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Công việc liên quan
- Data Scientist, Zalopay (Data Platform)thành phố hồ chí minh
- Frontend Engineer, VNGGamesthành phố hồ chí minh
- Associate Product Manager, Digital Businessthành phố hồ chí minh
Senior Data Scientist, Zalopay
Mô tả công việc
The ideal candidate is an experienced solution and team
builder who enjoys optimizing complicated problems or building them from the
ground up. The data&AI team will work closely with our risk pillar owners,
data engineers, and software engineers on new mechanism/solution initiatives
and will ensure optimal data/model/system architecture is consistent throughout
ongoing projects. The candidate must be self-directed and comfortable
supporting the needs of multiple teams, systems, and products.
Responsibilities
- Focus on bringing statistical depth, analytical insights, and accurate interpretation of data;
- Extract, analyze, and apply data-mining/AI/ML techniques to large structured and unstructured datasets;
- Own, design, develop, and test large-scale data science pipelines and algorithms that are built for speed, scale, and usability;
- Conduct end-to-end data processing, troubleshooting, and problem diagnosis in the whole life cycle of AI/ML development and operation;
- Research and investigate academic and industrial AI/ML techniques for product improvements;
- Stay current on published state-of-the-art algorithms and competing technologies;
- Analyze and improve existing data sources, models, strategies, and metrics;
- Design and analyze experiments to pilot, test, and apply new features & solutions;
- Report, visualize, and communicate results & impacts;
- Collaborate with other engineers and team members to evaluate and improve the core components of autonomous systems;
- Identify any product/functionality/technical gaps required to deliver a solution and collaborate with internal teams to define the necessary enhancements to support delivery;
- Evaluate and recommend tools, technologies, and processes to ensure the highest quality solutions;
- Foster a culture of ownership, accountability, testing, and measurement, as well as continuous improvement through mentoring, feedback, and metrics.
Yêu cầu
- 6 - 10 years of relevant work experience with a large scale of REAL data;
- MSc/PhD in Computer Science, Mathematics, Data Science;
- Strong machine learning/statistics background with hands-on experience in industry, sourcing, cleaning, manipulating, and analyzing large volumes of data;
- Experience with end-to-end modeling projects emerging from research efforts;
- Willingness to understand a complex system and its various components;
- Great scripting and programming skills (fluent in Python, Java, GoLang);
- Experience with open-source machine learning libraries such as sci-kit-learn, weka, distributed/parallel big data processing architecture (e.g., Hadoop, Spark, MLlib), and deep learning framework (e.g., TensorFlow, Pytorch);
- Excellent problem-solving and communication skills;
- Ability to work well in a fast-paced culture and ability to manage multiple projects and deadline.
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