Machine learning

How PCI-Express works and why you should care? #GPU

How PCI-Express works and why you should care? #GPU

What is PCI-Express ? Everyone, and I mean everyone, should pay attention when they do intensive Machine Learning / Deep Learning Training. As I explained in a previous blog post, GPUs have accelerated Artificial Intelligence evolution massively. However, building a GPUs server is not that easy. And failing to create an appropriate infrastructure can have …

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Interpretability Engine: An open-source tool to interpret your models in ML Serving

Context Artificial Intelligence is now a part of our daily life and the services it provides continue to flourish in multiple industries. At OVHCloud, we have recently launched ML Serving; a service to deploy Machine Learning models, ready to use in production. Its likely you’ve read some articles relating to Machine Learning (ML) techniques or …

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Distributed Learning in a Deep Learning context

Distributed Training in a Deep Learning Context

Previously on OVHcloud Blog … In previous blog posts we have discussed a high level approach to deep learning as well as what is meant by ‘training’ in relation to Deep Learning. Following the article, I had lots of questions entering my twitter inbox, especially regarding how GPUs actually works. I decided, therefore, to write …

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What does training neural networks mean?

What does Training Neural Networks mean?

In a previous blog post we discussed general concepts surrounding Deep Learning. In this blog post, we will go deeper into the basic concepts of training a (deep) Neural Network. Where does “Neural” comes from ? As you should know, a biological neuron is composed of multiple dendrites, a nucleus and a axon (if only …

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A journey into the wondrous land of Machine Learning, or “Did I get ripped off?” (Part 1)

Two years ago, I bought an apartment. It took me a year to get a proper idea of the real estate market: make some visits, get disappointed a couple of times, and finally find the flat of my dreams (and that I perceived to be priced appropriately for the market). But how exactly did I …

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ML Serving: a cloud based tool to deploy Machine Learning

Today, we are excited to announce the release of a new Public Cloud product. To speed up and simplify your Machine Learning projects, we are introducing the ML Serving. At OVHcloud, we use multiple Machine Learning models that help decision making; ranging from fighting fraud to enhancing our infrastructure maintenance. In a recent blog post …

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Machine learning : from idea to reality

Since you are currently reading a blog post from a tech company, I’ll bet you’ve already heard about artificial intelligence and machine learning dozens of times this month. And this is perfectly understandable! Health, advertising, gaming, insurance, banking, e-commerce… you name it. Behind the buzz, the reality is here, and we can say for sure that …

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AI at OVHcloud

Academics and OVH: an AI-centric collaboration

At OVH, our innovation process stimulates internal collaboration. We have seen this with frugal innovation, but also externally with SMEs, schools or laboratories. An example of collaboration with academics is a particular thesis launched this year, about Artificial Intelligence, which focused on Automated Machine Learning field. Collaborative research at OVH through a thesis A CIFRE …

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Apache Spark & OVH Analytics Data Compute

How to run massive data operations faster than ever, powered by Apache Spark and OVH Analytics Data Compute

If you’re reading this blog for the first time, welcome to the ongoing data revolution! Just after the industrial revolution came what we call the digital revolution, with millions of people and objects accessing a world wide network – the internet – all of them creating new content, new data. Let’s think about ourselves… We …

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Machine Learning with OVH Prescience

Prescience: Introducing OVH’s Machine Learning Platform

Machine Learning projects are becoming an increasingly important component of today’s search for more efficient and complex industrial processes. OVH Prescience is a Machine Learning platform that aims to ease the conception, deployment and serving of models in an industrial context. The system manages Machine Learning pipelines, from data ingestion to model monitoring. This involves …

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