Build a Machine Learning Web App with Streamlit and Python

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このガイド付きプロジェクトでは、次のことを行います。

Build interactive web applications with Streamlit and Python

Train Logistic Regression, Random Forest, and Support Vector Classifiers using scikit-learn

Plot evaluation metrics for binary classification algorithms

Clock1.5 hours
Intermediate中級
Cloudダウンロード不要
Video分割画面ビデオ
Comment Dots英語
Laptopデスクトップのみ

Welcome to this hands-on project on building your first machine learning web app with the Streamlit library in Python. By the end of this project, you are going to be comfortable with using Python and Streamlit to build beautiful and interactive ML web apps with zero web development experience! We are going to load, explore, visualize and interact with data, and generate dashboards in less than 100 lines of Python code! Our web application will allows users to choose what classification algorithm they want to use and let them interactively set hyper-parameter values, all without them knowing to code! Prior experience with writing simple Python scripts and using pandas for data manipulation is recommended. It is required that you have an understanding of Logistic Regression, Support Vector Machines, and Random Forest Classifiers and how to use them in scikit-learn. Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

あなたが開発するスキル

Data ScienceMachine LearningPython ProgrammingStreamlitScikit-Learn

ステップバイステップで学習します

ワークエリアを使用した分割画面で再生するビデオでは、講師がこれらの手順を説明します。

  1. Project Overview and Demo

  2. Turn Simple Python Scripts into Web Apps

  3. Load the Mushrooms Data Set

  4. Creating Training and Test Sets

  5. Plot Evaluation Metrics

  6. Training a Support Vector Classifier

  7. Training a Support Vector Classifier (Part 2)

  8. Train a Logistic Regression Classifier

  9. Training a Random Forest Classifier

ガイド付きプロジェクトの仕組み

ワークスペースは、ブラウザに完全にロードされたクラウドデスクトップですので、ダウンロードは不要です

分割画面のビデオで、講師が手順ごとにガイドします

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