Apache Mahout alternatives
6 coding tools in the same lane as Apache Mahout, ranked by editorial score.
RE
Recommenders
Coding · Multi-algorithm (ALS, xDeepFM, others)
7.2
Open-source Python library with classical and deep-learning algorithms for building recommendation systems.
Free· Free and open-source (MIT License)recommendation-systemscollaborative-filtering
PY
PyCaret
Coding · Multi-model (scikit-learn, XGBoost, LightGBM, CatBoost)
8.4
Low-code Python AutoML library that wraps scikit-learn, XGBoost, LightGBM and friends behind a few-line API.
Free· Free and open-source (MIT license)automlclassification
RA
RAPIDS
Coding
7.7
NVIDIA's open-source suite of GPU-accelerated drop-in replacements for pandas, scikit-learn, and NetworkX.
Free· Free and open sourcegpu-dataframesml-training
DV
DVC
Coding
7.9
Git-style version control for datasets, ML models, and experiment pipelines.
Free· Free and open source; lakeFS Enterprise available for large-scale deploymentsdata-versioningml-experiment-tracking
OM
oMLX
Coding · Multi-model (Qwen, Llama, Mistral, Gemma, DeepSeek, MiniMax, GLM)
7.5
Native macOS LLM inference server built on MLX, with paged SSD KV caching for Apple Silicon agents.
Free· Free, Apache 2.0 open sourcelocal-llm-inferencecoding-agents
LM
LMQL
Coding · Multi-model (OpenAI, Hugging Face Transformers, llama.cpp)
7.0
A query language for LLMs that bolts types, templates, and constraints onto prompting.
Free· Free and open source (Apache-style); self-host or use with your own model API keysconstrained-decodingstructured-output