Coder Social home page Coder Social logo

prediction_workflow's Introduction

理念:方便模型调参测试,尽量做到自动化,减少人为的参数设置和出错的可能性,省去每次训练模型都要设置参数的麻烦;尝试不同的模型的时候只需要去改动定义的代码; 其余分析全部自动生成。

模型测试调参(手动,grid_search) 模型定义在根目录,包括数据处理,特征选取,模型定义,模型参数,模型描述;每次运行测试自动保存 生成 ID,后续有需要可根据 id 来 获取模型 (考虑用文件 hash 的方式生成 id) (两个定义文件可以直接定义在 ipynb 里面?)

汇总模型得分(取消) 需要在根目录定义数据集划分方法和 evaluation metric 一张表上列出所有模型的得分,同一张表上的模型有相同的数据集划分和evaluation metric 多次划分训练集测试集来测试,保存每一次测试结果,汇总模型得分,计算得分可靠性

prediction_workflow's People

Contributors

antaressgzz avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.