Stage détection d'insomnie - Data Scientist - Machine Learning (H/F) at Withings

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

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Not SpecifiedCompensation

InternshipExperience Level

InternshipJob Type

UnknownVisa

Healthcare, Wearables, MedTechIndustries

Requirements

Connaissances théoriques en traitement du signal
Connaissances théoriques en machine learning
Compétences en programmation en Python
Première expérience en framework deep learning

Responsibilities

Exploration et prétraitement des données : Prise en main des ensembles de données, exploration et revue de la littérature pour identifier les biomarqueurs les plus prometteurs
Conception et implémentation du pipeline : Sélection des approches de modélisation (Machine Learning) et des méthodes de validation. Développement d'un pipeline robuste, reproductible et documenté
Itération et optimisation : Amélioration des performances du modèle en explorant différentes features, architectures et techniques d'apprentissage
Analyse et synthèse : Analyse fine des performances du modèle, rédaction d'un rapport de stage détaillé et finalisation de la documentation

Skills

Machine Learning

Deep Learning

Signal Processing

Time Series Analysis

Biomedical Data

Algorithm Development

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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