Customer needs analysis platform

Context and problematic

Our client wants to possess a good vision of the current and future needs of his clients. Therefore, it was all the more important to aggregate a very large amount of data on each of the consumers. After a successful POC, we worked on the development of a platform for daily reporting.

Goals

Prove that the project is feasible with a first POC of a few days
Ingestion and pre-cleaning of data providers while industrializing the analysis and prediction models developed
Allow end users to visualize current and future needs

Our intervention

2 Data Scientist, 1 Data Engineer, 1 Data Architect, 1 Full-Stack developer

  • Definition of the scope and launch of a pilot project to validate the feasibility in 8 weeks
  • Implementation of the project architecture on AWS
  • Integration of machine learning algorithms
  • Development of analysis and prediction algorithms
  • Development of the visualization application in reactJS and VueJS

Résults

Platform is functional since December 2019 for the business across all France entities.
In the industrialization phase for the customer at the group level.
Even till date, we are working on the analysis of new perimeters such as its e-reputation.

Technical environment

Python – Go – Typescript – Sklearn – reactJS – VueJS – NodeJS
AWS S3 – VPC – IAM – Cognito – ECS/ECR – Lambda – Glue – RDS – Fargate
Batch – WAF – API Gateway – DynamoDB – ElasticCache – Route53 – EventBridge – SageMaker Elastic Search – Kibana
Docker – Kubernetes – Terraform

Together with our customers, we build solutions that change and facilitate their daily lives.

Aide à la création de médicaments

Plateforme d’analyse de besoins clients

Conception et industrialisation du SI analytics

Prédiction de retards

Analyse de visage pour recommandation produits

Application d’optimisation de la Supply Chain

Scoring et analyse
de la peau

Analyse de Forums

Personnalisation de contenu

Analyse des activités de support IT

Détection de tendances sur les réseaux sociaux

Détection
de beaconing

Outil de classification de documents

Détection de cancer via Deep Learning

Conception de plateforme de veille stratégique

Rendements
des champs agricoles

Conception du Data Hub et implémentation

Analyse et prévention des problèmes Skype

Assistant d’aide à la recherche

Classification de pages Web