J

Jayneel Parekh

AI Researcher

France7 yrs 3 mos experience
Highly Stable

Key Highlights

  • Expert in multimodal machine learning research.
  • PhD focused on neural network interpretability.
  • Experience in audio style transfer projects.
Stackforce AI infers this person is a Machine Learning Researcher specializing in AI and audio processing technologies.

Contact

Skills

Core Skills

Machine LearningDeep Learning

Other Skills

PythonComputer ScienceComputer VisionAudio ProcessingResearchSquashC++OptimizationMATLAB

About

I am a Machine Learning/Deep Learning/AI Researcher at ISIR, Sorbonne University (2023-Current) with Prof. Matthieu Cord, working on understanding and controlling Multimodal LLMs (vision/text) through their internal representations. Before that, I was a PhD student at LTCI, Télécom Paris, Institut Polytechnique de Paris (2019-2023) under the supervision of Prof. Florence d'Alché and Prof. Pavlo Mozharovskyi, on the topic of interpretability of neural networks, applied on image or audio data. I completed my undergrad studies (B.Tech + M.Tech) in Electrical Engineering at IIT Bombay (2014-2019) with focus on Signal Processing, where I worked with Prof. Preeti Rao and Prof. Yi-Hsuan Yang on converting an input speech to singing output following a given melody. I am interested by a wide variety of representation learning tasks applied to audio/visual/multimodal domains or current generative models, including understanding their internals or controlling their outputs.

Experience

7 yrs 3 mos
Total Experience
4 yrs 11 mos
Average Tenure
2 yrs 4 mos
Current Experience

Isir - institut des systèmes intelligents et de robotique

Postdoctoral Researcher

Dec 2023Present · 2 yrs 4 mos · Paris, Île-de-France, France

  • Working with Prof. Matthieu Cord on developing methods to understand large multimodal models
PythonDeep LearningMachine Learning

Indian institute of technology, bombay

3 roles

Dual degree project

Promoted

Jun 2018Jun 2019 · 1 yr

  • Thesis title: Audio Style Transfer: Transforming between speech and singing
  • Advisors: Prof. Preeti Rao, Prof. Yi-Hsuan Yang

Teaching Assistant

Jan 2017Nov 2018 · 1 yr 10 mos

  • Weekly tutorials or assistance in course + examination activities for following courses:
  • (1) MA106 - Linear Algebra
  • (2) EE325 - Probability & Random Processes
  • (3) EE771 - Analytical Signal Processing

Student

Jul 2014Jun 2019 · 4 yrs 11 mos

  • Dual degree (B.Tech + M.Tech) student in the Electrical Engineering department (Specialization: Communication & Signal Processing)

Technicolor

Summer Intern

May 2017Jun 2017 · 1 mo · France

  • A summer internship at Technicolor R&D France as part of an industrial project. My work mostly consisted of implementing deep learning models for 2D/3D Human Pose Prediction from Images. I was supervised by Pierre Hellier and Louis Chevallier

Education

Institut Polytechnique de Paris

Doctor of Philosophy - PhD

Sep 2019Jul 2023

Indian Institute of Technology, Bombay

B.Tech+M.Tech (Dual Degree) — Electrical and Electronics Engineering

Jan 2014Jan 2019

Delhi Public School Jodhpur

Jan 2008Jan 2014

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