Data & AI modelling
Data & AI modelling
Responding to a need for personalization, process optimization, identifying weak signals, extracting insights from your documents and data… all these uses require the configuration and training of Artificial Intelligence models!
Whether it’s for marketing, finance, purchasing, operations or any other business, configuring a model involves understanding the problem functionally, translating it into data or variables, collecting the data, selecting and testing several algorithms, then industrializing and monitoring the process.
Our business teams support you in functional qualification. Our data scientists have extensive knowledge of existing algorithms, enabling them to select the most appropriate for your application: operational research, random forest, linear regression, transformers, RFM classification, Whisper, etc.
Our core value ?
“There are two key stages in configuring an AI: understanding the context to ensure proper transcription into a mathematical model, and collecting data to build up a training corpus. They account for almost 90% of the configuration of a new AI”.
Jean-Marc GUIDICELLI, Partner & Data – Digital expert
The Axys method
Understanding your business and your ecosystem in order to provide the most detailed response to your problem, and providing the greatest possible transparency on how AI works and the decision-making criteria (explicability), are generally your two criteria for acceptability and adoption. That’s why we place you at the heart of the system, and support you throughout the project to acculturate you and pass on the characteristics of your new AI companion.
Defining the problem
In the same way as you write a prompt for an LLM, the qualification phase aims to specify: the result to be achieved (a prediction, scoring, classification…), the human techniques to achieve it, the form of the output (for explicability), the context and nature of the impact on the result, the role of AI in the process and the constraints.
This qualification phase is carried out in workshops.
Building up a training corpus
On the basis of the qualification, our data scientists define the necessary data: the a priori relevant variables, the results observed in the past. These data are either present in your IT ecosystem, or sourced externally (e.g. socio-demographic data, macro-economic data…). Then comes the statistical part of building the corpus. We then seek to determine the relevance of variables through correlation analysis, and to give each variable a balanced weight.
Model configuration
Depending on the problem to be addressed, generally two or three algorithms may be relevant. We configure and test them. The results are then presented to you, enabling you to comment on the level of precision, the level of explicability, and so on. Based on your feedback, we select one of the models for optimization.
Industrialize
To guarantee the model’s long-term use, the processing must be fully automated: data collection, data quality, data enrichment, data formatting and algorithm triggering. We then rely on our data engineers or those of the customer to configure this pipeline.
Our customre’s success
Audience
scoring
Better-qualified leads with an end-to-end vision, maximizing conversion at the end of the buying process.
Constrained
planning
3 minutes – that’s how long it takes to schedule 800 agents every morning, according to their skills and planned activity.
Accuracy rate of financial risk assessment
80% is the accuracy rate for a new service subscription process.
Jean-Marc GUIDICELLI
Partner, BU Data
Marc MIRONNEAU
Director, BU Data
Our supports Data & AI
Data Management
Optimize your process performance with our expertise and partner data management tools.
Data governance
To define processes, roles, uses, rules and responsibilities across the entire data value chain.
AI and regulatory conformity
This regulation complements the “Guidelines for a Trustworthy AI”, which aim to provide a framework for Artificial Intelligence processes and best practices.
Data & AI Strategy
Transform your business by strategically integrating data and Artificial Intelligence (AI) at the heart of your business processes and services.
Data & AI Home
Transform your business by strategically integrating data and Artificial Intelligence (AI) at the heart of your business processes and services.
Un projet à nous confier ?
La transformation de votre organisation est un défi complexe qui demande une vision stratégique, des compétences spécifiques et une réactivité sans faille.
Axys s’engage à répondre à vos besoins dans les plus brefs délais et à vous fournir des solutions personnalisées, adaptées à vos enjeux spécifiques.
Rejoignez la famille Axys
Rejoindre Axys, c’est faire partie d’un collectif où nous sommes fiers de promouvoir la diversité et l’égalité des chances au sein de nos équipes. Nos différences font notre force !
Tu recherches un nouveau challenge ? Nous te proposons une expérience candidat enrichissante basée sur l’échange et la transparence. Axys c’est aussi un process recrutement inclusif qui prône la différence et la diversité.
Do you have a project in mind ?
Transforming your organization is a complex challenge requiring strategic vision, specific skills and unfailing responsiveness.
Axys is committed to meeting your needs as quickly as possible, and to providing you with customized solutions tailored to your specific challenges.
Join the Axys family
Joining Axys means being part of a collective where we are proud to promote diversity and equal opportunities within our teams. Our differences are our strength!
Are you looking for a new challenge? We offer you an enriching candidate experience based on exchange and transparency. Axys is also an inclusive recruitment process that promotes difference and diversity.