PinnedMichael KeithinTowards Data ScienceFive Practical Applications of the LSTM Model for Time Series, with CodeHow to implement an advanced neural network model in several different time series contextsSep 22, 20231Sep 22, 20231
PinnedMichael KeithinTowards Data ScienceStacking Time Series Models to Improve AccuracyExtracting signals from RNN, ARIMA, and Prophet models to forecast with CatboostFeb 28, 20233Feb 28, 20233
PinnedMichael KeithinTowards Data ScienceTime Series Transformations (and Reverting) Made EasyExploring transformations for time series and how to revert them with scalecast in PythonJan 26, 2023Jan 26, 2023
PinnedMichael KeithinTowards Data ScienceHow Not to be Fooled by Time Series ModelsKnow when you are being presented with accurate-looking forecasts vs. when the forecast is actually highly accurateJun 15, 20223Jun 15, 20223
PinnedMichael KeithinTowards Data ScienceMultiple Series? Forecast Them together with any Sklearn ModelUse Python to forecast the trends of multiple series at the same timeMar 30, 2022Mar 30, 2022
Michael KeithinTowards Data ScienceDynamic Conformal Intervals for any Time Series ModelApply and dynamically expand an interval using backtestingApr 17, 20233Apr 17, 20233
Michael KeithinTowards Data ScienceEasy Distribution-Free Conformal Intervals for Time SeriesUsing Python and your test set to derive distribution-agnostic intervalsFeb 15, 20231Feb 15, 20231
Michael KeithinCodeXEmploy a VECM to predict FANG Stocks with an ML FrameworkUse a machine learning approach with the vector error correction model to increase forecast accuracy with scalecastOct 6, 20221Oct 6, 20221
Michael KeithinTowards Data ScienceAuto Model Specification with ML Techniques for Time SeriesHow to automatically select the best trend, seasonal, and autoregressive representations for time series using the Python library…Oct 4, 2022Oct 4, 2022
Michael KeithinTowards Data ScienceAnomaly Detection for Time Series with Monte Carlo SimulationsAn interesting way to detect anomalies by simulating paths through time series dataJul 19, 20221Jul 19, 20221
