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Pawel Skrzypek

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titleconferencedate
Have your head in the clouds, keep your feet on the groundConf42 Cloud Native 20252025-03-06
Nebulus delivers a claimed meta operating system that deploys and reconfigures apps across multiple Kubernetes clusters using a metrics-driven optimizer and…
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Proactive and Polymorphic Adaptation of Multi-cloud DeploymentsOpen Source in Finance Forum London 20222022-07-13
Melodic is an open-source multi‑cloud optimizer that models apps in the CAMEL modeling language, fetches live price/offers from AWS, OpenStack, Azure, GCP and…
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Scale By the Bay 2021 intro video by Paweł Skrzypek & Anna WarnoScale By the Bay 20212021-10-28
Overview of concrete deliverables and methods for using state of the art machine learning models for CDS forecasting and folding those forecasts into portfolio…
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Advanced machine learning time series....Scale By the Bay 20212021-10-28
Survey of modern time-series methods with concrete claims: Temporal Fusion Transformer and hybrid architectures (ES-Hybrid, N-BEATS, Tsetlin) repeatedly beat…
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ML time series forecasting methodsConf42 Machine Learning 20212021-07-29
ES‑Hybrid pairs exponential smoothing with a dilated residual LSTM and wins M4; N‑Beats uses stacked blocks and ensembles 100+ models and claims better M4…
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Complex AI Forecasting Methods for InvestmentsConf42 Python 20212021-05-27
A complete AI investment platform is presented that combines ResNet/DenseNet, LSTM, GAN autoencoders for supervised forecasting with AlphaZero-style…
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Autonomous Multi-Cloud serverless deploymentDevOpsDays Poznań 20212021-05-24
Melodic is an open‑source (MPL 2.0) multi‑cloud deployment and optimization platform that models apps with the Kamal language, provisions…
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Multi-Cloud serverless deploymentConf42 Cloud Native 20212021-04-29
An open source framework that actually deploys serverless functions across clouds and a small demo platform are described with the concrete claim that it…
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Proactive optimization for CloudConf42 Chaos Engineering 20212021-02-25
Open-source Melody is a multi-cloud deployment and continuous optimizer that models apps with a Camunda/Cloud Application Modeling DSL, then uses constraint…
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Complex AI Forecasting Methods for Investments Portfolio OptimizationData Science Conference 5.02019-11-19
Describes the first complete AI investment platform that claims real‑time portfolio optimization using a hybrid of supervised and reinforcement learning, with…
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