Data Scientist and Machine Learning Engineers

Singapore Press Holdings Limited  

Job Description

The Daily

  • Apply supervised and unsupervised machine learning techniques, such as linear and logistic regression, decision trees, and k-means clustering, ensemble models, Neural Networks
  • Develop analyses segmentation, propensity models, KPI deep dives, marketing efficiency, behavioral clustering, customer lifetime value and customer journey analytics.
  • Curate audiences and inform engagement tactics to enable differentiated, relevant marketing touches across CRM channels (email, in app, push).
  • Synthesize analytics and statistical approaches into easy-to-consume storylines, both visually and verbally, and provide indicated actions for executive audiences.
  • Capture business requirements for data and analytic solutions and collaborate with the Marketing team to ensure business requirements align with business needs.
  • Analyze content promotions and surface insights that will help drive viewership and a more loyal customer base.
  • Support day-to-day collaboration with Marketing to communicate insights and recommend data informed strategies.


 


Job Requirements

Requirements:

  • Experience in Python
  • Experience in working with large datasets with statistical analysis
  • Capability to identify and troubleshoot potential Business issues
  • Experience in Data Science/Machine Learning
  • Familiarity with a broad set of modeling techniques; aptitude in mathematics, probability, algorithms, experimentation methods, hypothesis testing
  • Hands-on programming/implementation ability in R/Python/Java , NO-SQL DB s 
  • Knowledge of  Big Data Tools: Real Time streaming engines, Messaging Queues, Hadoop, PySpark ( added advantage)
  • Prior experience working any cloud infrastructures such as AWS, GCP, Azure
  • Ability to write production level code and experience pushing machine learning models to production

The Essentials

  • 3+ years of experience building data science models (Regression, Decision Trees, K-Means,ensemble models, Neural Networks, etc.).
  • 3+ years of hands-on experience with commercial applications of machine learning
  • Hands-on experience with Text mining and Computer vision techniques
  • Experience with large data sets and analytical tools.
  • Proficiency in scripting languages (SQL, Python, R, etc.).
  • Knowledge of a dashboarding language (Tableau, looker, etc.) or equivalent report building experience not required but a plus Other desired qualifications: - Strong curiosity, leadership and business acumen.
  • Passionate about using data to drive strategy and product recommendations.
  • Experience in Media company , subscription-based businesses or eCommerce preferred.
  • In-depth knowledge of statistics and machine learning algorithm
  • Curious and careful about the business impact of their work
  • Able to work collaboratively and proactively alongside scientists, engineers, and analysts
  • Experience in deep learning, causal inference, uplift modeling, or econometrics is a bonus
  • Good Python programming skills, intimate with the Python data science stack
  • Knowledge of best practices for software development and data organization, and pleasure in working in an open source environment (Github is at the core of our workflow)
  • Participate in data architecture decisions and partner with technology teams to implement models/algorithms in production
  • Manage the continuous improvement of data science and analytics by researching industry best practices and staying up-to-date on analytical practices
  • Integrate data science solutions into current business processes
  • Experience with Microservices and model productionisation with Containers (like Docker) will be advantageous
  • Permanent / Full Time
  • $5000 - $6500
Singapore Press Holdings Limited  
More from this company

No results found.