PinnedStefan MićićTrain & Deploy, easy with AWS SageMakerIn this article, I am going to walk you through several examples of how to train, deploy and test your machine learning model.Jan 17, 2022Jan 17, 2022
Stefan MićićinAWS TipDeploy Machine Learning model using Fargate and S3When you apply for the MLOps position, one of the questions will be about the model deployment. Let’s see what is from my point of view the…Jun 10, 2023Jun 10, 2023
Stefan MićićinDevOps.devCI/CD and Automated ML Training using Docker, GitHub Actions & AWSIn this article I will present a way of automated training of Machine Learning model. Tech stack will include Python, Docker, Github…May 31, 2023May 31, 2023
Stefan MićićEvaluating Model Performance: Key Metrics to Assess Before Transitioning to ProductionIn the rapidly evolving world of machine learning and artificial intelligence, deploying models to production is a critical step in the…Mar 22, 2023Mar 22, 2023
Stefan MićićUse Spark ML Pipeline with Custom Machine Learning AlgorithmsApache Spark is usually used in project where the goal is to calculate KPIs and to process big portion of data faster. Since Spark supports…Jan 14, 2023Jan 14, 2023
Stefan MićićDEV/STAGING/PROD for Machine Learning projectsHaving different environments when working on some project is quite useful because you can test new features before going live. For web…Nov 15, 2022Nov 15, 2022
Stefan MićićData generators for Machine LearningYou have certainly come across a situation where you have so much data that you can’t put everything in one list or numpy array. For…Mar 9, 2022Mar 9, 2022
Stefan MićićRecommendation systems in about 100 lines of codeIn this article, I am going to present four easy movie recommendation system implementations. One will be using Singular Value…Jan 25, 2022Jan 25, 2022
