Top 23 Python Timeseries Projects

• MindsDB

  78 21,223 10.0 Python

  The platform for customizing AI from enterprise data

  

Project mention: What’s the Difference Between Fine-tuning, Retraining, and RAG? | dev.to | 2024-04-08

Check us out on GitHub.

• gluonts

  3 4,277 8.7 Python

  Probabilistic time series modeling in Python

  

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• neural_prophet

  5 3,630 8.6 Python

  NeuralProphet: A simple forecasting package

Project mention: Facebook Prophet: library for generating forecasts from any time series data | news.ycombinator.com | 2023-09-26

• pytorch-forecasting

  9 3,590 8.7 Python

  Time series forecasting with PyTorch

Project mention: FLaNK Stack Weekly for 14 Aug 2023 | dev.to | 2023-08-14

• arctic

  52 3,028 7.1 Python

  High performance datastore for time series and tick data

  

Project mention: arctic: NEW Data - star count:2988.0 | /r/algoprojects | 2023-08-08

• tslearn

  51 2,777 7.2 Python

  The machine learning toolkit for time series analysis in Python

  

• chronos-forecasting

  3 1,589 6.8 Python

  Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting

  

Project mention: Financial Market Applications of LLMs | news.ycombinator.com | 2024-04-20

There were some developments using LLMs in the timeseries domain which caught my attention.

I toyed with the Chronos forecasting toolkit [1], and the results were predictably off by wild margins [2]

What really caught my eye though was the "feel" of the predicted timeseries -- this is the first time I've seen synthetic timeseries that look like the real thing. Stock charts have a certain quality to them, once you've been looking at them long enough, you can tell more often than not whether some unlabeled data is a stock price timeseries or not. It seems the chronos LLM was able to pick up on that "nature" of the price movement, and replicate it in its forecasts. Impressive!

1: https://github.com/amazon-science/chronos-forecasting

2: https://imgur.com/a/hTRQ38d

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• lag-llama

  2 942 7.8 Python

  Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

  

Project mention: Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting | news.ycombinator.com | 2024-02-26

• deepdow

  22 833 3.7 Python

  Portfolio optimization with deep learning.

Project mention: DeepDow: Portfolio optimization with deep learning. Portfolio Selection and Optimisation - star count:758.0 | /r/algoprojects | 2023-11-10

• pystore

  8 539 0.0 Python

  Fast data store for Pandas time-series data

• DeepADoTS

  1 538 0.0 Python

  Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection Methods for Time Series".

  

• hierarchicalforecast

  11 512 7.0 Python

  Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

  

Project mention: [D] When less is more in the hierarchical forecasting case. | /r/MachineLearning | 2023-07-03

• timemachines

  10 380 3.3 Python

  Predict time-series with one line of code.

• plotille

  1 282 0.0 Python

  Plot in the terminal using braille dots.

• DoppelGANger

  14 275 3.8 Python

  [IMC 2020 (Best Paper Finalist)] Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions

• Stocks-Pattern-Analyzer

  15 214 2.9 Python

  This tool should help discover different patterns based on similarity measures in historical (financial) data

• stingray

  1 163 9.8 Python

  Anything can happen in the next half hour (including spectral timing made easy)!

  

• NitroFE

  1 106 0.0 Python

  NitroFE is a Python feature engineering engine which provides a variety of modules designed to internally save past dependent values for providing continuous calculation.

• Lime-For-Time

  1 92 0.0 Python

  Application of the LIME algorithm by Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin to the domain of time series classification

• kafka-crypto-questdb

  1 58 1.7 Python

  Using Kafka to track cryptocurrency price trends

• bytehub

  3 57 0.0 Python

  ByteHub: making feature stores simple

  

• DearBagPlayer

  1 53 3.1 Python

  DearBagPlayer is a flexible rosbag player based on Dear PyGui in Python.

• Contra

  4 14 0.0 Python

  Contra is a lightweight, production ready Tensorflow alternative for solving time series prediction challenges with AI (by styvio)

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Python Timeseries related posts

• Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
  1 project | news.ycombinator.com | 26 Feb 2024
• arctic: NEW Data - star count:2988.0
  1 project | /r/algoprojects | 8 Aug 2023
• arctic: NEW Data - star count:2988.0
  1 project | /r/algoprojects | 6 Aug 2023
• arctic: NEW Data - star count:2988.0
  1 project | /r/algoprojects | 3 Aug 2023
• So, You Recommended a Python Time-Series Package … Now What?
  1 project | /r/Python | 29 Mar 2023
• arctic: NEW Data - star count:2864.0
  1 project | /r/algoprojects | 14 Jan 2023
• arctic: NEW Data - star count:2864.0
  1 project | /r/algoprojects | 13 Jan 2023
• A note from our sponsor - WorkOS
  workos.com | 23 Apr 2024

  The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

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