https://www.chenshaowen.com/en/tags/machine-learning/Recent content in Machine Learning on Shaowen Chen's WebsiteHugo -- gohugo.ioen©2016 - {year}, All Rights Reserved.Sat, 27 Apr 2024 10:00:00 +0000weeklyhttps://www.chenshaowen.com/en/blog/what-is-mlops.htmlSat, 27 Apr 2024 10:00:00 +0000Sat, 27 Apr 2024 10:00:00 +0000https://www.chenshaowen.com/en/blog/what-is-mlops.html1. What Is MLOps MLOps is short for Machine Learning Operations, and it describes the standardization and engineering of the entire lifecycle around model development. MLOps includes the following key steps: Data management: storing, accessing, cleaning, and transforming data Model development: algorithm development and model construction Model training and tuning: training models on data, adjusting hyperparameters to optimize the model, and fine-tuning models Model evaluation: testing a model’s accuracy, generalization ability, and performance metrics Model deployment: deploying the model to the target environment and converting the model Model monitoring: monitoring the model’s behavior, performance degradation, data drift, and robustness Another similar concept is ModelOps.微信公众号Machine LearningMLOpsLLMR&DWhat Ishttps://www.chenshaowen.com/en/blog/ai-basic-knowledge.htmlFri, 18 Aug 2023 11:22:55 +0000Fri, 18 Aug 2023 11:22:55 +0000https://www.chenshaowen.com/en/blog/ai-basic-knowledge.html1. Keywords Machine Learning (ML) The technology of automatically acquiring knowledge from data. Neural Network (NN) A model that imitates the structure and learning mechanism of biological neural networks; one of the branches of machine learning. The structure of a neural network consists of an input layer, hidden layers, and an output layer.微信公众号AILLMMachine LearningKnowledge PointsLearninghttps://www.chenshaowen.com/en/blog/interactive-notebook-jupyter.htmlMon, 25 Dec 2017 17:22:45 +0000Mon, 25 Dec 2017 17:22:45 +0000https://www.chenshaowen.com/en/blog/interactive-notebook-jupyter.html1. Introduction Jupyter Notebook (formerly IPython notebook) is an interactive notebook that supports running more than 40 programming languages. Jupyter Notebook is in fact a web application that lets you create and share program documents, with support for live code, mathematical equations, visualizations, and Markdown. Its uses include data cleaning微信公众号ToolsPythonNotesJupyterLearningR&DData AnalysisMachine LearningVisualization