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Tags: anomaly detection* + machine learning* + python*

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1. Hands-on Time Series Anomaly Detection using Autoencoders, with Python

   Learn how to use Autoencoders to detect anomalies in time series data in a few lines of code.

   2024-08-21 Tags: time series, anomaly detection, autoencoders, python, machine learning, data analysis, production engineering, observatability by klotz
2. Stumpy: A Powerful and Scalable Python Library for Modern Time Series Analysis

   Stumpy is a Python library designed for efficient analysis of large time series data. It uses matrix profile computation to identify patterns, anomalies, and shapelets. Stumpy leverages optimized algorithms, parallel processing, and early termination to significantly reduce computational overhead.

   2024-08-01 Tags: time series, stumpy, data analysis, python, machine learning, pattern recognition, anomaly detection, production engineering by klotz
3. Top 3 Packages for Python Anomaly Detection

   2022-01-05 Tags: python, anomaly detection, machine learning by klotz
4. Python Anomaly Detection with PyOD

   2021-12-28 Tags: python, pyod, anomaly detection, machine learning by klotz
5. 4 Automatic Outlier Detection Algorithms in Python

   2020-07-08 Tags: anomaly detection, outlier, python, machine learning by klotz
6. A Simplified approach using PyCaret for Anomaly Detection

   2020-05-25 Tags: python, pycaret, anomaly detection, machine learning by klotz
7. Isolation Forest from Scratch - Towards Data Science

   2020-05-24 Tags: isolation forest, machine learning, anomaly detection, python by klotz
8. GitHub - 7fantasysz/MSCRED: Multi-Scale Convolutional Recurrent Encoder-Decoder

   2020-02-19 Tags: anomaly detection, tensorflow, deep learning, neural network, unsupervised, root cause analysis, papers, github, python by klotz
9. A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data

   2020-02-19 Tags: anomaly detection, tensorflow, deep learning, neural network, unsupervised, root cause analysis, papers by klotz
10. Prophet: forecasting at scale – Facebook Research

    2018-09-14 Tags: facebook, time-series, forecasting, deep learning, anomaly detection, python by klotz

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