KI Labor H-Ka

Sources and Docker Environment for the AI Lab at HSKA: https://www.iwi.hs-karlsruhe.de/iwii/info/module/INFM/7/INFM210ML#INFM212ML

Timeline for SS24

Datum	Thema	Inhalt	Präsenz
15. November.	Allg.	Transformers + Projektintros	No
22. November.	Allg.	Projektassignments	No
29. November.	Allg.		No
6. Dezember.	Allg.		No
13. Dezember.	Allg.		No
20. Dezember.	Allg.		No
	Allg.	Public Holidays	No
10. Januar.	Allg.		No
17. Januar.	Allg.	Final Presentation	Yes

Projektideen

NLP

Semeval Numeval - quantitative understanding of English https://sites.google.com/view/numeval/numeval https://sites.google.com/view/numeval/data

Multilingual News Article Similarity: do news cover the same story?

https://competitions.codalab.org/competitions/33835

Clickbait spoiling

https://pan.webis.de/semeval23/pan23-web/clickbait-challenge.html

Defi IA, predict job category based on job description

https://github.com/yogeshkumarpilli/Kaggle-NLP-Challenge https://www.kaggle.com/c/defi-ia-insa-toulouse/overview

Predict argument efficacy

https://www.kaggle.com/competitions/feedback-prize-effectiveness

Kaggle prediction of sentence relations (contra, related, none)

https://www.kaggle.com/competitions/contradictory-my-dear-watson

Scoring clinical patient notes

https://www.kaggle.com/c/nbme-score-clinical-patient-notes/overview/code-requirements

Natural Language Processing with Disaster Tweets [binary]

"build a machine learning model that predicts which Tweets are about real disasters and which one’s aren’t." https://www.kaggle.com/c/nlp-getting-started/overview

Predict Closed Questions on Stack Overflow [binary]

"build a classifier that predicts whether or not a question will be closed given the question as submitted, along with the reason that the question was closed" https://www.kaggle.com/c/predict-closed-questions-on-stack-overflow/

Quora Question Pairs [binary]

"predict which of the provided pairs of questions contain two questions with the same meaning" https://www.kaggle.com/c/quora-question-pairs/data

Tweet Sentiment Extraction [sequence extraction]

https://www.kaggle.com/c/tweet-sentiment-extraction/overview "which words actually lead to the sentiment description? In this competition you will need to pick out the part of the tweet (word or phrase) that reflects the sentiment."

Movie Review Sentiment Analysis (Kernels Only) [multi-label classification]

https://www.kaggle.com/competitions/movie-review-sentiment-analysis-kernels-only/overview "This competition presents a chance to benchmark your sentiment-analysis ideas on the Rotten Tomatoes dataset. You are asked to label phrases on a scale of five values: negative, somewhat negative, neutral, somewhat positive, positive."

Computer Vision

Image Matching Challenge [structure from motion]

https://www.kaggle.com/competitions/image-matching-challenge-2024/overview

Computer Vision - XM (detect healthy vs diseased leaves) [binary classification]

https://www.kaggle.com/competitions/computer-vision-xm/overview

Automatic Identification of Internal Waves [binary classification]

https://www.kaggle.com/competitions/internal-waves/overview

RSNA 2024 Lumbar Spine Degenerative Classification [detection, multiclass classification, incomplete labels]

https://www.kaggle.com/competitions/rsna-2024-lumbar-spine-degenerative-classification/overview

Mushroom multiclass classification [multiclass classification]

https://www.kaggle.com/competitions/mushroom-multiclass-classification/overview

SofaVision [segmentation]

https://www.kaggle.com/competitions/sofavision/overview

Super Resolution in Video Games [upscaling resolution]

https://www.kaggle.com/competitions/super-resolution-in-video-games/overview

ML Olympiad- Water Mapping using Satellite Imagery [segmentation]

https://www.kaggle.com/competitions/mlnomads-mlolympiad24/overview

SARFish Challenge - Maritime Object Detection [detection, classification, regression]

https://www.kaggle.com/competitions/sarfish-maritime-object-detection/overview

Project and Time Slot Assignments

Team	Project	Time Slot

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Last years projects

AI for Agriculture:

https://www.kaggle.com/competitions/beyond-visible-spectrum-ai-for-agriculture-2024/overview

Google Isolated Sign Language Challenge:

https://www.kaggle.com/competitions/asl-signs

Visual Word Sense Disambiguation (Visual-WSD)

https://raganato.github.io/vwsd/

Traveling Salesmen Computer Vision:

https://www.kaggle.com/competitions/tsp-cv/overview