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PDR Group

Senior Machine Learning Engineer

2-4 Years
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  • Posted 3 hours ago
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Job Description

About the Company:

Our client is a high-growth, international digital freight and logistics technology platform backed by a prominent, US-listed digital transportation leader. By leveraging advanced AI, cloud infrastructure, and predictive analytics, they build intelligent marketplaces that connect global shippers directly with freight networks to enable seamless, closed-loop transactions.

As part of their rapid international expansion across Southeast Asia and the Middle East, they are establishing their core global technology hub in Singapore. This is a rare opportunity to join an agile team building high-concurrency, cross-border infrastructure completely from scratch.

Key Responsibilities:

  • Core Engine Optimization: Oversee the end-to-end design, refinement, and execution of automated platform allocation logic, intelligent supply routing, and real-time dynamic valuation models.
  • Predictive Pipeline Engineering: Autonomously drive the entire lifecycle of complex data systems—including spatial asset tracking data, predictive behavior modeling, feature development, and robust containerized production deployments.
  • Data-Informed Diagnostics: Dive deep into platform transaction logs and user operational flows to isolate algorithmic friction or drop-offs, executing strategic changes to maximize user lifetime value and platform conversion.
  • Cross-Border Localization: Partner closely with global technology centers to adapt, fine-tune, and scale core algorithmic frameworks for highly fragmented international markets.

Requirements:

  • Education: Bachelor's degree or higher in a highly quantitative discipline (e.g., Computer Science, Data Science, Operations Research, Applied Mathematics, or Statistics).
  • Experience: Minimum 2+ years of commercial experience in applied machine learning, with a proven track record in high-throughput architectures (e.g., Personalized Recommendation Engines, Search Discovery, Programmatic Advertising/AdTech, or High-Frequency Asset Dispatch/On-Demand Networks).
  • Target Domain Competency (Strong foundation in at least two fields):
  • Geospatial Data Engineering & Time-Series Analysis (applicable for route planning, asset tracking, and arrival metrics estimation).
  • Statistical Causal Inference & Uplift Frameworks (applicable for user growth mechanics, targeted campaigns, and dynamic incentive optimization).
  • Mathematical Optimization & Reinforcement Learning (applicable for complex supply-demand balancing and elastic pricing frameworks).
  • Technical Stack: Deep, hands-on production experience with dominant deep learning frameworks (e.g., PyTorch or TensorFlow).
  • Core Traits: Strong analytical rigor, acute sensitivity to data trends, and a resilient mindset geared toward solving open-ended problems in an agile environment.

By applying to this job advertisement or responding to our messages, you acknowledge and consent to being contacted by PDR Group and its representatives through various communication channels (including but not limited to phone calls, emails, text messages, and messaging platforms such as WhatsApp or LinkedIn) regarding current and future job opportunities.

You may withdraw your consent at any time by notifying us in writing.

EA License Number: 24C2623 | R1216562

More Info

About Company

Job ID: 149178353

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