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所在平台: Udemy |
课程主页: https://www.udemy.com/course/data-science-projects-3/
课程评论：没有评论
课程名称：数据科学项目：数据分析、机器学习和部署 课程概述：欢迎来到数据科学项目 - 基于Streamlit和FastAPI的实践项目！本课程专为希望通过实际项目提升技能的未来数据科学家设计。课程将带您深入数据科学的激动人心的世界，通过三个全面的项目涵盖每个必需的方面：数据分析、数据清洗、数据可视化、特征工程和机器学习。 在本课程中，您将： - 分析和清洗数据：学习有效的数据清洗和探索性数据分析技术，以发现深刻的洞见。 - 可视化数据：创建有影响力的可视化，讲述引人入胜的数据故事。 - 工程特征：理解特征工程的原则，以提升模型的性能。 - 构建和评估机器学习模型：使用流行算法开发、训练和评估机器学习模型。 此外，您将获得以下动手经验： - Streamlit：构建交互式网络应用程序，以展示您的机器学习模型（在两个项目中）。 - FastAPI：创建强大而可扩展的API，以在一个项目中部署您的机器学习模型。 到本课程结束时，您将完成三个值得加入个人作品集的项目，展示您处理数据科学完整流程和在实时应用中部署机器学习模型的能力。无论您是初学者还是中级数据科学家，这门课程将为您提供在数据科学领域中脱颖而出的实用技能。加入我们，今天就提升您的数据科学专业技能！
Welcome to Data Science Projects - Hands-On Projects with Streamlit and FastAPI! This course is designed for aspiring data scientists who want to elevate their skills through practical, real-world projects. Dive into the exciting world of data science with three comprehensive projects that cover every essential aspect: data analysis, data cleaning, data visualization, feature engineering, and machine learning.In this course, you will:Analyze and Clean Data: Learn techniques for effective data cleaning and exploratory data analysis to uncover insights.Visualize Data: Create impactful visualizations to tell compelling data stories.Engineer Features: Understand feature engineering principles to enhance your models' performance.Build and Evaluate ML Models: Develop, train, and evaluate machine learning models using popular algorithms.Additionally, you will gain hands-on experience with:Streamlit: Build interactive web applications to showcase your machine learning models in two projects.FastAPI: Create a robust and scalable API for deploying your machine learning model in one project.By the end of this course, you will have built three portfolio-worthy projects, demonstrating your ability to handle end-to-end data science processes and deploy machine learning models in real-time applications. Whether you are a beginner or an intermediate data scientist, this course will provide you with the practical skills needed to excel in the data science field. Join us and transform your data science expertise today!
