The MNIST Dataset
When starting your journey in Computer Vision and Machine Learning, you will inevitably encounter MNIST. It is widely considered the "Hello World" of Machine Learning.
Dataset Characteristics
- Contains 70,000 images of handwritten digits (0-9).
- Each image is in grayscale.
- Every image is uniformly sized at exactly 28x28 pixels.
The Task
Classification
Given a single 28x28 pixel image, the goal of the ML model is to predict the correct number (0 through 9). Assigning an input to a discrete category is known as Classification.
Conceptual Model