Language Modeling ( LLM ) * What is Language Modeling : Language modeling powers modern NLP by predicting words based on context, using statistical analysis of vast text data. It's essential for tasks like word prediction and speech development, driving innovation in understanding human language. Types of language models : N-gram Models : These models predict the next word based on the preceding n-1 words, where n is the order of the model. For example, a trigram model (n=3) predicts the next word using the two preceding words. N-gram Language Model Example : Consider a simple corpus of text: I love hiking in the mountains. The mountains are beautiful. Trigram Model: P("in" | "hiking", "love") = Count("hiking love in") / Count("hiking love") P("are" | "mountains", "the") = Count("mountains the are") / Count("mountains the") Neural Language Models: Neural network-based language...
DATA SCIENCE