Couple of months back we investigated parts of TensorFlow's ecosystem beyond standard library. To be more precise, we investigated TensorFlow.js and how you can build and train models in the browser and/or in the Node.js. However, we didn't manage one important topic - integration.
One of the key-metrics in every business that defines success is SLA, or – Service Level Agreements. Metrics, or values that SLA defines are based off of the business it supports, and it may be anything that is needed: sales…
In one of the previous articles, we kicked off the Transformer architecture. Because they are massive systems we decided to split implementation into several articles and implement it part by part. In this one, we cover Encoder and Decoder.
This article answers the question - What are the top four deep learning frameworks that you should know in 2019?
Forecasting, in business, is usually related to the certain volume of: sales, influx of calls, or anything that your company is doing, based off of the historical data.
In this and next couple of articles we will be able to see how one can implement one of these monumental architectures.
In this article, we explore the interesting architecture of Transformers, a special type of sequence-to-sequence models used for language modeling, machine translation, etc.
Now, if there is something that data scientists like to do, is merge concepts and create new beautiful and unexpected models. That is why in this article, we will find out what happens when we give the learning agent ability to "see", i.e. what happens when we involve convolutional neural networks into Deep Q-Learning framework.
As a person coming from .NET world, it was quite hard to get into machine learning right away. One of the main reasons was the fact that I couldn't start Visual Studio and try out these new things in the…
In the previous two articles we started exploring the interesting universe of reinforcement learning. First we went through the basics of third paradigm within machine learning - reinforcement learning. Just to freshen up our memory, we saw that approach of…