Company
OKX
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Post Date
2023-Jan-31
Close Date
2023-May-31
Job Type
FULLTIME
SGD 8000-16000 per MONTH
Location
, , Singapore
Job Description
- Work on large-scale structured and unstructured data sets to solve a wide array of challenging problems using analytical, statistical, machine learning or deep learning
- Work with stakeholders from different departments to understand their business needs and challenges, architect and design analytics solutions to meet business objectives and support business decision making.
- Collaborate with cross-functional stakeholders to provide strategies based on data-driven insights across product, marketing, compliance, and others.
- Define, understand, and test external/internal opportunities to improve our products and services.
- Identify and measure success of product efforts through goal setting, forecasting, and monitoring of key product metrics.
- Develop data models, data automation systems, performance metrics, and reporting systems, and track impact over time.
- Deliver Machine Learning projects from beginning to end. This includes understanding the business need, planning the project, aggregating & exploring data, building & validating models, and deploying ML models to deliver business impact.Improving upon existing machine learning methodologies by developing new sources, developing and testing enhancements, running computational experiments, and fine-tuning parameters.Communicate results and business impacts of insight initiatives to stakeholders within and outside of the company.
Requirements
- Bachelor degree in Business, Economics, Statistics,
- Data Science, Data Mining, or similar quantitative field.
- Proven successful and trackable experience in an analytical role or data scientist role involving extraction, analysis, and/or modeling.
- Solid experiences in SQL, familiar with SQL functions such as window functions and aggregate functions.
- Solid experiences in Python, familiar with data analysis libraries such as pandas, numpy, matplotlib, scikit-learn, etc.
- Experience in using analytical concepts and statistical techniques: hypothesis development, designing tests/experiments, analysing data, drawing conclusions, and developing actionable recommendations for business units.
- Experience in developing production-grade ML systems including exploratory analysis, feature engineering, hyperparameter tuning, model training, model selection, creating data pipelines, etc.
- Experience in working with deep learning frameworks such as PyTorch for real world problems.
- Knowledge of Computer Science fundamentals such as object-oriented design, graph algorithm, algorithm design, data structures, problem solving and complexity analysis.
- Self-driven, innovative, collaborative, with good communication and presentation skills, able to translate between business and technical audiences.
- Fluent in English, both written and spoken.
- Master or Phd in Machine Learning, Applied Mathematics, Statistics, Data Mining, Computer Vision, Computer Science,Business, Economics, or other quantitative fields.
- Experience in FinTech, eCommerce, SaaS, AdTech, or Digital Wallet business industries.
- Experience in working with teams across offices and timezones is a plus.
- Experience in big data tools such as Amplitude, DataWorks, MaxCompute, Hadoop, Hive, Spark and HBase is a big plus.
- Experience using analytics techniques to contribute to company growth or increasing revenue and other key business outcomes is a
- big plus.
- Experience with recommendation systems is a plus.
- Experience with RPA system is a plus
- Experience with NLP, such as NER, semantic analysis and machine translation, etc. is a plus
- Experience with CV, such as image classification, image detection, OCR, etc. is a plus.
- Experience in Triton Inference Server or ONNX is a plus.
- Experience with application development practices at scalePublication at top AI conferences and journals
Preferred Qualifications:
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