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Senior Data Scientist
Высокий балл за социальную значимость продукта, работу с передовыми технологиями (LLM, Generative AI) и наличие опционов. Гибридный график и фокус на ментальном здоровье сотрудников делают вакансию очень привлекательной.
Сложность вакансии
Роль требует высокого уровня экспертизы (Senior) и специфического опыта в NLP и работе с аудио-данными. Необходимость перевода моделей в продакшн и работа в динамичном стартапе повышают планку ответственности.
Анализ зарплаты
Зарплата для Senior Data Scientist в Тель-Авиве является одной из самых высоких в мире. Предлагаемый диапазон соответствует рыночным ожиданиям для опытных специалистов в израильском хайтек-секторе.
Сопроводительное письмо
I am writing to express my strong interest in the Senior Data Scientist position at Eleos Health. With over five years of experience in data science and a deep background in Python and end-to-end AI model development, I am excited by the prospect of applying my skills to improve behavioral health care. Your mission to turn therapy conversations into actionable intelligence resonates with my professional goal of building technology that solves meaningful human problems.
In my previous roles, I have successfully delivered production-grade AI solutions and have extensive experience with NLP and Generative AI. I am particularly interested in your work with speech and audio domain data, as I have a keen interest in speech-to-text and diarization technologies. My ability to take ownership of projects from research to production, combined with my experience in dynamic startup environments, makes me a strong fit for your team.
I am eager to bring my analytical thinking and collaborative spirit to Eleos Health to help clinicians provide better care. Thank you for considering my application. I look forward to the possibility of discussing how my background in machine learning and passion for mental health innovation can contribute to your team's success.
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Описание вакансии
Who is Eleos Health?
Today, more people than ever are speaking publicly about their mental health. Whether it's ourselves, our friends and family or even public figures, taking care of your behavioral health is no longer a taboo, it's vital, and it's only human.
Eleos is on a mission to help deliver the world's most effective behavioral care through data, measurement, and personalization. Or simply put, we want to give clinicians the support they need to do the important work only they can do.
Who is Eleos Health?
Today, more people than ever are speaking publicly about their mental health. Whether it's ourselves, our friends and family or even public figures, taking care of your behavioral health is no longer a taboo, it's vital, and it's only human. Eleos is on a mission to help deliver the world's most effective behavioral care through data, measurement, and personalization. Or simply put,
We want to give clinicians the support they need to do the important work only they can do.
What is this opportunity?
We at Eleos are building a state-of-the-art behavioral health CareOps automation solution, our platform is a cutting-edge solution that turns behavioral health conversations into documentation and intelligence that drives better care, enhances therapists day to day, and increases their effectiveness and success.
Our solution uses cutting edge technology to digitize behavioral health conversations, track evidence-based care, and significantly reduce documentation work.
As a Sr. Data Scientist, you will be spearheading the analysis of tens of thousands of patient-therapist conversations, working closely with our leadership, product, and clinical experts team, to derive insights that directly improve therapy sessions for thousands of people. This is a unique opportunity to join a startup with real impact on the wellbeing and mental health of thousands, applying cutting edge technology for solving a meaningful human problem with huge financial and psychological implications.
Who are you?
- +5 years of proven industry experience as a data scientist
- +3 years of experience in Python (production grade coding)
- Proven experience in developing and delivering end-to-end AI models, from data cleaning, feature engineering, algorithm development, and implementation in production
- Experience with NLP, LLM applications and Generative AI
- Experience in Speech & Audio domain (e.g., Speech-to-text, Speakers Separation, Diarization, Speaker identification) – advantage
Experience with cloud platforms (e.g., AWS, GCP, Azure) – advantage
- Start-ups experience - advantage
- Master's or Ph.D. in Computer Science, Statistics, Machine Learning, or a related field - advantage
How will you contribute?
- Lead data science projects that directly influence the work of thousands of psychologists, psychiatrists, and other caregivers.
- Develop end-to-end AI solutions from the research phase through to production.
- Identify and leverage cutting-edge technologies to facilitate their integration into our products.
- Mentor and provide technical guidance to other team members.
- Play a critical role in designing the company’s products.
What qualifications and skills will help you to be successful?
Some nice to haves are
- Accountability - we can trust you to take ownership of your tasks from A-Z and understand the gravity of the data you are working with.
- Agility and adaptability - we can trust you to get things done, learn what it takes on your own and adapt to a very dynamic environment.
- Communication - you are able to successfully communicate complex issues and problems.
- Analytical thinking and problem-solving - strong analytical mind with creative problem-solving capabilities.
- Great interpersonal skills.
- Team collaboration - a collaborative team player who excels in working with cross-functional teams, including product, clinical experts, and engineering.
This is a unique opportunity to join a startup that is having a meaningful impact on the well-being and mental health of thousands. We have
- A product that positively impacts peoples' lives every single day.
- A team of amazing people with a shared vision and the infinite drive to make it happen
- We offer significant equity.
- Opportunity to build, grow and become highly instrumental in shaping how technology can increase the effectiveness of therapy.
- Hybrid work opportunities.
- Mental health days off you can take any given moment simply because you need them.
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Навыки
- Python
- NLP
- LLM
- Generative AI
- Speech-to-text
- Diarization
- Machine Learning
- AWS
- GCP
- Azure
- Statistics
Возможные вопросы на собеседовании
Вакансия предполагает работу с аудиозаписями сессий. Важно понимать опыт кандидата в обработке специфических шумов и наложений голосов.
Расскажите о вашем опыте работы с задачами диаризации и разделения спикеров в зашумленных аудиозаписях.
Компания использует LLM для анализа документации. Вопрос проверит знание современных подходов к генеративному ИИ.
Какие методы оптимизации LLM (например, RAG или fine-tuning) вы бы применили для извлечения клинических инсайтов из терапевтических бесед?
Требуется опыт доставки моделей в продакшн.
Опишите ваш типичный пайплайн вывода ML-модели в продакшн: от очистки данных до мониторинга производительности.
Работа с ментальным здоровьем требует особой осторожности с данными.
Как вы подходите к вопросам этики и конфиденциальности при работе с чувствительными данными пациентов в моделях машинного обучения?
Позиция Senior подразумевает наставничество.
Был ли у вас опыт менторства младших специалистов и как вы выстраиваете процесс код-ревью в DS-команде?
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