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Data Scientist Manager

About us

IDOVEN is a health tech startup seeking to prevent cardiac disease through AI. With our breakthrough AI-based electrocardiogram analysis platform, we work with physicians and healthcare leaders to enable early detection and diagnosis at scale.

This is a unique opportunity. With the backing of the best investors in the industry, the European Innovation Council (EIC) and Horizon 2020 European Commission, you'll have the responsibility and resources to shape the creation of a game-changing product that can save millions of lives.

Our technology is recognized with the European Seal of Excellence, supported by EIT Health (a network of best-in-class health innovators backed by the EU), and received the Healthy Longevity Catalyst Award from the U.S. National Academy of Medicine. In 2021, we were awarded at South Summit as Most Disruptive Startup and Best Health Startup. We are one of the most promising European technology companies to watch.

About the role

We are seeking a highly motivated and innovative Deep Learning Specialist to lead the development and optimization of our AI-powered ECG analysis platform. This role demands deep expertise in deep learning modeling, with a proven ability to design and implement custom models from scratch. You will play a crucial part in advancing the state-of-the-art in cardiac diagnostics by exploring and implementing cutting-edge Deep Learning techniques.


Responsibilities:

    • Lead and mentor a team of data scientists and engineers, providing technical guidance and fostering professional growth.
    • Continuously research and integrate emerging Deep Learning techniques, including representation learning, self-supervised learning, generative models, and novel neural network architectures, to drive innovation.
    • Analyze, enhance, and scale Deep Learning models for complex signal processing tasks, ensuring high accuracy, efficiency, and generalization.
    • Oversee the implementation of data balancing, augmentation, and synthetic data generation techniques to improve model robustness.
    • Drive model optimization efforts, leveraging techniques such as fine-tuning, distillation, quantization, and distributed training for improved performance.
    • Spearhead automation initiatives for data preprocessing, model training, and deployment pipelines to accelerate development cycles and ensure efficiency.
    • Collaborate closely with engineers, domain experts, and stakeholders to ensure technical solutions align with real-world applications and business goals.
    • Advocate for best practices in AI model development, validation, and deployment, ensuring high-quality and scalable solutions.
    • Stay abreast of the latest advancements in Deep Learning, signal processing, and AI to maintain a cutting-edge approach to research and development.

Desired Qualifications:

    • Master's or PhD in a quantitative field with a focus on Deep Learning.
    • 6+ years of experience in developing, optimizing, and deploying Deep Learning models in production.
    • Strong expertise in signal processing, data balancing, model debugging, and performance optimization.
    • Proficiency in TensorFlow or PyTorch, Python, and ML libraries (NumPy, Scikit-learn, Pandas).
    • Experience leading and mentoring teams, driving collaboration, and managing machine learning pipelines.
    • Strong project management and communication skills, with the ability to align technical goals with business objectives.

Preferred Qualifications:

    • Experience with large-scale distributed systems and cloud-based ML infrastructures (AWS, GCP, Azure).
    • Knowledge of MLOps, model interpretability, fairness, and bias mitigation techniques.
    • Experience in cross-functional collaboration with product managers and engineers.
    • Contributions to Deep Learning research (publications, open-source projects).

Additional Skills

    • Knowledge of cloud computing platforms and distributed training.
    • Contributions to research publications or open-source projects in relevant fields.
    • Experience with processing of ECG signals.

🚀 Be part of one of the most disruptive startups in HealthTech and AI and make a difference

🏆 Personal and professional growth as part of a fast-growing, international team

🎧No corners cut in having the best tech equipment to do your job

🙋 Unlimited remote working environment, where you can choose to work from home and attend our Madrid office whenever you want to

📚Learning and development opportunities and training budget

💸 Flexible Remuneration

👩🏻‍⚕️ Health Insurance

🏋 Access to Wellhub (Gympass), empowering your physical and mental wellness!

🖥️ Remote Work Allowance for your home office setup!

🌴 23 holidays, your birthday off, and December 24th and 31st half days to celebrate!

😎 Regular team events and Thursday happy hours

And much more!

At IDOVEN, we believe in hiring top talented people like you - ambitious, forward thinkers who want to make a difference in the world and have an impact.

What You Should Know About Data Scientist Manager, Idoven

At IDOVEN, we're not just another health tech startup; we're on a mission to revolutionize cardiac care through the power of AI. As a Data Scientist Manager, you'll lead a talented team in developing our groundbreaking AI-based electrocardiogram analysis platform. With groundbreaking technology and prestigious accolades, including the European Seal of Excellence and the Healthy Longevity Catalyst Award, we’re poised to make a substantial impact on global health. Your expertise in deep learning will be instrumental in enhancing our diagnostics capabilities, ensuring high accuracy and efficiency in our models. You will mentor and guide a diverse team of data scientists and engineers while continuously innovating with cutting-edge techniques in deep learning. Your responsibilities will include analyzing and optimizing complex signal processing tasks, implementing data generation techniques, and driving automation for streamlined processes. You'll collaborate with cross-functional teams to align technical goals with real-world applications. We're not just looking for a manager; we want someone who lives and breathes AI, encourages best practices, and is passionate about making a meaningful difference. This is your opportunity to be at the forefront of health technology, where you can shape a product that could save millions of lives while enjoying a flexible, supportive work environment. With perks like unlimited remote work, health insurance, and a generous training budget, we prioritize your professional growth, making sure you have the tools and resources to excel at IDOVEN. Join us in creating groundbreaking solutions for cardiac diagnostics and be part of a project that truly matters!

