Актуальные заказы по Machine Learning

ML Engineer (Researcher)

Full-time
Удаленно

В компанию по разработке решений для построения систем безопасности требуется ML Engineer (Researcher).


Проекты:

  • Разработка веб-сервиса призванного помочь менеджерам по продажам увеличивать продажи, предоставляя подсказки (менеджеру) или непосредственно отвечая клиенту через бота в мессенджере по запрашиваемым продуктам. Работа с LMM, предстоит произвести исследование и выбрать модель и построить pipeline взаимодействия с веб-сервисом.
  • Проект направленный на унификацию расследования различных инцидентов (например кражи в магазине, бой товаров и прочие). В проект входит фиксация инцидента, его описание, подготовка статистики и рекомендаций по устранению возможных инцидентов в будущем по стандартному шаблону. Проект на границе CV и LMM, предстоит произвести серию исследований для определения оптимального решения задачи, разработать pipeline работы с моделью.
  • Детектор оставленных предметов. Поиск оставленных/подозрительных предметов и уведомление СБ о событии. Проект на границе CV и LMM, предстоит провести исследования для определения оптимального решения задачи, разработать pipeline работы с моделью.
  • Свободный поиск в архивах видеозаписей с камер наблюдения. Например "найди видео с дракой двух человек". Предстоит произвести серию исследований для определения оптимального решения задачи, разработать pipeline работы с моделью.


Требования:

  • Глубокое знание матиматики;
  • Опыт разработки CV;
  • Опыт разработки NLP систем;
  • Опыт внедрения кейсов использования LLM;
  • Есть опыт реализации подходов из научных публикаций;
  • Python;
  • Linux, git flow;
  • Опыт постановки задач по сбору и разметке данных;
  • Опыт разработи и поддержки прототипов бизнес решений;
  • Опыт реализации различных решений в CV и NLP (детекция / распознавание объектов, трекинг, LLM, оптимизация моделей);
  • Понимание как оптимизировать скорость работы прототипов и inference моделей.
  • Есть знание английского языка на уровне чтения статей;


Будет плюсом:

  • Знание Machine Learning/Deep Learning;
  • Опыт с opensource LLM моделями;
  • Опыт публикации статей в университете.


Формат: удаленная работа, гибкий график.

Часовой пояс: GMT+3.


Data Scientist/Analyst

Удаленно
Full-time

В поиске сильного специалиста на позицию Data Scientist на долгосрочный проект крупной международной компании в сфере коммерческой и элитной жилой недвижимости. 


Задачи:

  • Анализировать и обрабатывать данные. Выявлять аномалии, зависимости, тренды и т.д.;
  • Собирать и актуализировать аналитические дашборды (Power BI, DataLens), визуализировать данные и метрики;
  • Формализовать бизнес-задачи и формировать гипотезы для проведения исследований;
  • Описывать требования по изменению и оптимизации хранения данных;
  • Подбирать и оптимизировать модели машинного обучения для решения бизнес-задач;
  • Презентовать результаты своей работы и исследований.


Мы ожидаем от тебя:

  • занимался аналитикой и Data Science более 3-х лет;
  • работал в команде, коммуникабелный и стрессоустойчивый;
  • хочешь глубоко разбираться в данных и учиться новому;
  • работал с задачами от бизнес-заказчика.


Умения и навыки:

  • уверенно пишешь на Python и SQL;
  • имеешь хорошие навыки работы с таблицами (excel, google);
  • умеешь применять ML в прикладных бизнес-задачах;
  • умеешь выдвигать аналитические и продуктовые гипотезы, знаешь как правильно организовать и провести эксперимент, и интерпретировать результаты;
  • знаешь статистику;
  • есть опыт работы с нейросетью, генеративными моделями машинного обучения.


Robotics Perception Engineer

Офис
Full-time

Company and project

The company operates with the vision to be the leader in making robots more accessible to anyone, wilt the leading role of the pick-assist market in Japan.

With the recent launch of the company, a product the specialist will be closely working on, is redefined Autonomous Storage and Retrieval Systems, blending top-tier performance with unmatched adaptability. With state-of-the-art technology on multi-robot systems, a strong customer base and the financial backing from industry titans like Goldman Sachs, Sony, they invite a strong specialist to join the team in sculpting the future of robotics.


