This repository provides scripts for exploring a genome and receiving personalized explanations through natural dialogue.
Open source
24 alternativesSurprise
Use Surprise, a Python library, to build and test recommender systems.
About Surprise
Surprise is a Python scikit for building and testing recommender systems that use explicit rating data. It offers built-in datasets including Movielens and Jester, support for custom datasets, a variety of ready-to-use prediction algorithms (such as SVD, SVD++, NMF, and neighborhood methods), built-in similarity measures, and tools for evaluating, analyzing, and comparing algorithm performance, including cross-validation and parameter search functionality. The library does not support implicit ratings or content-based recommendation features.
Key features
- Built-in datasets (Movielens, Jester) and custom dataset support
- Ready-to-use prediction algorithms (SVD, SVD++, NMF, k-NN)
- Built-in similarity measures (cosine, MSD, Pearson)
- Cross-validation and algorithm performance evaluation tools
- Parameter search (e.g. GridSearchCV) functionality
- Easy implementation of new algorithm ideas
Best for: It is intended for Python developers and researchers building and testing recommender systems that rely on explicit rating data.
Good for
- Includes detailed documentation outlining all algorithm implementation details
- Reduces dataset handling work with built-in and custom dataset support
- Provides built-in tools for cross-validation and algorithm comparison
Watch out for
- Does not support implicit rating data
- Does not support content-based recommendation information
Surprise at a glance
- Website
- surpriselib.com
- Category
- Research & Data › Research & Study Tools
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Platforms
- Web
- Open source
- Not stated
- Language
- English
- Last checked
- Oct 5, 2026 · Online when checked
- Listed
- Oct 5, 2026
Surprise alternatives
Tools and sites you could use instead, ranked by how closely they match.
PyGlossary converts dictionary and glossary files for use in different open-source dictionary applications.
Open source
24 alternatives
StudyLion is a Discord bot that tracks study time and provides to-do lists, Pomodoro timers and reminders.
SearchifyX searches flashcards, according to its repository description.
This repository lists open-source tools for systematic reviews, meta-analysis, and evidence synthesis.
Scikit-Survival provides survival analysis built on top of scikit-learn.
Open source
24 alternativesPopular in Research & Study Tools
Well-known listings from the same topic.
NoteKnightnoteknight.comNotebookCastnotebookcast.comGeoGebrageogebra.orgWikitiawikitia.comMoby Thesaurusmoby-thesaurus.orgHandWikihandwiki.org
Surprise FAQ
What types of rating data does Surprise support?
It only supports explicit rating data, not implicit ratings or content-based information.
What built-in datasets are available?
It includes Movielens and Jester built-in datasets, plus support for custom datasets.
What evaluation tools are included?
It offers cross-validation, performance metrics (RMSE, MAE), and parameter search tools.
Is something wrong or out of date?
Tell us and an editor will check it.
Own this website?
Claim this listing
Claim the listing and suggest updates yourself. An editor checks every claim first.