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

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

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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

Key technologies and capabilities for this role

Machine LearningDeep LearningSignal ProcessingPhysiological Data AnalysisTime Series Analysis

Questions & Answers

Common questions about this position

Is this position remote or on-site?

The position is on-site.

What skills are required for this Data Scientist internship?

The role requires skills in signal processing, machine learning, and deep learning, with motivation for health-related topics.

What is the compensation or salary for this internship?

This information is not specified in the job description.

What does the Machine Learning team at Withings work on?

The Machine Learning team develops algorithms to extract physiological and medical information from user data, such as SPO2, heart rate, atrial fibrillation detection, and sleep apnea.

What makes a strong candidate for this internship?

A strong candidate is motivated by health topics, has skills in signal processing, machine learning, and deep learning, and will work on analyzing physiological data for female cycle prediction.

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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