IT Instech & Innovation Officer - Machine Learning Engineer role


Ứng tuyển ngay

Phòng Ban

Công nghệ Thông tin

Cấp bậc

Nhân viên

Địa điểm

Thành phố Hồ Chí Minh

Hình thức

Toàn thời gian

Hạn chót nộp hồ sơ: 31/07/2024

1.    Job purpose

An IT Instech & Innovation Senior Executive

  • Will support the process of extracting value from company data.
  • Lead all the processes from data collection, cleaning, and preprocessing, to training models and deploying them to production.
  • Be passionate about artificial intelligence and stay up to date with the latest developments in the field.

2.    Accountabilities

  • Conduct facilitated workshops to elicit requirements both functional and technical requirements.
  • Verifying data quality, and/or ensuring it via data cleaning
  • Supervising the data acquisition process if more data is needed.
  • Exploring and visualizing data to gain an understanding of it, then identifying differences in data distribution that could affect performance when deploying the model in the real world.
  • Analyzing the ML algorithms that could be used to solve a given problem and ranking them by their success probability.
  • Training models and tuning their hyperparameters
  • Research, study, and propose to apply new emerging technology.

3.    Requirements

Education & Experience

  • University degree in computer science, mathematics, or statistics, Master is preferable.
  • Experiences in life insurance/financial business is preferable.

Technical skills  

Education, no. of year experience:

  • Master’s or Ph.D. in computer science, mathematics, or statistics
  • 2-3 years of experiences in life insurance/financial business is preferable.

Technical skills:

  • Experience working with Java, Python, R, C++, C, JavaScript, Scala...
  • Experience with vision processing, deep neural networks, Gaussian processes, and reinforcement learning.
  • A solid understanding of both probability and statistics
  • A firm understanding of mathematics (including the role of algorithm theory in machine learning and complex algorithms that are needed to help machines learn and communicate)
  • Advanced knowledge of engineering
  • Strong analytical skills
  • Experience using programming tools like MATLAB.
  • Experience working with large amounts of data in a high throughput environment.
  • Linux Sysadmin skills
  • Experience working with distributed systems tools like Etcd, zookeeper, and consul.
  • Experience working with messaging tools like Kafka, RabbitMQ, and ZeroMQ
  • Extensive knowledge of machine learning evaluation metrics and best practices
  • Competency with infrastructure as code (for example, Terraform or Cloud formation)

Soft skills:

  • Strategic, analytic, and creative thinker
  • Excellent interpersonal and communication skills
  • Risk takers, Self-starters, and ambitious professionals with both technical and commercial acumen.
  • Ability to multi-task. Work well in team environment, as well as independently.
  • Able to work under pressure and meet tight deadlines.

Personal attributes

  • Good team player, independent and result-oriented
  • Flexible and open to changes
  • Attention to details.

4.    Challenges

  • Ability to work under pressure

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