Mô Tả Công Việc
Build, deploy, and maintain ML models and APIs for backend services to integrate model predictions into production systems.Develop and own ML solutions for key projects: surge pricing, ETA prediction, and object detection for proof-of-delivery image processing.Research and implement advanced ML approaches (supervised/unsupervised learning, deep learning, computer vision) to solve logistics and on-demand business problems.Monitor model performance in production, detect data drift, and proactively retrain or update models to maintain accuracy.Design, implement, and monitor A/B tests to evaluate model performance and business impact.Collaborate with Data Engineers and Backend Engineers to build reliable data pipelines, feature stores, and ensure smooth model API integration.Use up-to-date ML tech stack:Languages: Python (scikit-learn, PyTorch/TensorFlow)Model Serving / API: FastAPI, Flask or equivalentBig Data: PySpark, BigQuery, GCS/S3Cloud: GCP (Dataproc, Vertex AI or equivalent)
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Yêu Cầu Công Việc
B.S./M.S. in Computer Science, Statistics, Mathematics, Engineering, or equivalent experienceAt least 3 years of experience as a Machine Learning Engineer or Data Scientist, with hands-on production deployment experienceStrong proficiency in Python for model development, experimentation, and automationSolid understanding of ML fundamentals — supervised/unsupervised learning, feature engineering, model evaluationExperience building and exposing ML models via REST APIs (FastAPI, Flask, or similar)Experience with big data tools: BigQuery, GCS/S3, PySpark for large-scale data processingExperience with computer vision (object detection, image classification) is a strong plusExperience with time-series forecasting or pricing/optimization models is a significant advantageGood understanding of A/B testing and statistical significanceAble to communicate model results clearly to both technical and non-technical stakeholders
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Quyền Lợi
Physical Wellbeing Benefit: General Insurance, Medical check-up, Accident Insurance, Healthcare InsuranceEmotional Wellbeing Benefit: Company Trip, Year End Party, Aha Hour Activities, Special Day Gifts, Aha Club (Badminton, Soccer)Financial Wellbeing Benefit: Grab/Be For Work (Tech/Lead Level), Workplace Relocation, 13th Month Salary, PP Appreciate, Annual Leave Remain