Canvass AI Fundamentals
Introduction to AI and Canvass Platform
Canvass Intro
How to use this course
Survey: Before we begin
What is AI
Machine Learning
Key Elements of AI
Survey: Basics
Well collapse forecasting
Moisture Forecasting
Fuel Consumption Optimization
Survey: Use Cases
Canvass Platform
Canvass Platform Workflow
Canvass Platform Benefits
Canvass AI Templates
Survey: Canvass Platform
Data Requirements
Data Collection Guidelines
Data Formatting
Sample Project
Sample File
Login and Data Upload
Survey: Login and Data Upload
Numerical and Categorical Tags
High Level Statistical Insights
Visualization Tools
Numerical - Time Series Analysis
Numerical - Histogram Analysis
Numerical - Scatter Plot Analysis
Numerical - Missing Data Chart
Categorical - Time Series Analysis
Categorical - Bar Chart Analysis
Categorical - Scatter Plot Analysis
Categorical - Missing Data Chart
Raw Data Table
Correlation Analysis
Adding New Data
Renaming and Deleting Projects
Survey: Data Exploration
Tag Aliasing and Description
Fill in Missing Data Points
Remove Outliers based on Thresholds
Time Range Removal
Define Proper Data Time Range
Prepare Data Using Categorical Tags
Select Informative Tags for AI Modeling
Optimize Sampling Rate
Survey: Data Preparation
Template Selection
Model Page
Simulation and Forecasting Models
Anomaly Detection Models
Survey: Model Training
Model Evaluation Page
Feature Importance Chart
Add Data to the Project
AI Experiments
Experiments Tracking
Survey: Model Evaluation and Experiments
Live Streaming
Survey: Live Streaming
Deployment
Monitoring
Survey: Deployment & Monitoring