机器学习工程师职位描述模板

Company Introduction

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Job Description

We are looking for an expert in machine learning to help us extract value from our data. 你将领导从数据收集开始的所有过程, cleaning, and preprocessing, 训练模型并将其部署到生产环境中.

The ideal candidate will be passionate about artificial intelligence and stay up-to-date with the latest developments in the field.

{{ Describe the project and the type of data (images, audio, text, tables…) }}

Responsibilities

• Understanding business objectives and developing models that help to achieve them, 还有跟踪进度的指标
• Managing available resources such as hardware, data, and personnel so that deadlines are met
• Analyzing the ML algorithms that could be used to solve a given problem and ranking them by their success probability
• 探索和可视化数据，以获得对它的理解, then identifying differences in data distribution that could affect performance when deploying the model in the real world
• 验证数据质量，并/或通过数据清理确保数据质量
• 如果需要更多的数据，监督数据采集过程
• 在网上找到可用的数据集，可以用于培训
• Defining validation strategies
• Defining the preprocessing or feature engineering to be done on a given dataset
• 定义数据增强管道
• 训练模型并调整它们的超参数
• Analyzing the errors of the model and designing strategies to overcome them
• Deploying models to production
• {{在这里添加任何其他相关职责}}

Skills

• 熟练使用深度学习框架，如TensorFlow或Keras
• Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas
• 具有可视化和操作大数据集的专业知识
• Proficiency with OpenCV
• Familiarity with Linux
• 能够选择硬件以运行具有所需延迟的ML模型
• {{确保提及任何其他框架, libraries, 或其他与您的项目相关的技术}}
• {{列出您可能需要的教育程度或证书}}