#1
Fast Python Collaborative Filtering for Implicit Feedback Datasets
3.8K starsMay 8, 2026 pushml-automationPythonMachine Learning
$ npx skills add benfred/implicitAlternatives
Surprise alternatives for AI agents.
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
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Surprise
A Python scikit for building and analyzing recommender systems
100
Quality
94
Trust
6.8K
Stars
#2
Classic papers and resources on recommendation
3.6K starsOct 16, 2025 pushml-automationPythonMachine Learning
$ npx skills add wzhe06/Reco-papers#3
Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
31K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add Lightning-AI/pytorch-lightning#4
Deep Learning for humans
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$ npx skills add keras-team/keras#5
Tensors and Dynamic neural networks in Python with strong GPU acceleration
101K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/pytorch#6
Datasets, Transforms and Models specific to Computer Vision
18K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add pytorch/vision#7
PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
13K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add DLR-RM/stable-baselines3#8
A Python implementation of LightFM, a hybrid recommendation algorithm.
5.1K starsJul 24, 2024 pushml-automationPythonMachine Learning
$ npx skills add lyst/lightfm#9
ChatterBot is a machine learning, conversational dialog engine for creating chat bots
14K starsMar 24, 2026 pushml-automationPythonMachine Learning
$ npx skills add gunthercox/ChatterBot#10
NLTK Source
15K starsJun 11, 2026 pushml-automationPythonMachine Learning
$ npx skills add nltk/nltk#11
A hyperparameter optimization framework
14K starsJun 12, 2026 pushml-automationPythonMachine Learning
$ npx skills add optuna/optuna#12
The Triton Inference Server provides an optimized cloud and edge inferencing solution.
11K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add triton-inference-server/server#13
A python library for user-friendly forecasting and anomaly detection on time series.
9.4K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add unit8co/darts#14
🐍 Geometric Computer Vision Library for Spatial AI
11K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add kornia/kornia#15
Ultralytics YOLOv3 in PyTorch > ONNX > CoreML > TFLite
11K starsJun 15, 2026 pushml-automationPythonMachine Learning
$ npx skills add ultralytics/yolov3#16
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
9.9K starsApr 9, 2026 pushml-automationPythonMachine Learning
$ npx skills add drivendataorg/cookiecutter-data-scienceHow to choose
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Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Surprise if it already passes your workflow test and repository review.
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