• Expertini Resume Scoring: Our Semantic Matching Algorithm evaluates your CV/Résumé before you apply for this job role.
France Jobs Expertini

Internship: Towards expressive and tractable surrogate models for large scale inverse problems Job Opening In Montbonnot-Saint-Martin – Now Hiring INRIA


Job description

Contexte et atouts du poste

This internship will be done within an ongoing collaboration between Statify Inria team, Ipag laboratory (UGA), and Inria's software development service.


Recently Inria’s Statify research team has developed a scientific library based on the so-called xLLiM (Gaussian Locally-Linear Mapping) model, whose target is the resolution of Bayesian inverse problems using physical direct models and simulations from them ( In the current implementation, the model is learned from training data using a batch implementation requiring to upload all data into memory, which can limit its use to moderate volumes of data.

In terms of expressiveness, the current parameterization is tailored for real-valued data and assumes only two options for the noise part of the model.


Contact: in addition to the application to the platform, more information can be requested by contacting , , ,

Mission confiée

The goal of this internship is to extend the approach with three new functionalities, namely:

  • Implementation of an incremental learning of the model parameters to allow reading the data sequentially and going beyond hardware limitations,

  • Extension of the noise modelling to parsimonious parametrization by introducing an additional latent component,

  • Reformulate the model with complex-valued Gaussian distributions to handle complex valued data.
  • These improvements should be implemented efficiently in C++ and binded to python.

    These functionalities will have to be developed and then implemented in the current GLLiM framework (xLLiM toolbox and application PlanetGLLiM).

    Validation analyses of the resulting new procedures will have to be conducted, assessing their efficiency, accuracy, and scalability.

    The goal is to test and improve the performance of the GLLiM model in two specific domains: space remote sensing in high-dimensional settings, and medical imaging analysis, with a particular emphasis on Magnetic Resonance Imaging (MRI).

    Principales activités

  • Mathematical formulation of one or more extensions for the GLLiM method

  • Implementation of the extensions in Python and in C++

  • Performing tests and benchmarks

  • Integrating your code into the existing xLLiM code base

  • Testing for non-regression of xLLiM and PlanetGLLiM

  • Writing documentation
  • Compétences

  • Good programming skills in C++ and Python

  • Familiarity with probability & statistics, eg.

    Gaussian mixtures, EM algorithm, Bayesian models

  • Solid understanding of mathematics, especially linear algebra and optimization.

  • Experience with Github, GitLab, CI, Docker

  • Analytical and modeling skills: writing specifications, requirement documents, and user documentation
  • Avantages

  • Subsidized meals
    Partial reimbursement of public transport costs
    Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
    Possibility of teleworking (90 days / year) and flexible organization of working hours
    Social, cultural and sports events and activities
    Access to vocational training
    Social security coverage under conditions
  • Rémunération

    Gratification = 4,35 € gross / hour

    Required Skill Profession

    Mathematical Science Occupations


    • Job Details

    Related Jobs

    Datadog hiring Data Scientist - Large Language Models / Generative AI Job in Paris, Île-de-France, France
    Datadog
    Paris, Île-de-France, France
    Nokia hiring AI/ML models for flow scheduling problem Job in Massy, Île-de-France, France
    Nokia
    Massy, Île-de-France, France
    Technip Energies hiring Internship: Control and safety systems for an LNG plant - F/M Job in Nanterre, Île-de-France, France
    Technip Energies
    Nanterre, Île-de-France, France
    ATR hiring Branding and Advertising Support Internship Job in Toulouse, Occitania, France
    ATR
    Toulouse, Occitania, France
    UNESCO hiring INTERNSHIP: Social and Human Sciences Job in Paris, Île-de-France, France
    UNESCO
    Paris, Île-de-France, France
    UNESCO hiring INTERNSHIP: Communications and Public Engagement Job in Paris, Île-de-France, France
    UNESCO
    Paris, Île-de-France, France
    Skello hiring AI & Automation for Internal Productivity - Internship Job in Paris, Île-de-France, France
    Skello
    Paris, Île-de-France, France
    UNESCO hiring INTERNSHIP: Priority Africa and External Relations Job in Paris, Île-de-France, France
    UNESCO
    Paris, Île-de-France, France
    Inserm U1242 Oncogenesis, Stress, Signaling hiring Development of cellular models for evaluating active compounds in cancer therapy Job in Rennes, Brittany, France
    Inserm U1242 Oncogenesis, Stress, Signaling
    Rennes, Brittany, France
    ESTÉE LAUDER Companies hiring Internship - Product Marketing Assistant EMEA for Dr.Jart+ Job in Neuilly-sur-Seine, Île-de-France, France
    ESTÉE LAUDER Companies
    Neuilly-sur-Seine, Île-de-France, France
    Sanofi hiring 6 months internship – financial planning and performance Job in Paris, Île-de-France, France
    Sanofi
    Paris, Île-de-France, France
    ILRI hiring ILRI Internship: Liaison and Protocol Unit – Ethiopia Job in Montpellier, Occitanie, France
    ILRI
    Montpellier, Occitanie, France
    Tikehau Capital hiring Internship - ESG analyst for Private assets (Private Credit) Job in Paris, Île-de-France, France
    Tikehau Capital
    Paris, Île-de-France, France
    Laboratoire Lorrain de Chimie Moléculaire hiring Synthesis and studies of organic dyes and dyes aggregates for biological applications Job in Vandœuvre-lès-Nancy, Grand Est, France
    Laboratoire Lorrain de Chimie Moléculaire
    Vandœuvre-lès-Nancy, Grand Est, France

    Unlock Your Internship Towards Potential: Insight & Career Growth Guide


    Real-time Internship Towards Jobs Trends (Graphical Representation)

    Explore profound insights with Expertini's real-time, in-depth analysis, showcased through the graph here. Uncover the dynamic job market trends for Internship Towards in Montbonnot-Saint-Martin, France, highlighting market share and opportunities for professionals in Internship Towards roles.

