Machine Learning Engineer - Remote

Overview

We are seeking an experienced Machine Learning Engineer with a strong background in end-to-end ML systems, cloud platforms, data pipelines, and model monitoring. Lead the development of cutting-edge machine learning software systems for credit modeling and default risk prediction. Your work will not only involve deploying these systems to production but also ensuring they meet the diverse needs of our users and merchants through rigorous testing.

In Short

• Design and implement credit ML models and systems, ensuring robust and scalable solutions.
• Develop end-to-end ML pipelines for credit modeling, including data collection, preprocessing, model training, and deployment.
• Collaborate with data scientists and software engineers to integrate ML models into production environments, enhancing lending systems.
• Utilize cloud platforms (AWS preferred, GCP, Azure) to scale ML solutions, manage resources, and optimize costs.

Requirements

• 3+ years of professional experience, particularly in developing and implementing credit ML models or systems within the banking or FinTech industry.
• Educational background in Computer Science, Engineering, Mathematics or related field.
• English language only is welcome! Japanese bilingual ideal.
• Good understanding of supervised and unsupervised learning, deep learning, reinforcement learning, and ensemble methods.
• Proficiency in Python, PostgreSQL, Java/Scala.
• Strong knowledge of database management systems (e.g., MySQL, PostgreSQL), data wrangling, feature engineering, ETL processes, and SQL databases.
• Familiarity with tools such as Apache Spark.
• Experience with Docker, Kubernetes, and cloud platforms (AWS preferred). Knowledge of MLOps practices.
• Expertise in TensorFlow, PyTorch, Keras, scikit-learn, and XGBoost.
• Proficiency with Jupyter Notebooks, Git, Jenkins, Apache Spark, and Hadoop.

Benefits

• Social Insurance (health insurance, employee pension, employment insurance and compensation insurance)
• 401K
• Translation/Interpretation support
• VISA sponsor + Relocation support