Isaac GodfriedinDeep Data ScienceMultimodal Deep Learning for Time Series Forecasting, Classification, and AnalysisThe Future of Forecasting: How Multi-Modal AI Models Are Combining Image, Text, and Time Series in high impact areas like health and…Oct 30Oct 30
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…Jan 294Jan 294
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…Jul 7, 20231Jul 7, 20231
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…Jan 10, 20237Jan 10, 20237
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 dataNov 11, 20221Nov 11, 20221
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?Aug 15, 20222Aug 15, 20222
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.Oct 1, 2021Oct 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 conferenceApr 8, 20211Apr 8, 20211
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…Feb 11, 20211Feb 11, 20211
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 TorchScriptFeb 8, 2021Feb 8, 2021