Lilian SunData First, Insights Second: The Vital Role of Profiling in Machine Learning DevelopmentIn this blog series, I’ll be sharing my experiences and insights on navigating the exciting world of machine learning development (ML) and…May 12May 12
Lilian SunGeneral Production ML Infrastructure & Architecture Design & Cost AnalysisIn this article, I’ve shared some work experiences related to traditional production machine learning system infrastructure and…Feb 26Feb 26
Lilian SunCrafting Effective Restful APIs Design and Implementation (1)The challenge of an API lies not in the technical implementation but in the design of the routes. For instance, whether the API’s URLs…Jan 31Jan 31
Lilian SunResponsible Data in Production MLResponsible data management encompasses not only the avoidance of biases but also the ethical and secure handling of user information. By…Dec 24, 2023Dec 24, 2023
Lilian SunData Pipeline in Production MLA data pipeline is a structured set of processes and tools designed to automate the flow of data from various sources to a destination…Dec 24, 2023Dec 24, 2023
Lilian SunFrom Development to Deployment: An In-Depth Summary of Production ML and MLOpsWhat is production Machine Learning (Production ML)?Dec 24, 2023Dec 24, 2023
Lilian SunSmart Insights: Leveraging Big Data and Machine Learning in Product Review Sentiment Analysis (II)Note: The previous content from Section 1 to Section 3 is here: Smart Insights: Leveraging Big Data and Machine Learning in Product Review…Dec 6, 2023Dec 6, 2023
Lilian SunSmart Insights: Leveraging Big Data and Machine Learning in Product Review Sentiment Analysis (I)1. Introduction to the Project Use CaseDec 6, 2023Dec 6, 2023
