The Picsellia Blog

MLOps

Read our MLOps experts' technical notes, insights and tutorials to stay updated on the latest AI trends!

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MLOps

Best object detection datasets in 2024

Looking to train your object detection models? Discover a wide variety of high-quality object detection datasets to fuel your AI projects.

Tochukwu Nwoke

December 11, 2023

Data Management

Anomaly Detection in Manufacturing Lines Using Computer Vision

Discover the challenges and benefits of visual anomaly detection systems in manufacturing.

Tochukwu Nwoke

December 5, 2023

Manufacturing

How to Integrate Picsellia into a Hugging Face Training Workflow

Effortlessly scale computer vision model training with Picsellia's CVOps platform and HuggingFace.

Tochukwu Nwoke

October 25, 2023

Computer Vision

Top 5 experiment tracking tools for Computer vision

AI is typically achieved through iterative and experimental processes such as changing the model, running multiple experiments, and examining the results.

Thibaut Lucas

June 16, 2023

MLOps

End-to-End Repeatable MLOps for Computer Vision

Any enterprise ML pipeline should automate various steps in the ML lifecycle. Such automation is usually achieved by compartmentalising each step as a stan

Thibaut Lucas

February 16, 2023

Computer Vision

5 Ways Computer Vision Simplifies PCB Design and Workflows

Computer vision operations can be used to automate many of the tasks involved in working with PCBs, making the process faster and more accurate.

Thibaut Lucas

January 12, 2023

Computer Vision

How to Reduce Training Data with Self-Supervised Learning

Self-Supervised Learning (SSL) aims to leverage large unlabeled datasets to train capable feature extractors such as CNN or ViT encoders. But what is SSL?

Konstantinos Poulinakis

July 26, 2022

Data Management

What Is Image Data Augmentation?

To solve the problem of data scarcity, we use data augmentation techniques. But how do you augment image data? We'll go throw this in a simple way.

Haziqa Sajid

July 19, 2022

Data Management

Why Do Classical MLOps Tools Not Fit Computer Vision?

Computer vision pipelines require a set of processes that are exclusive to Computer Vision. This is where CVOps comes to play.

Haziqa Sajid

July 1, 2022

MLOps

How to Use Computer Vision in Cancer Research With MLOps

We introduced Picsellia's new features by presenting a cancer cell research real use-case. Learn how we applied computer vision to medical research.

Thibaut Lucas

March 29, 2022

MLOps

What is Data Drift and How to Detect it in Computer Vision?

Data-drift happens when the dataset that used to train your model doesn't mimic the data you receive in production, causing your model to underperform.

Thibaut Lucas

January 19, 2022

MLOps

MLOps Platform: Build vs. Buy? What You Must Know

Some companies go for building entire MLOps platforms, while others decide to purchase tools that integrate to their solutions. Learn what's best for you.

Thibaut Lucas

January 11, 2022

MLOps

How to apply MLOps to Computer Vision? Introducing CVOps

CVOps refers to the steps and processes of MLOps that are exclusive to Computer Vision, to achieve the development and deployment of CV use-cases.

Thibaut Lucas

December 1, 2021

MLOps

Road to MLOps — Level 2: Part 3

MLOps level 2 goes a step further in terms of the kind of system that we are now able to operate. By that we mean large-scale, high-frequency systems.

Thibaut Lucas

November 2, 2021

MLOps

Road to MLOps — Level 1: Part 2

What is level 1 and level 2 in MLOps, and how are they different from level 0 MLOps?

Thibaut Lucas

October 19, 2021

MLOps

What is MLOps? And Why is it Important? Part 1

MLOps, short for Machine Learning Operations, is a discipline that aims to unify ML system's development and deployment to optimize high-performing models.

Thibaut Lucas

October 12, 2021

MLOps

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What’s New

Product Updates

Picsellia at Big Data & AI Paris 2024

Read about Picsellia's experience at Big Data & AI Paris, 2024.

Sreeja Ghosh Dastidar

November 13, 2024

News

SAM and Foundation Models in Computer Vision

We explored how SAM was created to become such a powerful tool. A groundbreaking model not only for Meta, but for the entire computer vision scenario!

Thibaut Lucas

April 25, 2023

News

Is AutoML Replacing Data Scientists?

Machine Learning revolutionized computer vision and language processing and is now shapeshifting biology and engineering.

Konstantinos Poulinakis

January 19, 2023

News

5 Steps to Take To Start A Career in Computer Vision

Have you ever wondered how to break into the field of computer vision? Here are some cool tips on how to get started!

Thibaut Lucas

January 5, 2023

News

That’s a wrap!

Our CEO Thibaut reflects on the past year and shares with us what he's learned in terms of computer vision, entrepreneurship, and enlarging the avo family!

Thibaut Lucas

December 23, 2022

News

6 Computer Vision Trends in 2022

Explore the upcoming AI trends for 2022.

Konstantinos Poulinakis

September 28, 2022

News

Creating a CVOps Platform: Picsellia’s Latest Release is Out

Our new release incorporates the latest tools and features to manage your entire MLOps pipeline in one single place, making it the first CVOps platform.

Thibaut Lucas

February 21, 2022

News

How to Build an Image Anonymizer For GDPR Compliant Tasks With TF2

Our mission is to assist others to build better computer vision models, so we built an anonymizer to help you build GDPR-compliant human-related datasets.

Thibaut Lucas

August 31, 2020

News

The Fastest Way to Analyze Models for Object Detection

Learn how to choose, tune and train any deep learning architecture to train your object detection models, by using an MLOps solution for computer vision.

Thibaut Lucas

August 31, 2020

News

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