Monday, 07 September 2020
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10:00 - 12:00
Topics
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- Limits of classical product development
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- The domains of influence of Actuarial Data Science
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- Innovative (Data-driven) Product Development
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- Customer Journeys
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- Product Case Studies
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- Final remarks
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(Time zone: CEST - Central European Summer Time)
Monday, 14 September 2020
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10:00 - 12:00
Topics
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- The idea of Machine Learning
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- Training & Validation
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- Artificial Neural Networks - idea and basics
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- Classical versus Resilent Backpropagation
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- Feed forward neural networks (FFNSs)
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- Convolutional neural networks (CNNs)
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- Recurrent neural networks (RNNs)
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- Final remarks
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(Time zone: CEST - Central European Summer Time)
Monday, 21 September 2020
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10:00 - 12:00
Topics
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- What Data Engineering is and why almost no one ever talks about it
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- Types of data
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- Types of context
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- Model enrichment
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- Semantic clustering
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- Time Series
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- Model inception and pipelined design
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- Final remarks
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(Time zone: CEST - Central European Summer Time)