Frequently Asked Questions (FAQs) for Data Scientist Manager Role at Idoven
What responsibilities does a Data Scientist Manager at IDOVEN have?

As a Data Scientist Manager at IDOVEN, you will lead a talented team of data scientists and engineers. Your primary responsibilities will include the continuous research and integration of deep learning techniques, managing model optimization processes, and implementing effective data generation strategies. You will mentor your team while ensuring that the technical solutions align with the broader business objectives, thus playing a crucial role in advancing our AI-powered ECG analysis platform.

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What qualifications are needed for the Data Scientist Manager position at IDOVEN?

To qualify for the Data Scientist Manager position at IDOVEN, candidates typically need a Master's or PhD in a quantitative field with a focus on deep learning. A minimum of 6 years of experience in developing and deploying deep learning models, strong expertise in signal processing, and proficiency in frameworks such as TensorFlow or PyTorch are essential. Leadership experience and excellent project management skills are crucial for aligning technical goals with business objectives.

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What's the work environment like for a Data Scientist Manager at IDOVEN?

At IDOVEN, the work environment is both dynamic and flexible. As a Data Scientist Manager, you will enjoy unlimited remote working options, allowing you to balance your professional and personal life effectively. Additionally, we provide the latest tech equipment, access to learning opportunities, and a vibrant team culture with regular events and social gatherings. Our commitment to personal and professional growth ensures that you’ll find an ideal atmosphere to thrive.

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How does IDOVEN support the professional growth of its Data Scientist Managers?

IDOVEN places great emphasis on the professional growth of its employees, especially for roles like Data Scientist Manager. We provide a dedicated training budget for learning opportunities, mentoring programs, and regular feedback sessions. Our culture encourages collaborative learning and innovative problem-solving, so you’ll continually advance your skills in deep learning and AI technologies.

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What unique benefits does IDOVEN offer its Data Scientist Manager?

As a Data Scientist Manager at IDOVEN, you are not only joining a pioneer in health tech but also enjoying comprehensive benefits. This includes health insurance, a remote work allowance for your home office setup, flexible remuneration options, and a generous holiday policy that includes your birthday off. We also offer gym access through Wellhub, ensuring your physical and mental wellness while fostering a positive work-life balance.

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Common Interview Questions for Data Scientist Manager
Can you describe your experience with deep learning in production environments?

When answering this question, you should discuss specific projects where you've successfully developed and deployed deep learning models. Emphasize the techniques used, the challenges you faced, and how you measured the performance of the models. Be sure to connect your experience back to the requirements of the Data Scientist Manager role at IDOVEN.

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What strategies do you implement to optimize deep learning models?

You might want to elaborate on your approach to model optimization, including techniques like fine-tuning, distillation, quantization, and using distributed training. Sharing specific examples of how these strategies improved model performance will demonstrate your practical knowledge and alignment with IDOVEN’s objectives.

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How do you approach mentoring a team of data scientists?

Discuss your mentoring style and how you foster growth and collaboration. Provide examples of how you've supported team members in achieving their goals and ensuring alignment with project objectives. Highlight your experience in leading teams within the context of the Data Scientist Manager role at IDOVEN.

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Can you give an example of a challenging signal processing task you've encountered?

Prepare a specific example that demonstrates your problem-solving and analytical skills. Discuss the techniques you applied and the outcomes achieved. Relate this experience to the work you'll be doing at IDOVEN, particularly in enhancing the ECG analysis platform.

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What latest advancements in deep learning excite you the most?

Express your enthusiasm for recent developments in the field, such as self-supervised learning or generative models. Explain why these advancements matter in the context of the healthcare industry and how you see them benefiting the work at IDOVEN.

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How do you ensure alignment between technical solutions and business goals?

You may want to discuss your experience collaborating with cross-functional teams, focusing on effective communication techniques. Provide specific examples where your ability to relate technical details back to business objectives led to successful project outcomes.

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What tools and libraries do you prefer using in deep learning projects?

Mention your proficiency with tools like TensorFlow, PyTorch, and essential libraries such as NumPy and Pandas. Discuss how these tools have been instrumental in your previous projects and how they relate to the responsibilities of a Data Scientist Manager at IDOVEN.

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How do you stay updated on the latest trends and advancements in deep learning?

Discuss various strategies you use to keep abreast of industry advancements, such as reading research publications, attending conferences, or engaging with professional networks. Relate this back to your potential role at IDOVEN, emphasizing your commitment to continuous learning.

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What do you believe are the most critical factors for successful AI model deployment?

Elaborate on crucial factors such as model interpretability, monitoring performance, and ensuring scalability. Providing relevant examples from your past experience where you successfully implemented these practices can strengthen your response.

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How do you address bias and fairness in AI models?

Show your understanding of the importance of ethics in AI. Discuss techniques you've used to assess bias within models, such as fairness metrics and strategies for mitigating bias, relating your experience to IDOVEN's commitment to responsible AI development.

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DATE POSTED
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