Saiful Rijalsaifulds.hashnode.dev·Jun 12, 2023Mastering MLOps: Enhancing Machine Learning Workflows with Prefect - Insights from MLOps Zoomcamp 2023The third topic covered in MLOps Zoomcamp by DataTalksClub is the orchestration of machine learning workflows. Orchestration involves managing and coordinating tasks and components within a machine learning pipeline or workflow. It streamlines and au...mlopszoomcamp
Wonhyeong Seowon.hashnode.dev·Jun 11, 2023MLOps Zoomcamp: week 3In the dynamic world of data science, efficient and reliable workflow orchestration is crucial. Recently, I embarked on an enlightening journey exploring data workflows using Prefect, a workflow management system designed for modern infrastructure. M...mlopszoomcamp
Wonhyeong Seowon.hashnode.dev·Jun 5, 2023MLOps Zoomcamp: week 2 (W&B)Introduction In the realm of data science and machine learning, experiment tracking plays a vital role in organizing and understanding the various iterations of models, parameters, and results. As projects become more complex, it becomes increasingly...mlopszoomcamp
Saurabh Jainsaurabhkankriya.hashnode.dev·Jun 1, 2023MLOps Zoomcamp Week 2: Experiment TrackingAbout this week Week 2 of the MLOps Zoomcamp 2023 focused on Experiment Tracking. The tool covered this week was MLflow. MLflow is like a swiss-knife for the machine learning lifecycle. It is an open-source platform that helps streamline the ML lifec...74 readsMLOps Zoomcamp 2023mlopszoomcamp
Wonhyeong Seowon.hashnode.dev·May 29, 2023MLOps Zoomcamp: week 2Introduction In this technical blog, we will explore the world of MLflow, a powerful tool for experiment tracking and model management. MLflow offers a streamlined workflow to manage machine learning projects, from data preprocessing to model deploym...mlopszoomcamp
Saurabh Jainsaurabhkankriya.hashnode.dev·May 24, 2023MLOps Zoomcamp 2023 Week 1: IntroYou can also watch the video of the implementation: MLOps Zoomcamp 2023: Week 1 Homework Why I am doing this course? I have some experience with Machine Learning Operations (MLOps) because I have operationalized some projects in my day job. I have do...73 readsMLOps Zoomcamp 2023mlops
Kartik Powarkartikpowar.hashnode.dev·May 22, 2023MLOps Maturity ModelMLOps is a set of tools and practices which help to deploy and maintain machine learning models in a production environment. The MLOps Maturity Model aims at clarifying DevOps principles and practices necessary to run a successful necessary MLOps e...276 readsML Learning JourneyWeMakeDevs
