Docker

Learn how to Import Pre-Annotated Data into Label Studio and Run the Full Stack with Docker

Dataset preparation for an object detection training workflow can take a protracted time and infrequently be frustrating. Label Studio, an open-source data annotation tool, can assist by providing a simple strategy to annotate datasets....

A Data Scientist’s Guide to Docker Containers

a ML to be useful it must run somewhere. This somewhere is almost certainly not your local machine. A not-so-good model that runs in a production environment is healthier than an ideal model...

Why Data Scientists Should Care about Containers — and Stand Out with This Knowledge

“I train models, analyze data and create dashboards — why should I care about Containers?” Many people who find themselves latest to the world of knowledge science ask themselves this query. But imagine you will...

Learnings from a Machine Learning Engineer — Part 5: The Training

On this fifth a part of my series, I'll outline the steps for making a Docker container for training your image classification model, evaluating performance, and preparing for deployment. AI/ML engineers would like to deal...

YOLO Inference with Docker via API

Learn the right way to orchestrate object detection inference via an API with Docker12 min read·10 hours agoThis text will explain the right way to run inference on a YOLOv8 object detection model using...

Deploying Large Language Models on Kubernetes: A Comprehensive Guide

Large Language Models (LLMs) are able to understanding and generating human-like text, making them invaluable for a wide selection of applications, akin to chatbots, content generation, and language translation.Nevertheless, deploying LLMs is usually a...

Mastering MLOps : The Ultimate Guide to Develop into a MLOps Engineer in 2024

In world of Artificial Intelligence (AI) and Machine Learning (ML), a brand new professionals has emerged, bridging the gap between cutting-edge algorithms and real-world deployment. Meet the MLOps Engineer: the orchestrating the seamless integration...

End-to-End NLP Project with Hugging Face, FastAPI, and Docker

This tutorial explains the way to construct a containerized sentiment evaluation API using Hugging Face, FastAPI and DockerMany AI projects fail, in response to various reports (eg. Hardvard Business Review). I speculate that a...

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