ID2223 Project Showcase 2025

This page showcases some of the Serverless ML Systems developed by the students in the Scalable ML and Deep Learning masters level course (ID2223 at KTH university). The main requirements for the project were to build a complete ML system that includes:

• a novel data source that is periodically updated
• a prediction problem to solve for that data source
• a user interface or dashboard to communicate the value of your ML system’s predictions

In practice, these projects followed the feature-training-inference pipeline architecture for building ML systems. The programs developed included most of the following:

• a feature pipeline to produce features from a data source that is continually updated and write the features to a feature store,
• a training pipeline that creates a consistent snapshot of feature data from the feature store, although a few projects used a pretrained model and didn’t include a training pipeline,
• an inference pipeline to make predictions on new data and a UI for the prediction problem.

Nearly all projects run on free serverless ML infrastructure in the cloud, although a couple of projects with custom UIs used nodejs. Most of the projects used some variant of the following free serverless services such as Hopsworks, Modal, Github Actions, and Hugging Face (Gradio/Streamlit). A couple of them fine-tune LLMs.

Table of Contents

Cross Border Energy Flow Predictor

Gävleborg Transit Delay Forecaster

Odenplan Traffic Predictor

Electricity Price Prediction in Sweden (1)

Fantasy Premier League Points Predictor

Fashion Price Predictor for grailed.com

Bus Occupancy Predictor in Skåne, Sweden

Electricity Price Prediction in Sweden (2)

Football Betting Predictions

Predicting SEK Forex Rate

Art Recommender using Two-Tower Architecture

Italian House Price Predictor

Bluesky Fake News Detector

Electricity Price Predictor for Sweden

KTH Library Seat Vacancy Predictor

Video from Image Predictor

Flight delay predictor Atlanta International Airport

News Article Summarizer

Gold Price Predictions

Claim Verification Tool

Spotify/Google Stock Market prediction

Predicting Amazon Product Ratings using Reviews

In-Demand Skills for AI from Swedish Employment Agency

Bike Sharing in Gothenburg

Barcelona Bike Availability Predictor

Spotify music recommender

Movie Rating Predictor

What’s 4 Dinner?

Road Accident Predictor

News Clustering Analysis

Spotify Song Recommender - Emotion Driven

Spotify Recommender System - Two Tower

Clash Royale Winner Predictor

League of Legends Champion Predictor

AI-Powered Job Search in Sweden

Projects

Cross Border Energy Flow Predictor

https://github.com/banzuzi-carioni/cross-border-electricity-flow-prediction 

Gävleborg Transit Delay Forecaster

https://github.com/ID2223-2024-group2/project 

Odenplan Traffic Predictor

https://github.com/IST199655/Project-ID2223_TrafficApp 

Electricity Price Prediction in Sweden (1)

https://github.com/oskaralf/ID2223_FinalProject 

Fantasy Premier League Points Predictor

https://github.com/RubenvanGemeren/ID2223-Scalable-Machine-Learning?tab=readme-ov-file#project---fantasy-premier-league-points-predictor 

Fashion Price Predictor for grailed.com

https://github.com/samlama111/id2223-fashion-price-predictor 

Bus Occupancy Predictor in Skåne, Sweden

https://github.com/DrDomedag/WheelyFunTimes 

Electricity Price Prediction in Sweden (2)

https://github.com/hishamad/Electricity-Price-Forecasting-ML 

Football Betting Predictions

https://github.com/Simpag/ID2223-Final-Project 

Predicting SEK Forex Rate

https://github.com/aruncveli/id2223-project

Art Recommender using Two-Tower Architecture

https://github.com/chinadupaya/art-recommendations 

Italian House Price Predictor

https://github.com/jackma-00/house-price-prediction/ 

Bluesky Fake News Detector

https://github.com/celdot/fake_news_bsky_detector 

Electricity Price Predictor for Sweden

https://github.com/EliasSchuhmacher/ML_Project_Electricity 

KTH Library Seat Vacancy Predictor

https://github.com/davidenascivera/KTH_seat_predictor/ 

Video from Image Predictor

https://github.com/volumetrader/VideoFromImage 

Flight delay predictor Atlanta International Airport

https://github.com/manjy0t/flight_delay_predictor 

News Article Summarizer

https://github.com/adrianxsusec/tldrify 

Gold Price Predictions

https://github.com/AMomozZz/GoldPricesPredication 

Claim Verification Tool

https://github.com/mazerti/claim-checker 

Spotify/Google Stock Market prediction

https://theresahoesl.github.io/StockMarketPrediction/

Predicting Amazon Product Ratings using Reviews

https://github.com/Edwoas/ProjectID2223

In-Demand Skills for AI from Swedish Employment Agency

https://github.com/iamrobzy/in-demand 

Bike Sharing in Gothenburg

https://github.com/IsakNordg/ID2223-Project 

Barcelona Bike Availability Predictor

https://github.com/juliatribo/Bikes-prediction 

Spotify music recommender

https://github.com/BeVocalist/ID2223Project 

Movie Rating Predictor

https://github.com/MartinEBravo/movie-rating-predictor-service

What’s 4 Dinner?

https://github.com/isakkolbeins/ID2223-Whats4Dinner 

Road Accident Predictor

https://github.com/gretajonsson/ID2223_project 

News Clustering Analysis

https://github.com/felixfritzen/Scalable_proj 

Spotify Song Recommender - Emotion Driven

https://github.com/imminh123/ID2223-Scalable-Machine-Learning-Project 

Spotify Recommender System - Two Tower

https://github.com/Minifixio/ID2223-project 

Clash Royale Winner Predictor

https://github.com/Grandediw/Clash-Royale-Project

League of Legends Champion Predictor

https://github.com/marthinsurya/ID2223-Final-Project 

AI-Powered Job Search in Sweden

https://github.com/filiporestav/jobsai/tree/main