Marco PeixeiroinTowards Data ScienceKolmogorov-Arnold Networks (KANs) for Time Series ForecastingDiscover the Kolmogorov-Arnold Networks (KANs) and apply them for time series forecasting using Python·11 min read·2 days ago--2--2
Marco PeixeiroinTowards Data ScienceBiTCN: Multivariate Time Series Forecasting with Convolutional NetworksDiscover the BiTCN model for multivariate time series forecasting, explore its architecture, and implement it in Python.·10 min read·May 1, 2024--5--5
Marco PeixeiroinTowards Data ScienceiTransformer: The Latest Breakthrough in Time Series ForecastingDiscover the architecture of iTransformer and apply the model in a small experiment using Python.·9 min read·Apr 9, 2024--8--8
Marco PeixeiroinTowards Data ScienceChronos: The Latest Time Series Forecasting Foundation Model by AmazonTake a deep dive into Chronos, its inner workings, and how to apply it in your forecasting projects using Python.·12 min read·Mar 27, 2024--1--1
Marco PeixeiroinTowards Data ScienceTime-LLM: Reprogram an LLM for Time Series ForecastingDiscover the architecture of Time-LLM and apply it in a forecasting project with Python·12 min read·Mar 5, 2024--1--1
Marco PeixeiroinTowards Data ScienceLag-Llama: Open-Source Foundation Model for Time Series ForecastingExplore the architecture of Lag-Llama and learn to apply it in a forecasting project using Python·10 min read·Feb 13, 2024--4--4
Marco PeixeiroinTowards Data ScienceIntroduction to Causal Inference with Machine Learning in PythonDiscover the concepts and basic methods of causal machine learning applied in Python·11 min read·Jan 24, 2024--7--7
Marco PeixeiroinTowards Data ScienceTime Series Forecasting with TiDEExplore the architecture of TiDE and apply it in a forecasting project using Python·8 min read·Jan 9, 2024--4--4
Marco PeixeiroinTowards Data ScienceConformal Predictions in Time Series ForecastingExplore the concept of conformal predictions applied to the field of time series forecasting and implement it in Python·10 min read·Dec 12, 2023--7--7
Marco PeixeiroinTowards Data ScienceTSMixer: The Latest Forecasting Model by GoogleExplore the architecture of TSMixer and implement it in Python for a long-horizon multivariate forecasting task·12 min read·Nov 14, 2023--5--5
