Cheat Sheet for
Machine Learning
Machine Learning - answers A subset of AI that enables systems to learn and improve
from experience
Deep Learning - answers A subset of machine learning using neural networks with
multiple layers
Business Objectives - answers Define what problem you're solving
Data Preparation - answers Collect, prepare and label data
Data Augmentation - answers Increase dataset size and variety
Model Development - answers Choose model architecture
Model Training - answers Train the model with prepared data
Model Evaluation - answers Measure performance
Model Deployment - answers Implement in production
Model Monitoring - answers Continuous assessment
Business Objectives - answers Must relate to bottom line and business value
Specific, measurable goals - answers Define specific, measurable goals
100% accuracy necessity - answers Consider if 100% accuracy is necessary or if partial
improvement provides value
Current costs calculation - answers Calculate current costs of not solving the problem
Image Formation - answers Follow proper image acquisition fundamentals such as
camera position, field of view, resolution, lighting, and filters
Good image formation - answers Good image formation reduces required dataset size
Training set - answers Used to build the model
