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klotz: time series* + machine learning* + deep learning*

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1. VAE for Time Series

   Generate realistic sequential data with this easy-to-train model. This article explores using Variational Autoencoders (VAEs) to model and generate time series data. It details the specific architecture choices, like 1D convolutional layers and a seasonally dependent prior, used to capture the periodic and sequential patterns in temperature data.

   2024-08-24 Tags: variational autoencoders, vae, time series, generative ai, convolutional layers, seasonal prior, data generation, tensorflow, python by klotz
2. Time-Series Deep Learning

   2023-02-16 Tags: time-series, deep learning by klotz
3. Facebook NeuralProphet

   2021-12-08 Tags: prophet, neuralprophet, machine learning, deep learning, prediction, time series, production engineering by klotz
4. Deep Learning for Time Series Forecasting: Is It Worth It? | by Lina Faik | data from the trenches | Sep, 2021 | Medium

   2021-09-25 Tags: time series, deep learning, rnn by klotz
5. Time Series Forecasting using TensorFlow and Deep Hybrid Learning | by Aditya Bhattacharya | Dec, 2020 | Towards Data Science

   2020-12-26 Tags: time series, forecasting, tensorflow, deep, learning, l by klotz
6. Method finds hidden warning signals in measurements collected over time | MIT News | Massachusetts Institute of Technology

   2020-12-18 Tags: tadgan, time series, anomaly detection, arima, mit, deep learning, gan by klotz
7. Facebook’s Prophet + Deep Learning = NeuralProphet | by Eryk Lewinson | Dec, 2020 | Towards Data Science

   2020-12-10 Tags: facebook, prophet, neural network, time series, machine learning by klotz
8. Time-Aware User Embeddings as a Service | Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining

   2020-11-12 Tags: time-series, embedding, deep learning by klotz
9. Time Series analysis on multivariate data in Tensorflow | by Killol Govani | Towards Data Science

   2020-09-04 Tags: rnn-lstm, multivariate, time-series, deep learning by klotz
10. Temporal Convolutional Networks, The Next Revolution for Time-Series? | by Barak Or | Aug, 2020 | Towards Data Science

    2020-08-13 Tags: temporal convolutional networks, neural network, deep learning, time-series by klotz

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