    754 Jobs in France
    754
    2 Jobs in Montbonnot-Saint-Martin
    2
    Download Internship Towards Jobs Trends in Montbonnot-Saint-Martin and France

    Are You Looking for Internship: Towards expressive and tractable surrogate models for large scale inverse problems Job?

    Great news! is currently hiring and seeking a Internship: Towards expressive and tractable surrogate models for large scale inverse problems to join their team. Feel free to download the job details.

    Wait no longer! Are you also interested in exploring similar jobs? Search now: .

    The Work Culture

    An organization's rules and standards set how people should be treated in the office and how different situations should be handled. The work culture at INRIA adheres to the cultural norms as outlined by Expertini.

    The fundamental ethical values are:

    1. Independence

    2. Loyalty

    3. Impartiapty

    4. Integrity

    5. Accountabipty

    6. Respect for human rights

    7. Obeying France laws and regulations

    What Is the Average Salary Range for Internship: Towards expressive and tractable surrogate models for large scale inverse problems Positions?

    The average salary range for a varies, but the pay scale is rated "Standard" in Montbonnot-Saint-Martin. Salary levels may vary depending on your industry, experience, and skills. It's essential to research and negotiate effectively. We advise reading the full job specification before proceeding with the application to understand the salary package.

    What Are the Key Qualifications for Internship: Towards expressive and tractable surrogate models for large scale inverse problems?

    Key qualifications for Internship: Towards expressive and tractable surrogate models for large scale inverse problems typically include Mathematical Science Occupations and a list of qualifications and expertise as mentioned in the job specification. The generic skills are mostly outlined by the . Be sure to check the specific job listing for detailed requirements and qualifications.

    How Can I Improve My Chances of Getting Hired for Internship: Towards expressive and tractable surrogate models for large scale inverse problems?

    To improve your chances of getting hired for Internship: Towards expressive and tractable surrogate models for large scale inverse problems, consider enhancing your skills. Check your CV/Résumé Score with our free Tool. We have an in-built Resume Scoring tool that gives you the matching score for each job based on your CV/Résumé once it is uploaded. This can help you align your CV/Résumé according to the job requirements and enhance your skills if needed.

    Interview Tips for Internship: Towards expressive and tractable surrogate models for large scale inverse problems Job Success

    INRIA interview tips for Internship: Towards expressive and tractable surrogate models for large scale inverse problems

    Here are some tips to help you prepare for and ace your Internship: Towards expressive and tractable surrogate models for large scale inverse problems job interview:

    Before the Interview:

    Research: Learn about the INRIA's mission, values, products, and the specific job requirements and get further information about

    Other Openings

    Practice: Prepare answers to common interview questions and rehearse using the STAR method (Situation, Task, Action, Result) to showcase your skills and experiences.

    Dress Professionally: Choose attire appropriate for the company culture.

    Prepare Questions: Show your interest by having thoughtful questions for the interviewer.

    Plan Your Commute: Allow ample time to arrive on time and avoid feeling rushed.

    During the Interview:

    Be Punctual: Arrive on time to demonstrate professionalism and respect.

    Make a Great First Impression: Greet the interviewer with a handshake, smile, and eye contact.

    Confidence and Enthusiasm: Project a positive attitude and show your genuine interest in the opportunity.

    Answer Thoughtfully: Listen carefully, take a moment to formulate clear and concise responses. Highlight relevant skills and experiences using the STAR method.

    Ask Prepared Questions: Demonstrate curiosity and engagement with the role and company.

    Follow Up: Send a thank-you email to the interviewer within 24 hours.

    Additional Tips:

    Be Yourself: Let your personality shine through while maintaining professionalism.

    Be Honest: Don't exaggerate your skills or experience.

    Be Positive: Focus on your strengths and accomplishments.

    Body Language: Maintain good posture, avoid fidgeting, and make eye contact.

    Turn Off Phone: Avoid distractions during the interview.

    Final Thought:

    To prepare for your Internship: Towards expressive and tractable surrogate models for large scale inverse problems interview at INRIA, research the company, understand the job requirements, and practice common interview questions.

    Highlight your leadership skills, achievements, and strategic thinking abilities. Be prepared to discuss your experience with HR, including your approach to meeting targets as a team player. Additionally, review the INRIA's products or services and be prepared to discuss how you can contribute to their success.

    By following these tips, you can increase your chances of making a positive impression and landing the job!

    How to Set Up Job Alerts for Internship: Towards expressive and tractable surrogate models for large scale inverse problems Positions

    Setting up job alerts for Internship: Towards expressive and tractable surrogate models for large scale inverse problems is easy with France Jobs Expertini. Simply visit our job alerts page here, enter your preferred job title and location, and choose how often you want to receive notifications. You'll get the latest job openings sent directly to your email for FREE!