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Plotly for Machine Learning

Visualize ML models like a pro! Master data science visualization for high-paying careers.

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Plotly for Machine Learning

3 Modules

Course Curriculum

3 Modules · 9 Chapters · 9 Topics · 76 Sub-topics

Introduction to Plotly

1 Topics

Getting Started with Plotly

6 Sub-topics

What is Plotly and Why Use It

Installing Plotly

Plotly Architecture Overview

First Plot with Plotly

Understanding Plotly Rendering Modes

Plotly vs Other Visualization Libraries

Plotly Express Fundamentals

1 Topics

Plotly Express Basics

6 Sub-topics

Introduction to Plotly Express

Understanding the Simple API

Working with DataFrames

Color Scales and Color Mapping

Faceting and Trellis Plots

Built-in Datasets in Plotly

Data Integration

1 Topics

Data Source Integration

10 Sub-topics

Working with Pandas DataFrames

NumPy Array Integration

JSON Data Handling

CSV File Data Loading

Excel File Integration

SQL Database Connections

API Data Fetching and Plotting

Real-Time Data Streaming

Large Dataset Handling

Data Preprocessing for Plotly

Statistical Charts

1 Topics

Statistical Visualizations

10 Sub-topics

Histograms

Box Plots

Violin Plots

Strip Plots

Density Heatmaps

Contour Plots

2D Histograms

Distribution Plots

Error Bars and Error Bands

Rug Plots

Statistical Analysis Visualizations

1 Topics

Statistical Analysis Charts

8 Sub-topics

Regression Lines and Fits

Confidence Intervals

Marginal Plots

Facet Grids for Analysis

Statistical Annotations

Time Series Decomposition Plots

Residual Plots

Q-Q Plots

3D Visualizations

1 Topics

Three-Dimensional Charts

9 Sub-topics

3D Scatter Plots

3D Line Plots

3D Surface Plots

3D Mesh Plots

3D Ribbon Plots

3D Isosurface Plots

3D Cone Plots

3D Streamtube Plots

Camera Controls and Viewing Angles

Domain-Specific Applications

1 Topics

Industry-Specific Visualizations

8 Sub-topics

Biology and Genomics Plots

Chemistry Molecular Visualizations

Physics Simulation Plots

Network Graphs

Social Network Visualizations

Machine Learning Result Visualizations

A/B Testing Result Plots

Survey Data Visualizations

Interactivity Features

1 Topics

Interactive Controls

11 Sub-topics

Hover Information Customization

Click Events and Interactions

Selection and Highlighting

Zoom and Pan Controls

Buttons and Dropdowns - Part 1 (Basics)

Buttons and Dropdowns - Part 2 (Advanced)

Sliders for Animation Control

Range Sliders and Selectors

Custom Modebar Buttons

Double-Click Behavior

Dragging and Resizing Elements

Advanced Real-World Projects

1 Topics

Production Applications

8 Sub-topics

Building Complete Dashboards

Multi-Page Analytics Applications

Real-Time Monitoring Systems

Report Generation Automation

Interactive Data Exploration Tools

Custom Visualization Libraries

Plotly in Production Environments

CI/CD for Visualization Projects

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Plotly for Machine Learning

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

Start Your Journey Today

Plotly for Machine Learning

Certificate of Completion

Course Curriculum

Student Reviews

Frequently Asked Questions

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