Machine learning is the ability of a machine to improve its performance based on previous results. Machine learning methods enable computers to learn without being explicitly programmed and have ...

Abstract: With the rapid development of computer science, data-driven intelligent decision-making has been widely applied in various fields. In e-commerce, user behavior prediction has become a ...

In this tutorial, we build a complete, production-grade ML experimentation and deployment workflow using MLflow. We start by launching a dedicated MLflow Tracking Server with a structured backend and ...

In this tutorial, we build a production-style Route Optimizer Agent for a logistics dispatch center using the latest LangChain agent APIs. We design a tool-driven workflow in which the agent reliably ...

Abstract: In-banking product marketing for third parties can be enriched with AI-driven personalization. Classical marketing has seldom been able to dissect granular customer segmentation; the latter ...

Exercises for each week should be done in the order that you prefer based on the lectures that you have followed. Note: If lectures have not covered the subject of the exercise, you can skip them and ...