I Want to Learn Everything! Track

Description: Start here if you want to complete the entire One AI Academy. You will discover what One AI has to offer, understand how One Model security interacts with One AI machine learning, gain foundational machine learning knowledge, and learn how to create, interpret, and refine machine learning models. Additionally, you'll explore One AI embedded insights such as forecasting and table insights. You will also learn about Generative AI in our webinar series.

Please note that modules should be watched in order, as each builds upon the previous ones. 

Time to Complete: ~8 hours (webinar series is not factored into time to complete)

Modules

1.  Welcome to One AI Academy

Introduction to One AI 

1.  What is One AI?
2.  One Model Security & One AI

Machine Learning 101

1.  Introduction to Machine Learning
2.  Supervised Learning
3.  Data Exploration
4.  Data Preprocessing
5.  Feature Engineering
6.  Cross-Validation
7.  Classifications
8.  Regressions
9.  Automated Machine Learning (AutoML)
10.  Model Deployment
11.  Ethical Considerations in Machine Learning

Machine Learning Modeling in One Model

1.  One AI Recipes
2.  Generative Attributes
3.  Scheduling Models & Data Augmentations
4.  Voluntary Attrition Risk Model 
5.  New Hire Failure Risk Model
6.  High Performer Likelihood Model
7.  Promotion Classification Model 
8.  Custom Regression Model (Salary Prediction)
9.  One AI Machine Learning Model Troubleshooting Guide

Interpreting Models in One Model

1.  SHAP
2.  One AI Exploratory Data Analysis (EDA) Report
3.  One AI Results Summary
4.  Classification Model Evaluation 
5.  Regression Model Evaluation

Refining Models in One Model

1.  Model Refinement
2.  Global Settings Module Series
3.  Advanced Configuration Module Series

One AI Model Metric & Storyboard Creation

1.  Creating Metrics & Storyboards for Attrition Risk Models
2.  Creating Metrics & Storyboards for New Hire Success / Failure Risk Models
3.  Creating Metrics & Storyboards for High Performer Likelihood Models

Embedded Insights

1.  Introduction to Embedded Insights 
2.  One AI Forecasting
3. One AI Table Insights 

Webinar Series 

1. Understand, Then Maybe Predict
2. Generative AI - From Hammer to Solution