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AI/Data Science Engineer II

📁
Engineering
📅
240001TA 招聘登记表编号
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A Day in the Life

 

·       Designs, plans and executes statistical components of technical projects that impact the safety, efficacy, and marketability of Medtronic products.

·       Uses AI/ML to bring technology improvements relating to the life cycle of the product.

·       Defining the preprocessing or feature engineering to be done on a given dataset

·       Defining data augmentation pipelines

·       Training models and tuning their hyperparameters

·       Develops and/or applies AI/ML software (Python, Tensorflow, Pytorch, SK Learn package and other relevant packages)

·       Designing, developing, and implementing generative AI models and algorithms utilizing state-of-the-art techniques such as GPT, VAE, and GANs.

·       Analyzing the errors of the model and designing strategies to overcome them

·       Deploying models to production

·       Lead and participate on cross-functional projects

·       Present technical content to all levels of the organization including senior leadership

·       Summarizes and interprets data into tabular and graphical formats amenable to principles of statistical inference

·       Develops or provides specifications and directions on software development projects.

 

 

 

 

Must Have: Minimum Requirements

·       A baccalaureate degree and minimum of 5 years of relevant experience, or advanced degree with 3 years of experience.

·       Advanced degree in math, statistics, computer science, or related field

·       Extensive R or Python programming experience

·       Proficiency with a deep learning framework such as TensorFlow or Keras

·       Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas

·       Expertise in visualizing and manipulating big datasets

·       Proficiency with OpenCV

·       Familiarity with Linux

·       Ability to select hardware to run an ML model with the required latency

 

Nice to have:

·       Medical device domain knowledge

·       Project management experience

·       Demonstrated ability to communicate technical content to non-statisticians (written and verbal)

 

About Medtronic

Together, we can change healthcare worldwide. At Medtronic, we push the limits of what technology, therapies and services can do to help alleviate pain, restore health and extend life.  We challenge ourselves and each other to make tomorrow better than yesterday. It is what makes this an exciting and rewarding place to be.
We want to accelerate and advance our ability to create meaningful innovations - but we will only succeed with the right people on our team. Let’s work together to address universal healthcare needs and improve patients’ lives. Help us shape the future.

Physical Job Requirements 

The physical demands described within the Responsibilities section of this job description are representative of those that must be met by an employee to successfully perform the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.

 

For Office Roles: While performing the duties of this job, the employee is regularly required to be independently mobile. The employee is also required to interact with a computer, and communicate with peers and co-workers. Contact your manager or local HR to understand the Work Conditions and Physical requirements that may be specific to each role.

 

Less than 10% of time on travel.

#MEICQ&RJOBS

A Day in the Life

 

·       Designs, plans and executes statistical components of technical projects that impact the safety, efficacy, and marketability of Medtronic products.

·       Uses AI/ML to bring technology improvements relating to the life cycle of the product.

·       Defining the preprocessing or feature engineering to be done on a given dataset

·       Defining data augmentation pipelines

·       Training models and tuning their hyperparameters

·       Develops and/or applies AI/ML software (Python, Tensorflow, Pytorch, SK Learn package and other relevant packages)

·       Designing, developing, and implementing generative AI models and algorithms utilizing state-of-the-art techniques such as GPT, VAE, and GANs.

·       Analyzing the errors of the model and designing strategies to overcome them

·       Deploying models to production

·       Lead and participate on cross-functional projects

·       Present technical content to all levels of the organization including senior leadership

·       Summarizes and interprets data into tabular and graphical formats amenable to principles of statistical inference

·       Develops or provides specifications and directions on software development projects.

 

 

 

 

Must Have: Minimum Requirements

·       A baccalaureate degree and minimum of 5 years of relevant experience, or advanced degree with 3 years of experience.

·       Advanced degree in math, statistics, computer science, or related field

·       Extensive R or Python programming experience

·       Proficiency with a deep learning framework such as TensorFlow or Keras

·       Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas

·       Expertise in visualizing and manipulating big datasets

·       Proficiency with OpenCV

·       Familiarity with Linux

·       Ability to select hardware to run an ML model with the required latency

 

Nice to have:

·       Medical device domain knowledge

·       Project management experience

·       Demonstrated ability to communicate technical content to non-statisticians (written and verbal)

 

About Medtronic

Together, we can change healthcare worldwide. At Medtronic, we push the limits of what technology, therapies and services can do to help alleviate pain, restore health and extend life.  We challenge ourselves and each other to make tomorrow better than yesterday. It is what makes this an exciting and rewarding place to be.
We want to accelerate and advance our ability to create meaningful innovations - but we will only succeed with the right people on our team. Let’s work together to address universal healthcare needs and improve patients’ lives. Help us shape the future.

Physical Job Requirements 

The physical demands described within the Responsibilities section of this job description are representative of those that must be met by an employee to successfully perform the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.

 

For Office Roles: While performing the duties of this job, the employee is regularly required to be independently mobile. The employee is also required to interact with a computer, and communicate with peers and co-workers. Contact your manager or local HR to understand the Work Conditions and Physical requirements that may be specific to each role.

 

Less than 10% of time on travel.

#MEICQ&RJOBS

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改变从你开始

我们寻找大胆的想法以及全新的观点,这将引领我们走向创新之路。来与我们一同引领医疗行业的未来。

工程部门

进行发明创造的机会。加入领导团队的益处。提高生活水平的能力。除此之外,在这里你还将有更多发现。

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销售

为有需求的人们提供改变他们生活的解决方案。从工作中取得应有的回报。

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监管

接受我们的挑战,让全球医疗服务的价格更加廉宜,让更多的人能够享受医疗服务。你的洞察力和观点将帮助我们创造出能够改变世界的解决方案。

了解更多

了解 MEDTRONIC 的使命。

我们的使命是 “减轻病痛、恢复健康及延长寿命” 这不仅仅是一句口号。这是我们的员工每天赖以生存的信仰。

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员工故事:
工程部门

Alyse是神经调控部门的工程项目经理,工作地点在明尼苏达州明尼亚波利斯市。

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想要了解在 MEDTRONIC 的工作是如何的吗?

我们的员工有着不同的背景却有着相同的信念-改变生命。

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我们重视你所拥有的独一无二 的品质。

欢迎加入我们,将你独到的观点带入到我们共同协作和创新的文化中。

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我们努力工作,致力于在全球范围内扩大医疗服务的受众群体,对此我们感到十分骄傲。出色的员工、愉悦的氛围、有竞争力的薪资。首席执行官是一位伟大的人物-他明确地践行着这一使命,并且全身心地投入到他的生活和工作中,只为实现这一目标。
聪明又承担义务的同事。使命驱动力。良好的福利。良好的长期职业机会。你始终可以在公司里发现有趣的项目并投身其中。
这里是一个非常好的工作场所,因为你知道自己每天所做的工作都将挽救人们的生命。在精益实践、质量和其他方面的培训。出色的同事。

MEDTRONIC 工作

成为全球领先的医疗技术和解决方案公司的一员。