Stage - Data Scientist - ML (H/F) at Withings

Issy-les-Moulineaux, Île-de-France, France

Withings Logo
Not SpecifiedCompensation
InternshipExperience Level
InternshipJob Type
UnknownVisa
Healthcare, Health TechnologyIndustries

Requirements

  • Connaissances théoriques en traitement du signal
  • Connaissances théoriques en machine learning
  • Compétences en programmation Python
  • Première expérience en framework deep learning (Pytorch ou TensorFlow)

Responsibilities

  • Explorer et analyser des ensembles de données physiologiques réelles issues des utilisatrices pour identifier des marqueurs pertinents
  • Consolider la base de données par un nettoyage de la référence
  • Évaluer les différents algorithmes existants, internes ou externes
  • Concevoir et développer des algorithmes combinant des approches statistiques avancées, des techniques de traitement du signal innovantes, des heuristiques informatiques fines, ou du machine learning appliqué à des signaux temporels
  • Évaluer la performance des algorithmes sur des jeux de données variés et participer à la définition des métriques de succès
  • Optimiser l’algorithme en vue d'une implémentation embarquée, en C

Skills

Machine Learning
Deep Learning
Signal Processing
Physiological Data Analysis
Time Series Analysis

Withings

Designs and manufactures smart health devices

About Withings

Withings focuses on digital health technology by creating smart health devices like the ScanWatch, which monitor health metrics such as steps, sleep patterns, heart rate, and oxygen saturation. These devices cater to health-conscious individuals, athletes, and content creators who want to track and enhance their health and fitness. Customers can buy products directly from the Withings website, with flexible payment options including pay-later plans and interest-free installments, along with a 30-day return policy for added convenience. The accompanying mobile app syncs with the devices to help users track long-term health trends, fostering engagement and loyalty. Withings distinguishes itself through its award-winning customer service and a global community of over 1 million users who support each other in their health journeys. The company's goal is to empower individuals to take control of their health through accessible technology and community support.

Issy-les-Moulineaux, FranceHeadquarters
2008Year Founded
$89.5MTotal Funding
SERIES_BCompany Stage
Consumer Software, Healthcare, Consumer GoodsIndustries
201-500Employees

Risks

Increased competition from AI-powered health devices could challenge Withings' market position.
Complexity and installation issues of Omnia mirror may deter potential buyers.
Regulatory scrutiny on new health solutions like BPM Vision may delay market entry.

Differentiation

Withings offers a comprehensive range of smart health devices, including the ScanWatch.
The Omnia smart mirror provides a 360-degree view of health, enhancing user engagement.
Withings' direct-to-consumer model with flexible payment options sets it apart in the market.

Upsides

AI integration in devices like Omnia enhances personalized health insights and user satisfaction.
Expansion into cardiovascular health with BPM Vision and Cardio Check-Up attracts health-conscious consumers.
Growing interest in at-home health monitoring boosts demand for Withings' smart devices.

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