Data Scientist - Singapore - Horizon Corp

Horizon Corp
Horizon Corp
Verified Company
Singapore

1 week ago

Wei Jie

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Wei Jie

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Description

Role :
Senior Data Scientist


Job Type :
Full time permanent


Location :
Singapore


The broad area of the role covers:

  • Translate customer pain-points into problem statements, architect analytics solution, and engagingly present results and learnings to both technical and non-technical audiences.
  • Develop and manage entire endtoend lifecycle of scoping of data inputs, data cleaning and preprocessing, feature engineering, building models, deploying to production and improving models by iterations
  • Present statistically sound model validations to justify model selection and performance
  • Build and deploy highly valuable, efficient, scalable advanced analytics models in production systems
  • Design and develop sophisticated visualizations and dashboards to explain the actionable insights
  • Contribute to the data architecture engineering decisions to support analytics.
  • Work closely with project manager and technical leads to provide regular status reporting and support them to refine issues/problem statements and propose/evaluate relevant analytics solutions
  • Work in interdisciplinary teams that combine technical, business and data science competencies that deliver work in waterfall or agile software development lifecycle methodologies
  • Post Graduate Degree in Mathematics, Applied Statistics, Business Analytics or equivalent
  • Proficiency in manipulating and analyzing complex, highvolume, highdimensionality data (structures/unstructured) from varying sources such as datawarehouse and bigdata platform.
  • Strong knowledge in Feature Selection/Extraction on a variety of data types.
  • Possess minimum 3 years work experience with traditional machine learning modeling and deep learning especially in area of images/video and natural language processing (NLP).
  • Experience in Python programming, Apache Spark (or PySpark) coding capability to operationalize data analytics workflows & processes
  • Experience with model deployment and operationalization (eg KubeFlow).
  • Experience in data visualization tools and libraries such as Tableau, Qlik, Shiny Plotly, ggplot2, etc
  • Strong competency in various machine learning techniques (supervised/ unsupervised learning)
  • Solid understanding of advanced analytics and statistics concepts (simulations, optimizations, clustering, regression, and neural networks, natural language processing, computer vision etc.)
  • Experience in machine learning model management and deployment tools using containerization (Docker, Kubernetes)
  • Experience in Amazon Web Services, Microsoft Azure, Cloudera, Hadoop, Spark, Storm or related paradigms and associated tools such as Pig, Hive, Mahout

Nice to have:


  • Experience in machine learning model management and deployment tools using containerization (Docker, Kubernetes)
  • Experience in Amazon Web Services, Microsoft Azure, Cloudera, Hadoop, Spark, Storm or related paradigms and associated tools such as Pig, Hive, Mahout
  • Knowledge in database modelling and data warehousing concepts

Job Types:
Full-time, Permanent


Pay:
$8, $10,000.00 per month


Schedule:

  • Day shift

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