预测与分析
基于历史数据预测未来：销量、需求、异常检测
数据截至 8/1 18:48（构建快照，正在获取最新）
按仍在维护排序：先筛掉近 30 天没有提交的项目，再按热度排。 高 star 但早已停更的项目不会出现在这里。
- 1
A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物
- 2
The Prometheus monitoring system and time series database.
- 3
Scalable datastore for metrics, events, and real-time analytics
- 4
High-performance, scalable time-series database designed for Industrial IoT (IIoT) scenarios
- 5
A time-series database for high-performance real-time analytics packaged as a Postgres extension
- 6
Agent for collecting, processing, aggregating, and writing metrics, logs, and other arbitrary data.
- 7
QuestDB is a high performance, open-source, time-series database
- 8
Nightingale is to monitoring and alerting what Grafana is to visualization.
- 9
Fast and Accurate ML in 3 Lines of Code
- 10
A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. 60+ detectors, benchmark-backed ADEngine orchestration, and an agentic workflow for AI agents.
- 11
A unified framework for machine learning with time series
- 12
Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.
- 13
A python library for user-friendly forecasting and anomaly detection on time series.
- 14
Automatic extraction of relevant features from time series:
- 15
The backtesting engine that gives you an unfair advantage. Run thousands of trading ideas before others finish one.
- 16
A highly scalable real-time graphing system
- 17
Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
- 18
The Time Series Visualization Tool that you deserve.
- 19
Chronos: Pretrained Models for Time Series Forecasting
- 20
Probabilistic time series modeling in Python
- 21
Lightning ⚡️ fast forecasting with statistical and econometric models.
- 22
Scalable and user friendly neural :brain: forecasting algorithms.
- 23
TimeGPT-1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀.
- 24
Synthetic data generation for tabular data
- 25
The machine learning toolkit for time series analysis in Python
另有 16 个项目因近期无提交或缺少数据未列入。
预测与分析要落到业务里，还差什么？
开源项目给的是能力，不是方案。数据怎么接、权限怎么管、上线后谁维护，这些才是落地的真正成本。
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