Andrej BaranovskijinTowards Data ScienceMLOps with Kubernetes, RabbitMQ and FastAPISkipper is a simple and flexible open-source ML workflow engine. It helps to run and scale ML services in production.Oct 21, 2021Oct 21, 2021
Andrej BaranovskijinTowards Data ScienceML Pipeline End-to-End SolutionML implementations tend to get complicated quickly. This article will explain how ML system can be split into different services. Services…Jun 15, 2021Jun 15, 2021
Andrej BaranovskijinTowards Data ScienceTensorFlow.js Blueprint AppAn end-to-end example of TensorFlow.js code flow for the data classification task. This app is built with React, but the same code can be…Mar 19, 2021Mar 19, 2021
Andrej BaranovskijinTowards Data ScienceMulti-Output Model with TensorFlow Keras Functional APIKeras functional API provides an option to define Neural Network layers in a very flexible way. Developers have an option to create…Dec 16, 20201Dec 16, 20201
Andrej BaranovskijinKatana MLPrice, Date and IBAN data extraction with PythonIn this post I show handy Python libraries to extract and process such information as price, date and IBAN. It is hard to process this…Dec 10, 2020Dec 10, 2020
Andrej BaranovskijinTowards Data ScienceFine-Tuning Hugging Face Model with Custom DatasetEnd-to-end example to explain how to fine-tune the Hugging Face model with a custom dataset using TensorFlow and Keras. I show how to…Sep 12, 20202Sep 12, 20202
Andrej BaranovskijinTowards Data ScienceZero-Shot Text Classification with Hugging FaceThis post is about detecting text sentiment in an unsupervised way, using Hugging Face zero-shot text classification model.Aug 20, 20202Aug 20, 20202
Andrej BaranovskijinTowards Data ScienceMy Journey to TensorFlow Certified DeveloperThis post is about how I passed TensorFlow Developer Certificate exam. Also, it is about my journey to Machine Learning and my views about…Jul 20, 2020Jul 20, 2020
Andrej BaranovskijinTowards Data ScienceUnsupervised Machine Learning Example in KerasAnomaly detection with autoencoders for fraudulent health insurance claims.May 28, 20201May 28, 20201
Andrej BaranovskijinTowards Data ScienceSimple Machine Learning PipelineBringing together all essential parts to build a simple, but powerful Machine Learning pipeline. This will cover Keras/TensorFlow model…May 1, 20201May 1, 20201