Responsibilities

  • Design and implement perception features for warehouse robots
  • Work closely with the hardware team to choose the best sensors and compute for our robots
  • Develop proof of concepts to demonstrate the value added by robotic perception to customers
  • Work with the team to integrate perception features with the rest of the robotics software stack


Requirements

  • Strong background in classical computer vision
  • Strong background in robotics software engineering, specifically ROS
  • Python and C++ programming skills
  • Background in Machine Learning for computer vision
  • Demonstrable experience in developing real world computer vision applications
  • Solid understanding of algorithms and data structures
  • Strong analytical and debugging skills
  • Ability to build and deliver hands-on technology, proof of concepts, and demonstrations
  • At least 2 years of relevant work experience
  • Experience developing in a Linux/Unix environment


Preferred skills

  • Able to pick up new technologies on the fly
  • Basic familiarity with game engines is a plus
  • Willingness to look beyond just perception components and analyse the entire system and suggest improvements
  • Good communication skills, able to present their work to non-technical audiences


Bioinformatics Analyst

Удаленно
Full-time

We are looking for a skilled and motivated Bioinformatician / Data Scientist to join a dynamic team. In this role, you will have the opportunity to work on a diverse range of projects, utilizing your expertise in bioinformatics and data science to tackle complex scientific challenges. As a key member of our team, you will contribute to the development and application of cutting-edge computational methods and algorithms, enabling our clients to gain valuable insights from their data.

Should be able to be present in person at Cambridge, USA office at least once week.


Responsibilities:

  • Collaborate closely with clients to understand their specific research goals and design tailored bioinformatics and data analysis solutions.
  • Collaborate with interdisciplinary teams of biologists, geneticists, and data scientists to develop and implement computational strategies for analyzing large-scale biological datasets.
  • Develop and implement computational pipelines and workflows for processing and analyzing diverse biological data types, including genomics, transcriptomics, proteomics, and metabolomics.
  • Participation in development, deployment and optimization of bioinformatic workflows pipelines for processing NGS data (single-cell and bulk RNA-seq). Interpret results from these workflows to generate insights.
  • Perform statistical analysis and data mining to identify patterns, correlations, and biomarkers.
  • Apply statistical modeling and machine learning techniques to identify patterns, correlations, and predictive models from large-scale datasets.
  • Stay up-to-date with the latest advancements in bioinformatics and contribute to the continuous improvement of existing methodologies and algorithms.
  • Present findings and results to internal teams and external stakeholders in a clear and concise manner.
  • Deploy and optimize bioinformatic workflows for the integration and analysis of NGS data, including short and long read sequencing data. Interpret results from these workflows to generate insights.
  • Perform quality control checks, align sample data to the reference genome, and produce variants called files (VCFs), and joint-genotyped VCF files.
  • Conduct statistical and genomic analysis, develop custom algorithms.


What we expect:

  • B.S. or M.S. level of relevant education with hands on experience (Computer Science, Bioinformatics etc) in NGS workflow development and analysis.
  • Experience with GxP, Genedata Selector and NGS for Cell Therapy domains is a must.
  • Solid understanding of bioinformatics concepts, algorithms, and tools.
  • Proven experience in analyzing high-throughput genomic, transcriptomic, or proteomic data.
  • Hands-on experience with creating single-cell and bulk RNA-seq data processing pipelines.
  • Proficiency in pipeline development using Nextflow, Cromwell, or other popular framework.
  • Experience with Python programming language. Proficiency in programming languages such as Python or R and experience with relevant bioinformatics software and tools.
  • Solid knowledge of statistical analysis, machine learning, and data mining techniques.
  • English level C1 or higher.


Nice to have:

  • Experience in next-generation sequencing (NGS) data analysis and variant calling.
  • Knowledge of structural bioinformatics and molecular modeling.
  • Familiarity with cloud computing platforms and big data analysis frameworks.
  • Experience with deploying pipelines to AWS.
  • Familiarity with cloud computing platforms and big data analysis frameworks.
  • Strong communication and interpersonal skills with the ability to effectively collaborate with cross-functional teams and communicate complex concepts to non-technical stakeholders.


