The Role

The Researcher in Quantum Machine Learning or Quantum Information will be a member of Terra Quantum's AI Applied Research team. This team is at the forefront of conducting both fundamental and applied research in the field of quantum machine learning. Although the Researcher will focus on innovating in quantum machine learning, the role involves translating research findings into practical algorithmic software solutions. The Researcher is expected to closely monitor and analyse scientific and industrial trends and needs across short‑term, mid‑term, and long‑term horizons, specifically within the quantum technology and machine learning sectors, to guide the development and implementation of hybrid quantum‑classical algorithms.

The Researcher in Quantum Machine Learning plays a role in driving excellence within their team. They are not only detail‑oriented but also possess a remarkable capacity for enthusiasm. By demonstrating commitment and passion for the mission, they inspire their team members to contribute to making quantum technologies widely accessible and to effect positive change globally.

The Responsibilities

The Applied Researcher should expect to work in one and supporting in the other areas of the following Quantum Machine Learning Team activities.

Developing quantum machine learning algorithms for different data processing tasks, e.g. time series, routing and planning, image, graph data, or natural language processing
Exploring state‑of‑the‑art approaches in quantum machine learning
Analysing parametrised quantum circuits in their capacity to learn via a hybrid quantum‑classical optimisation loop
Utilising metrics of, e.g., the Fisher information matrix, the effective dimension, and Fourier terms accessibility for parametrised quantum circuit ansatz analysis
Improving the trainability of parametrised quantum circuits through layerwise batch‑entropy regularisation and similar techniques
Interpreting and explaining quantum machine learning models. Analysing the flow of information through different architectures of quantum neural networks
Researching and understanding where the quantum brings the benefit to machine learning
Developing data encoding and data processing techniques for different types of quantum computers
Writing research papers for scientific journals
Efficient implementation of quantum machine learning algorithms
- Executing quantum machine learning algorithms on QPUs, e.g. of QuEra, IonQ, Rigetti, and IBM Q
- Adjusting and improving implementation of hybrid quantum neural networks for different QPUs
- Exploring and testing the best ways to hybridise classical machine learning solutions with quantum machine learning
- Understanding the way to implement an efficient interaction of hardware (CPU, GPU) and software (PyTorch, Pennylane)
- Assisting in the development of our quantum machine learning SDK
- Optimising, at least theoretically, the code of hybrid quantum‑classical machine learning solutions for faster execution
Supporting industry projects implementation
- Bringing in novel ideas based on industry needs in time‑series, routing and planning, GenAI, and natural language processing tasks
- Brainstorming on possibilities of quantum machine learning algorithms applications to our client’s industry problems
- Working on finding a theoretical or empirical advantage of using hybrid quantum‑classical machine learning in industrial problems
- Assisting in writing applied industry research papers for scientific journals

The Requirements

Currently pursuing or recently completed a degree in computer science, physics, mathematics, or equivalent subject
Experience in one or more quantum programming languages (Qiskit, Pennylane, Cirq, etc.)
Experience working with variational quantum algorithms for machine learning
Experience working with classical machine learning algorithms
Basic knowledge in Python, Pytorch and TensorFlow
Experience in working with QPUs is optional
Familiarity with quantum information theory is optional
Familiarity with Tensor‑Network techniques is optional
Goal‑oriented, analytical and the ability to work independently
Flexible, proactive, and creative with the ability to work in the team
Highly motivated and resilient with the ability to work interdisciplinary
Proficiency in written and spoken English

The Rewards

We are an international team of quantum technology experts and dedicated business creatives that are working to bring quantum‑enabled solutions to the global market. Our brilliant team members enjoy a high degree of freedom working remotely or joining one of our office spaces. We have a vibrant, enthusiastic, passionate and creative culture driven by trust, excellence and continuous improvement. If you join the Terra Quantum team, you can expect:

An opportunity to work with some of the brightest minds in the pioneering field of Quantum Technologies as well as an experienced and progressive Leadership team
Gain knowledge of some of the most cutting‑edge technology developments in science & engineering
A chance to be part of one of Europe’s leading technology firms of the upcoming decades
Welcoming, friendly, and professional colleagues
A personal development plan with clear goals for advancement
Flexible working arrangements
A diverse and supportive atmosphere, where innovation and initiative are encouraged

If you are enthusiastic about positively impacting the world and helping to drive the second quantum revolution, let’s talk!

Company Description

Quantum technologies have the potential to solve some of the world’s biggest challenges. There have been great advances in all areas of quantum technologies, and new fields of application are opened up every day. Hybrid computer systems that combine classic high‑performance computing with quantum computers are already being used to develop solutions in sectors such as logistics, healthcare, finance, energy, automotive and aerospace. Quantum mechanical predictions are also used to obtain unprecedented precision in measurements, generate unbreakable codes, and form the basis of impenetrable communication networks. All these developments are happening right now, and they are happening at Terra Quantum.

At Terra Quantum we are building the world’s leading Quantum Technology company. We offer customers world‑class quantum technology expertise organised as “quantum‑as‑a‑service”: hybrid quantum algorithms, quantum compute and quantum‑enabled security solutions. Through the proprietary quantum cloud, customers have access to a unique technology platform which provides a toolset to solve real‑world challenges in the realms of machine learning, optimisation and simulation, today. In 2022, the company closed its Series A financing round with a $75m fundraise.

Quantum physics has, in some respects, parallels to the machine language of our computers‑the zeros and ones into which our keyboard or touchscreen instructions are translated for execution in the computer‑only on a larger scale: it is the machine language of the universe. The second quantum revolution is based on the control of individual quantum systems, such as individual atoms. We use quantum computers to solve currently unsolvable problems, simulate molecules and their interactions, find drugs for diseases that are not yet curable, find new materials, or make artificial intelligence stronger. Quantum is now.

Terra Quantum is a future‑focused quantum services and technology company working on making the second quantum revolution a reality. Terra Quantum’s activities span all areas, markets, and industries globally.

Our purpose is to pioneer quantum technologies to change the world for good,
Our vision is to lead the quantum revolution and be the trailblazer in technology solutions, shaping a better future for humankind to thrive in, and
Our mission is to unleash the power of quantum tech to deliver meaningful solutions today

Terra Quantum is an equal opportunities employer, committed to diversity, inclusion and employee well‑being.

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Terra Quantum AG