"next generation of highly compute-efficient multimodal models"

"A Foolish Consistency is the Hobgoblin of Little Minds"

"error handling is intuitive"

"Flat is better than nested."

"this is sounding awfully familiar."

"When appropriate"

"not a modular toolbox of building blocks for neural nets."

"Content-based filtering methods are based on a description of the item and a profile of the user's preferences"

"Collaborative filtering is based on the assumption that people who agreed in the past will agree in the future"

"since it often causes poorly readable code."

"since it often causes poorly readable code."

"Graph neural networks (GNNs) are artificial neural networks designed for tasks whose inputs are graphs."

"Language models are useful for a variety of tasks"

"Deeper neural networks are more difficult to train."

"Language models are useful for a variety of tasks"

"Use spread syntax with restraint."

"each generation ends up corresponding to a new step in a random walk of model parameters"

"There is no information about the world which is hidden from the state."

"unpredictable phenomenon that we refer to as emergent abilities"

"A model is transparent "if the processes that extract model parameters from training data and generate labels from testing data can be described and motivated by the approach designer.""