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所在平台: Udemy |
课程主页: https://www.udemy.com/course/machine-learning-disease-prediction-and-drug-recommendation/
课程评论：没有评论
**Coursera 课程总结：机器学习疾病预测与药物推荐** 本课程是一门完整的监督机器学习课程，涵盖了从 Python 基础到 Pandas、Django、Ajax 和 Scikit-learn 的所有核心概念。 **课程内容概述：** * **Python 基础:** 课程从 Jupyter Notebook 开始，重点讲解了机器学习模型部署所需的 Python 基础知识，包括列表、数组、元组、字典、条件语句（if）、循环（for, while）和函数等控制结构。 * **Django 框架:** 深入学习 Django 框架，作为实现机器学习模型部署的核心工具。 * **Scikit-learn:** 学习使用 Scikit-learn 构建机器学习模型，特别侧重于疾病预测和药物名称推荐模型。 * **模型部署:** 课程的终极目标是将训练好的机器学习模型部署到 Django Python Web 框架中，使其能够解决实际社区问题。 * **应用场景:** * **疾病预测模型:** 部署在**患者仪表盘**上，帮助患者了解潜在的疾病风险。 * **药物名称推荐模型:** 部署在**医生仪表盘**上，辅助医生为患者推荐合适的药物。 * **用户交互:** 课程设计了患者与医生之间的交互机制。如果患者对疾病预测结果有疑问，可以预约医生。医生则可以利用机器学习模型进行药物推荐，并安排患者的会诊时间。 **教学方法：** 课程采用简单易懂的教学方法，确保学习者能够理解机器学习模型从概念到实际应用的完整流程。 **总体目标：** 通过本课程，学员将掌握如何将机器学习模型集成到 Web 应用程序中，并学会利用技术解决现实世界中的医疗健康问题。
This is Supervised machine learning full course. It covers all basic concepts from Python, Pandas, Django, Ajax and Scikit Learn. The course start on Jupyter notebook where different operations will performed on data. Learn Python basic, mostly control structure and Django. The end goal of this course is to teach how to deploy machine learning model on Django Python web framework. Actually, that is the purpose of machine learning. We should learn how to put machine learning model into application and it must solve people's problems in the community.The methodology used in teaching are very easy and understood-able. In Python Basics we learn the concepts which are needed in model deployment in Django. This include learning list, array, tuple,dictionary, if statement, for loop,while loop and functions.The created model which is disease prediction model and drug name recommendation model are deployed on different dashboard of Django web application.disease prediction model is deployed on patient dashboard and drug name recommendation model is deployed on doctor dashboard.If there is any mis-understanding based on disease prediction result and drug name recommendation, patient can ask for appointment with doctor. Doctor usually use machine learning model to recommend for drug names and schedule for appointment with patient.
