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price

FREE

Language

English

Year of publication

2024

created with support of

This project has been funded with support from the European Commission. This publication [communication] reflects the views only of the author, and the Commission cannot be held responsible for any use which may be made of the information contained therein.

Artificial Intelligence Tools and Techniques

Authors

Dmytro Peleshko, Olena Vynokurova.

Abstract

Introduction. AWS (AWS management console and how to use it; using AWS SIMPLE STORAGE SERVICE (S3); automating work with AWS resources using PYTHON; elements of ML in AWS SAGEMAKER; AWS Lambda). Scikit and Unsupervised Learning (metrics; clustering; anomaly detection; dimensionality reduction; tracking neural models; tensor board; weights and Biases; neptune). Model optimization (Auto ml; hyper opt; ray tune). Model deploying (docker; TorchServe deployment; fastAPI deployment).

license

Creative Commons BY-SA 4.0

Language

English

Year of publication

2024

price

FREE

Learning materiatls

ODZ

created with support of

This project has been funded with support from the European Commission. This publication [communication] reflects the views only of the author, and the Commission cannot be held responsible for any use which may be made of the information contained therein.