Isaac GodfriedinDeep Data ScienceAdvances in Deep Learning for Time Series Forecasting/Classification Winter 2024Has time series forecasting had its GPT moment? Have transformers overcome their limitations on time series and do they out perform…·18 min read·Jan 29, 2024--4--4
Isaac GodfriedinDeep Data ScienceI’ll never “return to the office”Employers are increasingly forcing remote employees, including data scientists, back to the office in “hybrid” roles. But, I will never…·11 min read·Jul 7, 2023--1--1
Isaac GodfriedinTowards Data ScienceAdvances in Deep Learning for Time Series Forecasting and Classification: Winter 2023 EditionThe downfall of transformers for time series forecasting and the rise of time series embedding methods. Plus advances in anomaly detection…·16 min read·Jan 10, 2023--7--7
Isaac GodfriedinTowards Data ScienceDeep Time Series Forecasting with Flow Forecast Part 1: Avocado PricesPractical examples of using Deep Learning for Time Series Framework Flow Forecast to forecast temporal data·6 min read·Nov 11, 2022--1--1
Isaac GodfriedinDeep Data ScienceThe downfall of data science and the rise of data engineering?Is data scientist still the “sexiest job of the 21st century” or are there greener pastures to pursue?·8 min read·Aug 15, 2022--2--2
Isaac GodfriedinTowards Data Science5 Things I’ve Learned as an Open Source Machine Learning Framework CreatorIf you’re an aspiring creator or maintainer of open source machine learning frameworks, you might find these tips helpful.·6 min read·Oct 1, 2021----
Isaac GodfriedinTowards Data ScienceAdding the Informer Model to Flow ForecastInformer is a new transformer model for long sequence time series forecasting that won best paper at the AAAI conference·3 min read·Apr 8, 2021--1--1
Isaac GodfriedinTowards Data ScienceDeploying time series forecasting models at scale (Part I)How to leverage Flow-Forecast, Docker, Terraform, Airflow, Kubernetes and ONNX to easily scale your deep time series models to production…·6 min read·Feb 11, 2021--1--1
Isaac GodfriedDeep learning for time series forecasting framework updatesVersion 0.95 of Flow Forecast includes complete support for probabilistic models, multitask forecasting, bug fixes, and TorchScript2 min read·Feb 8, 2021----
Isaac GodfriedinTowards Data ScienceTraining Time Series Forecasting Models in PyTorchLessons learned from training hundreds of PyTorch time series forecasting models in many different domains.·5 min read·Jan 20, 2021--2--2