Tóm lược
Mô tả công việc
Tóm tắt công việc
- Design, develop, and deploy machine learning models for recommendation systems, personalization, forecasting, ranking, and user behavior analysis.
- Build and optimize end-to-end AI pipelines from data ingestion, feature engineering, model training, evaluation, deployment, and monitoring.
- Train and fine-tune machine learning models on cloud platforms for large-scale predictive modeling tasks.
- Work with large-scale datasets using Databricks, Spark, and distributed data processing frameworks.
- Develop LLM-powered applications using modern frameworks such as LangChain, tool calling, RAG pipelines, vector databases, and agent workflows.
- Work with structured and unstructured datasets including transactional data, logs, documents, and user interaction data.
- Collaborate with product managers and engineering teams to translate business problems into scalable AI solutions.
- Optimize model inference, retrieval performance, latency, and production reliability.
- Conduct experimentation, A/B testing, and performance analysis to improve business KPIs.
- Design and implement robust model evaluation frameworks including offline evaluation, online A/B testing, and business KPI measurement.
- Monitor model drift, prediction quality, and production performance to ensure long-term model reliability.
- Stay up to date with advances in machine learning, generative AI, recommendation systems, and MLOps technologies.
- Physical Wellbeing Benefit: General Insurance, Medical check-up, Accident Insurance, Healthcare Insurance.
- Emotional 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.
Yêu cầu công việc
- 4+ years of experience in Data Science, Machine Learning, or AI Engineering roles.
- Strong proficiency in Python and SQL.
- Experience training and deploying machine learning models on cloud platforms such as AWS, GCP, or Azure.
- Experience working with Databricks, Spark, or distributed computing environments for large-scale data processing.
- Strong understanding of recommendation systems, ranking models, clustering, classification, and predictive modeling.
- Experience working with LLM applications, RAG systems, vector databases, embeddings, and prompt engineering.
- Experience evaluating predictive models, recommendation systems, ranking systems and LLM applications using both offline and online metrics.
- Familiarity with LangChain, LangGraph, or similar GenAI frameworks.
- Experience with cloud platforms such as AWS, GCP, or Azure.
- Experience with containerization and orchestration tools such as Docker and Kubernetes is a plus.
- Strong analytical thinking and ability to work cross-functionally in a fast-paced environment.
- Good communication skills in both technical and business contexts.
Nice to Have
- Experience with logistics, e-commerce, or marketplace platforms.
- Experience with recommendation systems for user personalization or ranking optimization.
- Familiarity with Airflow, BigQuery, MLflow, feature stores, or MLOps workflows.
- Experience monitoring production ML systems and optimizing model performance at scale.
- Knowledge of experimentation frameworks and online evaluation metrics.
Ngôn ngữ
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English
Nói: Intermediate - Đọc: Intermediate - Viết: Intermediate
Yêu cầu kỹ thuật
- Python
- AI (Artificial Intelligence)
- Machine Learning
- MS SQL
- Docker
- Apache Spark
- MS Azure
- AWS
- Ecommerce
- Kubernetes
- GCP
- Apache Airflow
- Databricks
- MLflow
- MLOps
- Google BigQuery
- LLM
- Vector
- LangChain
- GenAI
- RAG
- LangGraph
NĂNG LỰC
- Analytic Skills
- Communication Skills
Thông tin doanh nghiệp
AhaMove is a great application for delivery in Vietnam.
AhaMove is an app that allows shippers to hire hundreds of shippers right away and help shippers earn extra income with attractive fees and bonus policies. AhaMove is currently leading in the field of urban delivery in Ho Chi Minh City and Hanoi.
AhaMove is a member company of Scommerce - a leading transportation group in Vietnam, with the ability to deliver goods between 63 provinces and cities and a network covering 11,000 communes and wards across the country.
Scommerce's goal is to become the leading O2O (Online to Offline) transport platform in Vietnam, helping buyers and sellers to deliver goods quickly and easily by optimizing technology solutions, transport networks and sources. social force.
With a team of more than 40,000 drivers (15,000 regular drivers), AhaMove is proud to meet the needs of nearly 50,000 customers, including major partners such as The Coffee House, Juno, Tuticare, Heineken, Sendo. , Lazada, Mia, Roasted Chicken OO, Petmart, Le Castella Vietnam, ...