YoVDO

Interactive Machine Learning Dashboards using Plotly Dash

Offered By: Coursera Project Network via Coursera

Tags

Machine Learning Courses Data Visualization Courses Dimensionality Reduction Courses Key Performance Indicators Courses Customer Segmentation Courses Model Evaluation Courses

Course Description

Overview

In this 2 hour long project-based course, you will learn how to create an HTML outline of a Plotly Dash dashboard. You will design interactive dropdown lists, radio buttons, and most importantly, scatter plots and bar charts that respond to your mouse's hover. You will learn how to visualize dimensionality reduction results intuitively and interactively, and see how these models can be used in Customer Segmentation. Furthermore, we will discuss how to critically evaluate these models, and what to look out for in a well-performing model. 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.

Syllabus

  • Interactive Machine Learning Dashboards using Plotly Dash
    • In this 2 hour long project, you will learn how to create an HTML outline of a Plotly Dash dashboard. You will design interactive dropdown lists, radio buttons, and most importantly, scatter plots and bar charts that respond to your mouse's hover. You will learn how to visualize dimensionality reduction results intuitively and interactively, and see how these models can be used in Customer Segmentation. Furthermore, we will discuss how to critically evaluate these models, and what to look out for in a well-performing model.

Taught by

Ari Anastassiou

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent