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02.07.2020

Domain adaptation with Xception and VGG16 models

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isolution

When beginning a journey with artificial intelligence algorithms, it is worth asking yourself two fundamental questions: What is the issue we are trying to solve? How to build a model that will assist in solving this issue? To answer the first question, the only limiting factors are our imagination and the availability of data we […]

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26.06.2020

The use of AI in the financial industry

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isolution

According to a report on the use of artificial intelligence in the BFSI sector[1] (banking, financial services, insurance) the value of this market area was estimated at $2.5 billion in 2017. Forecasts show that by 2024 it can reach up to $25 billion. Companies in the area of ​​broadly defined financial services invest in solutions […]

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27.05.2020

DL4J with Kafka Streams for Anomaly Detection

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isolution

In my previous post we went over the topic of autoencoders. It is certainly knowledge worth implementing in one’s life. Let’s now imagine a system where the communication between servers is done using Kafka. During the lifetime of the system it turned out that some events are quite harmful. We must detect them and transfer […]

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Anomaly detection with Autoencoders

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isolution

Anomalies in systems occur rarely. The validation layers stand guard over correctness by catching them out and eliminating them from the process. A cash withdrawal request in a place that is unusual for the card owner or a sensor reading that exceeds the norms can be verified based on profiles or historical data. However, what […]

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