机器学习工程师
Machine Learning Engineer
🚀 加入我们的数据产品和机器学习开发远程初创公司! 🚀
Mutt Data 是一家致力于使用前沿大数据和机器学习技术打造创新系统的动态初创公司。
我们正在寻找一名机器学习工程师,帮助我们将专业知识提升到新的高度。如果你也像我们一样是个数据狂热者,我们很期待与你联系! 🐶🚀
🚀 我们所做的
- 利用我们的专长,为需求规划和预算预测构建现代机器学习系统。
- 开发可扩展的数据基础设施,为每位客户提供定制的高级决策支持。
- 提供全面的数据工程和定制AI解决方案,优化基于云的系统。
- 使用生成式AI,帮助电商和零售平台更快地创建高质量广告。
- 构建深度学习模型,增强各行业的视觉识别和自动化能力,提高产品分类、质量控制和信息检索效果。
- 开发推荐模型,为电商、流媒体和数字平台提供个性化用户体验,提升用户参与度和转化率。
🌟 我们的合作伙伴
- 亚马逊网络服务
- Astronomer
- Databricks
🌟 我们的价值观
- 📊 我们是数据狂热者
- 🤗 我们是开放协作的团队成员
- 🚀 我们有主人翁精神
- 🌟 我们保持积极心态
🔍 想了解我们在做什么吗?查看我们的案例研究,并阅读我们的博客文章,了解更多关于我们的文化以及我们正在开展的令人兴奋的项目! 🚀
职责 🤓
- 开发和优化机器学习模型,确保可扩展性、监控和符合MLOps最佳实践。
- 实现客户需求,从探索性数据分析(EDA)到特征工程和模型生命周期管理。
- 构建机器学习概念验证(POC),以验证和优化解决方案。
- 优化模型的性能、延迟、内存和吞吐量。
- 应用统计分析技术并开发回归模型。
- 设计和维护用于机器学习工作流的特征存储和数据管道。
- 研究并实现新兴的机器学习/AI技术,以提升解决方案。
- 与利益相关者合作,确保技术方案与业务需求一致。
所需技能
- 具备实现基于机器学习系统的经验,包括模型生命周期管理、监控和MLOps流水线搭建。
- 精通Python(Pandas、Numpy、Jupyter、Scikit-Learn、XGBoost、Plotly)。熟悉SQL
- 具有云平台经验
查看英文原文
🚀 Join Our Data Products and Machine Learning Development Remote Startup! 🚀
Mutt Data is a dynamic startup committed to crafting innovative systems using cutting-edge Big Data and Machine Learning technologies.
We’re looking for a Machine Learning Engineer to help take our expertise to the next level. If you consider yourself a data nerd like us, we’d love to connect! 🐶🚀
🚀 What We Do
- Leveraging our expertise, we build modern Machine Learning systems for demand planning and budget forecasting.
- Developing scalable data infrastructures, we enhance high-level decision-making, tailored to each client.
- Offering comprehensive Data Engineering and custom AI solutions, we optimize cloud-based systems.
- Using Generative AI, we help e-commerce platforms and retailers create higher-quality ads, faster.
- Building deep learning models, we enhance visual recognition and automation for various industries, improving product categorization, quality control, and information retrieval.
- Developing recommendation models, we personalize user experiences in e-commerce, streaming, and digital platforms, driving engagement and conversions.
🌟 Our Partnerships
- Amazon Web Services
- Astronomer
- Databricks
🌟 Our Values
- 📊 We are Data Nerds
- 🤗 We are Open Team Players
- 🚀 We Take Ownership
- 🌟 We Have a Positive Mindset
🔍 Curious about what we’re up to? Check out our case studies and dive into our blog post to learn more about our culture and the exciting projects we’re working on! 🚀
Responsibilities 🤓
- Develop and optimize ML models, ensuring scalability, monitoring, and integration with MLOps best practices.
- Implement client requirements, from exploratory data analysis (EDA) to feature engineering and model lifecycle management.
- Build ML Proof of Concepts (POCs) to validate and refine solutions.
- Optimize models for performance, latency, memory, and throughput.
- Apply statistical analysis techniques and develop regression models.
- Design and maintain feature stores and data pipelines for ML workflows.
- Research and implement emerging ML/AI techniques to enhance solutions.
- Collaborate with stakeholders to align technical solutions with business needs.
Required Skills
- Experience implementing ML-based systems, including model lifecycle management, monitoring, and MLOps pipeline setup.
- Strong proficiency in Python (Pandas, Numpy, Jupyter, Scikit-Learn, XGBoost, Plotly).Knowledge of SQL
- Experience with cloud platforms (AWS, GCP, Azure).
Nice to Have Skills 😉
- Experience with ML workflows (Airflow, MLflow, H2OAI, Databricks, or similar).
- Background in modern LLM technologies.
- Understanding of Deep Learning frameworks (Keras, PyTorch, TensorFlow).Basic knowledge of Docker.
- Databricks (Workflows, Jobs, Repos).
🎁 Perks
- 🌍 Remote-first culture – work from anywhere!
- 🚀 In-Company English Lessons.
- 💪 Wellhub or sports club stipend to stay active
- 🚀 AWS, DBT, Google Cloud, Azure & Databricks certifications fully covered
- 🍕 Food credits via Pedidos Ya – because great work deserves great food.
- 🎂 Birthday off + an extra vacation week (Mutt Week! 🏖️)
- 🤝 Referral bonuses – help us grow the team & get rewarded!
- ✈️🏝️ Annual Mutters' Trip – an unforgettable getaway with the team!
- 👶 Monthly Childcare Reimbursement – Because supporting families matters too