwares used in class

Course Program

Date Topic Professor Slide Practical material
14/03/2022 Introduction Lorenzo Stacchio 00_intro.pdf Not present
15/03/2022 Ai for fashion Lorenzo Stacchio 01_intro_ai_fashion.pdf Not present
21/03/2022
22/03/2022
Python programming Lorenzo Stacchio 02_python_programming.pdf Open In Colab
28/03/2022 Data visualization and Orange Alessia Angeli 03_visualization.pdf
03_visualization_orange.pdf
Google Drive
29/03/2022 Python and ML Classification with sklearn Lorenzo Stacchio 04_python_classification.pdf Open In Colab Open In Colab
04/04/2022
05/04/2022
Machine learning classification with Orange Lorenzo Stacchio 05_orange_classification.pdf Google Drive
11/04/2022
12/04/2022
Professional vs customer photos visual relationship: a simple project with Orange Lorenzo Stacchio 06_final_project.pdf Google Drive

Student projects

All the students projects will be included in project folder starting from the first Academic Year (2021/2022).

Per each Academic Year, the project will be described along with all the students who participated in it.

ai-for-fashion-course's People

Contributors

lorenzo-stacchio avatar alessiaangeli avatar

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