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Machine learning & Predictive modelling

Machine learning & Predictive modellingUnder machine learning and predictive modelling falls a range of computer algorithms that is concerned with automatically learning models from all kinds of data. These models can then be used to understand the given information better, or even make predictions.

Neural networks

There are various techniques that can be used, each of which has its own strengths and weaknesses. For example, artificial neural networks, a technique inspired by the workings of the brain, is able to learn from data with a very high amount of features. The downside to this is that it is quite hard to decipher the model that has been learned. Often this is not a problem, but if it is necessary to be able to read the learned model, a decision tree could be better suited, which learns a hierarchical set of rules based on the features of the data.

Machine learning & predictive modelling projects

Xomnia has created a setup for a tailor-made recommendation system for vakantieveilingen.nl based on machine learning and predictive modelling techniques.  This system is able to quickly generate personalized product offerings based on a limited amount of clicks by the user, and results in a overall increased conversion. We too have succesfully delivered an energy price predictor. Another cool project involves optimizing rule enforcement by forecasting where violations are to be expected.

Check the References menu for more examples of machine learning and predictive modelling projects.

Can we help you?

We’d love to share our big data knowledge with you, please get in touch! Keen on knowing more about us? Xomnia is a big data analytics firm based in Amsterdam, the Netherlands. We are experts in data science, big data engineering and advanced business intelligence. Our services include: big data consultancy & projects, big data training and big data traineeships.

References for Machine learning & Predictive modelling

ProRail
ProRail Predicitive models for rail defects and trespassers

ProRail is the infrastructure manager of the Dutch Railways. Xomnia has helped us in developing predictive models for… Continue reading »

Services Big data traineeship

Expertise Machine learning & Predictive modelling

Industry Transportation/Trucking/Railroad

Xomnia has helped us very well with setting up our DataLab, by providing data science talents (traineeship proposition) and infrastructure expertise.

Paul van der Voort Program manager DataLab

“becoming a Data Scientist” course

The Municipality of Utrecht is one of the four largest municipalities of the Netherlands. The growth and innovation… Continue reading »

Services Becoming a Data Scientist

Expertise Machine learning & Predictive modelling

Industry Government

The course “becoming a Data Scientist” brought me, even as an experienced researcher, new methods and tooling. Xomnia did broaden my horizon on Data Science!

Arjen Kruithof Adviseur Stedelijk Water

Custom made RapidMiner Radoop training

NXP Semiconductors N.V. (NASDAQ: NXPI) enables secure connections and infrastructure for a smarter world, advancing solutions that make… Continue reading »

Services RapidMiner

Expertise Machine learning & Predictive modelling, RapidMiner

Industry Semiconductors

The gained understanding helped us to make a well informed choise both technology- and business case wize. Xomnia’s trainers shared their knowledge from their own practical experience, which gave us a solid look behind the scenes. Next to their knowledge and experience, it’s their enthusiasm really setting them apart.

Henk van den Elsen Manager R&D IT DES Competence Center

RapidMiner training and on-site support

DBM is a Belgium company specialized in humanizing data. They help organizations to build meaningful relationships with their… Continue reading »

Services RapidMiner

Expertise Machine learning & Predictive modelling, RapidMiner

Industry Marketing & Advertising

What I appreciated so much in the collaboration with Xomnia?
Their open mindedness and support in finding the right way to collaborate and answer our needs. The expertise on the usage of Rapidminer and the hands-on approach.
Our collaboration feels like a partnership much more than a ‘supplier-relation’, and for us, DBM, the human fit is very important in doing ‘business’ together

Claudine Knop CEO

API Prediction Models – House Price Prediction and Credit Risk Analysis

Consumatrix is a provider of financial consumer data & predictive models and transforms data from open sources, surveys,… Continue reading »

Expertise Deployment service, Machine learning & Predictive modelling

Industry Finance, Real Estate

The flexibility of Xomnia has been a great advantage in the development and maintenance of our prediction models. The team knows how to adapt to a changing environment and integrate new gained insights in a flexible way.

Luke Liplijn Founder & CEO

Predicting the day value of cars

For Geelen Projects, which focuses on the implementation and support of ICT processes in the car sale branche,… Continue reading »

Services Big data consultancy project

Expertise Machine learning & Predictive modelling, Text Mining

Industry Automotive

Xomnia offers our conservative automotive branche a new view on innovation. We look at their idea’s as thinking different or out of the box. They are not being distracted by a legacy of business approaches in our branch from the past. Their primary focus and effort goes to going ahead fast, with focus and youthful enthusiasm. The result is a fast and inspiring learning process, with sometimes disappointing but often amazing results. Always hire guys smarter than you 😉

Joop Geelen Owner

Law enforcement optimisation

For the municipality of Amsterdam, Xomnia built a user friendly dashboard to optimise law enforcement. Xomnia harvested data… Continue reading »

Services Big data consultancy project

Expertise Machine learning & Predictive modelling, QlikView & QlikSense

Industry Government

Xomnia empowers our organization with newly gained knowledge that is retrieved out of our own data. We now independently utilize this, without the need of any further technical knowledge or external support. Great job guys, thanks!

Rienk Hoff Managing Director – Gemeente Amsterdam, Handhaving en Toezicht

Burglary predictor

For the municipality of Utrecht, Xomnia has built a model that predicts the occurrence of burglaries in each… Continue reading »

Services Big data consultancy project

Expertise Machine learning & Predictive modelling

Industry Government

Working with Xomnia has given our project a kick-start. We value their transparent and cooperative way of working

Geerte van Rije Beleidsonderzoeker

Recruitment

Xomnia developed a solution for Randstad to determine if someone’s job loyalty can be predicted based on a… Continue reading »

Services Big data consultancy project

Expertise Machine learning & Predictive modelling, Text Mining

Industry Recruitment

The data of Randstad is a strategic asset. Xomnia enables us to unleash its business value

Martijn Imrich Product Owner Market Exploration and Forecasting at I-bridge a Randstad Company

Cross & upsell recommendation

For Travic International (Cheap Tickets) Xomnia built a model that predicts which cross and upsell is eligible for… Continue reading »

Services Big data consultancy project

Expertise Machine learning & Predictive modelling

Industry Leisure, Travel & Tourism

Great bunch of highly skilled data scientists, it was a pleasure working together

John Davidson BI and Data team manager