Data Science Team Leader

Удаленно
Full-time

The project - a platform for creating and publishing content on social media using artificial intelligence tools is looking for a  Data Science Team Leader with a focus on generative models (m/f).


Responsibilities:

— Study and transform data science prototypes.

— Research and implement appropriate ML algorithms and tools.

— Design machine learning systems.

— Develop machine learning applications according to requirements.

— Know the SOTA in the field of generative technologies and be able to reproduce key experiments.

— Develop prototypes based on generative models for multimodal content (text, images, video).

— Develop and implement a pipeline of product integration for successful prototypes.

— Manage a team of machine learners to plan, implement and support new technologic solutions.

— Understand how certain product features impact business results.


Requirements

— Previous experience efficiently conducting research and creating ad hoc generative prototypes.

— Previous experience in the management of RnD teams.

— A strong background in probability theory and statistics, data mining, and machine learning.

— Proficiency in Python and proven experience using popular ML packages (PyTorch, TensorFlow, huggingface,etc).

— Deliver your work to production as a stand-alone microservice.

— Be enthusiastic about DS and stay up to date with SotA Machine Learning algorithms and developments.

— Be eager to help your teammates, share your knowledge with them, and learn from them.

— Be able to write production code.

— Be open to receiving constructive feedback.

— Academic papers at major ML conferences is a plus.

— Experience as a CTO in a start-up is a plus.

Field Service Engineer

Постоянная работа

A company that provides high quality software solutions and services that drive business efficiency and effectiveness is looking for a Field Service Engineer.


Responsibilities:


• Comprehend customer requirements and make appropriate recommendations. 

• Respond to customer inquiries and assist in troubleshooting and resolving challenges.

• Manage all onsite installation, repair, maintenance and test tasks.

• Document the functional and, sometimes, technical design of the system.

• Maintain a working log detailed all required system updates, as well as the date of completion. 

• Coordinate and setup training classes and train end users on best practices, maintaining consistency across users. 

• Improve existing programs by evaluating objectives and specifications, reviewing proposed changes and making recommendations.

• Manage all assigned projects to completion ensuring on-time delivery and meeting of budgetary demands.


Requirements:

• 6 months to 1 year of experience in electrical installations (Residential or Industrial) or Electrical Controls or Automation Systems for batching.

• 6 months to 1 year of experience in industrial automation system implementation for software.

• Curious mindset translating to key discovery skills (questioning & listening to understand) with the ability to identify problem areas (pain points). 

• Proficiency in machine automation, mechanics and electronics.

• Provide technical hardware instruction and assistance to customer representatives regarding installation, operation, and maintenance. 

• Strong verbal/written communication and documentation skills.

• Interpersonal skills.


Languages: Dutch / English (C1)

Senior Azure DevOps Engineer

Удаленно
Full-time
Проектная занятость

Project: IT service provider for the life science and healthcare industry.


Responsibilities:

  • Provision of new Azure Cloud resources and services via ARM templates (including Azure Policies and Azure Blueprints)
  • Managing and supporting various environments in Microsoft Azure Cloud
  • Configuring and managing the infrastructure deployed in Azure Cloud
  • Developing and managing the CI/CD process in Azure DevOps for different types of applications and environments and automation of as many processes as possible
  • Deploying and configuring Data Factory, Batch, Databricks, Data Lake, Azure Machine Learning
  • Automating deployment of application code to different environments
  • Designing and implementing build, deployment, and configuration management, testing implemented designs
  • Managing and deploying custom scripts
  • Providing advisory on technical aspects of installation, configuration, sizing, and scaling in Azure Cloud.


What we expect:

  • Deep understanding of Azure Cloud, Azure DevOps/Pipelines
  • Knowledge of ARM templates/Blueprints
  • Experience with Kubernetes/Docker
  • Knowledge of Azure Virtual Networks, App Services, PostgreSQL, Virtual machines, Data Factory, Batch, Functions (Serverless), Logic Apps
  • Knowledge of Azure Monitor, Log Analytics, App Insights and ability to use them for monitoring and developer support (logs, traces, RCAs)
  • Experience in creating infrastructure
  • Upper-Intermediate English or higher.


Terms: we need specialists for 3-4 months with possible prolongation.