Data
A flat, simplified version of an excel spreadsheet
What is a .csv?
You can find this on a fashion runway, or predicting weather patterns using inputs and outputs.
What is a model?
A numerical measure used to assess model performance.
In computer lingo. This is the time it takes to get a response.
What is latency?
Its not the rapper, but you can save lyrics in this data structure that uses key:value pairs.
What is .json?
Making computers complete tasks that normally required humans.
What is artificial intelligence?
Boo! It's not a ghost. It's just a model giving confident but incorrect outputs.
What is a hallucination?
The ability of models to perform well on unseen data.
What is generalization?
Individual measurable inputs a model uses to make classifications or predictions.
What are features?
Computers learn and improve from data.
What is machine learning?
This test is named after this famous English computer scientists
What is the Turing Test?
Logging performance, feedback, drift, and errors over time.
What is monitoring?
In supervised learning, this is the correct answers or expected output the model tries to learn.
What are labels?
A failure mode where a model memorizes training data but performs poorly on new data.
What is overfitting?
The inductive knowledge process of observing, questioning, researching, hypothesizing, testing, analyzing, and communicating.
What is the scientific method?
Specialized hardware critical for modern machine learning due to parallel computation.
What is a GPU?
You don't use these at an arcade. These are small chunks of text that large language models actually process instead of full words.
What are tokens?
Numeric representations that convert text or objects into vectors capturing semantic meaning.
What are embeddings?
A measure of how wrong a model’s predictions are during learning.
What is a loss function?
This is defined by the 4 Vs: Volume, Variety, Velocity, and Veracity.
What is big data?