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Data Science Intern

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France  Paris, France
Internship, Science/Research, English, French
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Job Description:

Face detection and replacement with fake faces

We are looking for a passionate intern data scientist to join our rapidly growing Data Science team. In this role you will work closely with the various business units throughout (COMPANY NAME) and apply data science to real-world hospitality situations, creating the most value from data. Your real passion for the statistics and machine learning has the power to unlock tangible business growth.

Who is (COMPANY NAME)?:

* Far more than a worldwide leader. We are more than 260,000 hospitality experts placing people at the heart of what we do and nurturing real passion for service and achievement beyond limits. We take care of millions of guests in our 5,200 addresses.
* Our 40 dynamic brands are established in 110 countries and are continuing their steady growth. A new (COMPANY NAME) address opens every two days.

What you will do:

* Transform large, complex datasets into pragmatic, actionable insights
* Develop scalable algorithms and models to answer business questions
* You will have the opportunity to leverage (COMPANY NAME) rich data and state-of-art machine learning infrastructure to contribute to develop data, machine learning and AI products
* You will collaborate with a strong team of engineers and data scientists on how to evaluate new approaches, build features, and develop algorithms
* You will explain sophisticated data science concepts in a clear, precise, and actionable manner to decision makers

Project description:

* Photos posted on axx.xxxxx.xxm should follow some guidelines, which are specific to different regions
* To avoid showing photos of different persons on the website, we want first to detect the faces by using deep learning models
* Then by using GAN techniques (e.g. https://txxxxxxxxxxxxxxxxxxxxx.xxx/) to replace each face by a new one generated by GANs, by respecting the pose of the face, estimated in the original image.
* First a state of the art of different GANs and pose estimation methods should be performed, and after test some solutions to find the model that fir best our task.
* The solution will be developed in AWS cloud
* Once the POC ready, you will participate to the industrialization of the project

Who you are:

● Final year of education in engineering school / university
● In-depth knowledge of Machine Learning (with experiences of use on data real)
● Knowledge especially deep learning models (CNNs, GANs, LSTMs,, MaskRCNN, etc.)
● Proficiency in Python / SQL / Shell Scripting.
● Familiarity with the AWS Sagemaker is a plus
● You have a detailed understanding of business issues and you simply know how to render complex results.
● You are comfortable in both French and English.
● You have a good team spirit.
● You are curious and you like to learn new skills and take up new challenges.
● You are well organized, and a force for proposal.

What you will work with:

* Environment: AWS, AWS Sagemaker studio, Dataiku
* Data Warehouse: AWS S3 / Snowflake
* Langages: Python, SQL
* Versioning: Git

Source: Company website
Posted on: 22 Dec 2021
Type of job: Internship
Industry: Tourism / Hotel management
Languages: English, French
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