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BioAI Machine Learning Intern (Optimisation)

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InstaDeep

2mo ago

  • Internship
    Full-time
    Off-cycle Internship
  • Data
    Research & Development
  • Paris
  • Quick Apply

AI generated summary

  • You should have knowledge of deep learning, machine learning, and optimization methods, experience with a deep learning framework, Python software skills, and good communication abilities.
  • You will implement optimisation algorithms for biology problems, evaluate ML and stochastic methods, build evaluation strategies, and report findings, all while coding in Python.

Requirements

  • Theoretical and practical knowledge of deep learning and machine learning algorithms, as well as numerical optimisation methods.
  • Experience of at least one deep learning framework such as JAX, PyTorch and/or Tensorflow.
  • Software development skills in Python.
  • Previous exposure to research through internships or study projects.
  • Excellent communication skills and collaborative spirit.

Responsibilities

  • Identify and implement algorithms for constrained optimisation in discrete spaces to solve practical problems in biology and pharmacology.
  • Build evaluation strategies for different regimes and use-cases.
  • Evaluate ML-based approaches (Reinforcement learning, Bayesian optimisation, diffusion algorithms), classical stochastic algorithms (Markov chain Monte Carlo, genetic algorithms), as well as convex optimisation under design constraints.
  • Report and present experimental results and research findings, both internally and externally, verbally and in writing.
  • Implement successful algorithms in Python production code, following software engineering best practices.

FAQs

What is the main focus of the BioAI department at InstaDeep?

The main focus of the BioAI department at InstaDeep is to advance healthcare and medical science through the combination of biology and artificial intelligence expertise, specifically in the development of next-generation vaccines and biopharmaceuticals.

What qualifications are required for the BioAI Machine Learning Intern position?

Candidates should have theoretical and practical knowledge of deep learning and machine learning algorithms, experience with at least one deep learning framework, software development skills in Python, and previous exposure to research through internships or study projects.

Is there a specific educational background desired for this internship?

Yes, candidates are preferably in the process of completing an MSc or PhD in computer science, computational biology, applied mathematics, or a related field.

What kind of projects will interns work on?

Interns will work closely with machine learning and biology experts to build AI-first drug design pipelines and improve understanding of personalized treatments through state-of-the-art discrete optimization techniques.

What skills will be beneficial for applicants to have?

Beneficial skills include familiarity with ML approaches applied to molecular or structural biology, experience with model evaluation strategies, and a demonstrated ability to deliver high-quality research through publications or presentations.

What is the company's stance on diversity and inclusion?

InstaDeep is committed to empowering individuals to celebrate their uniqueness and supports applicants from underrepresented groups across the globe, fostering an authentic environment from diverse backgrounds.

Will interns have the opportunity to contribute to scientific papers?

Yes, interns will have the opportunity to collaborate with scientists, engineers, and biologists and contribute to scientific papers submitted to leading conferences and journals.

Are there any specific programming languages or tools required for this position?

Yes, strong software development skills in Python are required, and experience with deep learning frameworks such as JAX, PyTorch, or TensorFlow is essential.

What is the work model at InstaDeep for this internship?

The work model operates on a hybrid format, with guidance for employees to work in the office at least 2 to 3 days per week to encourage close collaboration and innovation.

What is required for applicants to submit with their application?

All applicants must submit their CV/Resume and Cover letter in English.

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InstaDeep

Accelerate the transition to an AI-first world that benefits everyone

Technology
Industry
51-200
Employees
2014
Founded Year

Mission & Purpose

InstaDeep is a leading global technology company offering a range of AI solutions, ranging from optimized pattern-recognition, GPU-accelerated insights, to self-learning decision making systems. - Decision-making systems: Life and business are all about decisions. InstaDeep harnesses the power of reinforcement learning to create systems that can make decisions on their own, based on their own autonomous training. Many fields can benefit greatly from this technology, be it robotics, mobility, logistics, finance or healthcare. - GPU-accelerated insights: When you try to deploy AI in your business, compute power is key. A Multi-GPU setup can be messy and complicated. With Nvidia’s DGX-1 (one of the most powerful AI machines on the market), InstaDeep can help you achieve insane computing power to solve even the most intensive AI problems. - Optimized Deep Learning: Deep Learning delivers high-performance AI for pattern recognition yet is notoriously time-consuming to fine-tune. InstaDeep boosts this process to save you time and money on your computer vision, natural language processing or predictive analytics project.