PinnedChris Kuo/Dr. DatamaninDataman in AIHandbook of Anomaly Detection: With Python Outlier Detection — (1) IntroductionAnomaly detection is the detection for any rare events that deviate significantly from the majority of the data. Those rare events, called…·16 min read·Oct 9, 2022--2--2
PinnedChris Kuo/Dr. DatamaninDataman in AIExplain Your Model with the SHAP ValuesUse the SHAP Values to Explain Any Complex ML Model·13 min read·Sep 14, 2019--36--36
PinnedChris Kuo/Dr. DatamaninDataman in AITransfer Learning for Image Classification — (2) Pre-trained Image ModelsHands on with Pre-trained models·13 min read·Jan 30, 2023----
PinnedChris Kuo/Dr. DatamaninDataman in AIThe SHAP Values with H2O ModelsMany machine learning algorithms are complicated and not easy to understand, even though they have rendered an impressive level of…·9 min read·Nov 24, 2021--2--2
PinnedChris Kuo/Dr. DatamaninDataman in AITop Data Science Interview Questions and AnswersYou receive a data science interview opportunity from your dream company. You have surveyed many the-top-50-question types of articles but…·18 min read·Nov 18, 2021--2--2
Chris Kuo/Dr. DatamanProphet for Business ForecastingBusiness time series data are everywhere. Can we come up with 20 examples for business time series data? Let’s play a popular game Family…·16 min read·2 days ago----
Chris Kuo/Dr. DatamanLearn NLP the Easy Way — Text RepresentationGensim, NLTK, Scikitlearn·21 min read·3 days ago----
Chris Kuo/Dr. DatamaninDataman in AIChange Point Detection in Time SeriesSuppose you are exercising now and monitoring your heart rate with a digital device. You run for a quarter mile, walk for ten minutes, then…·11 min read·6 days ago--1--1
Chris Kuo/Dr. DatamanDeep Learning-based DeepAR for Time Series Probabilistic ForecastingReal-world applications bring forth innovations for time series forecasting. Here let’s consider two use cases. An electricity company…·13 min read·May 4, 2024----
Chris Kuo/Dr. DatamanTwo Primary Strategies for Multi-period Time Series ForecastingWe need the weather forecasts for a week to plan trips. A manufacturer needs forecasts for several months to plan and coordinate with…·10 min read·May 1, 2024----