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Machine Learning Engineer
149-151 Nguyen Van Troi, Phu Nhuan Dist., HCMC
Tech stack
Thông tin công việc
Mô tả
Job Description
We are looking for an expert in machine learning to help us extract value from our data. You will lead all the processes from data collection, cleaning, and preprocessing, to training models and deploying them to production.
The ideal candidate will be passionate about artificial intelligence and stay up-to-date with the latest developments in the field.
Responsibilities
• Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress
• 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
• 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
• Verifying data quality, and/or ensuring it via data cleaning
• Supervising the data acquisition process if more data is needed
• Finding available datasets online that could be used for training
• Defining validation strategies
• Defining the preprocessing or feature engineering to be done on a given dataset
• Defining data augmentation pipelines
• Training models and tuning their hyperparameters
• Analyzing the errors of the model and designing strategies to overcome them
• Deploying models to production
Skills
• 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
Yêu cầu
Strong applicants will have the following qualifications:
• Master’s or Ph.D. in computer science, mathematics, or statistics
• 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 Cloudformation)
Thông tin khác
Lương tháng 13 và thưởng theo KPI
Chương trình Chăm sóc sức khỏe cao cấp dành cho bạn và gia đình
15 ngày nghỉ phép trong năm
Nơi làm việc
- 149-151 Nguyen Van Troi, Phu Nhuan Dist., HCMC