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Language Models

Towards Data Science

What is a Language Model and how to train one? Machine Learning approaches used to train, outputs and utility of Language Models

It is raining Language Models! All about the new Small Language Models — Phi-2

Towards AI

It is raining Language Models! All about the new Small Language Model— Phi-2 The Dawn of Small Language Models: Introducing Phi-2 that outperformed Llama-2(70B), which is 25 times its size! Image by ...

Small But Mighty — The Rise of Small Language Models

Towards Data Science

Our world has been strongly impacted by the launch of Large Language Models (LLMs). They exploded onto the scene, with GPT-3.5 amassing a million users in a single app in just five days — a testament ...

Language Modeling

Towards Data Science

As you might have guessed by now, language modeling is a use-case employed by us daily, and still, its a complicated concept to grasp. REALM (Retrieval-Augmented Language Model Pre-Training) is the…

Language Models

Dive intro Deep Learning Book

In Section 9.2 , we see how to map text sequences into tokens, where these tokens can be viewed as a sequence of discrete observations, such as words or characters. Assume that the tokens in a text se...

N-Gram Language Models

Towards Data Science

N-Gram Language Models, Laplace Smoothing, MLE, Perplexity, Katz backoff

Not-So-Large Language Models: Good Data Overthrows the Goliath

Towards Data Science

(Image generated by DALL·E) How to make a million-sized language model that tops a billion-size one In this article, we will see how Language Models (LM) can focus on better data and training strategi...

Some Technical Notes About Phi-3: Microsoft’s Marquee Small Language Model

Towards AI

The model ius able to outperform much larger alternatives and now run locally on mobile devices. Created Using Ideogram I recently started an AI-focused educational newsletter, that already has over ...

The beginners guide to language models

Towards Data Science

The science of extracting information from textual data has changed dramatically over the past decade. As the term Natural Language Processing took over Text Mining as the name of this field, the…

Large Language Models Just Got A Whole Lot Smaller

Towards Data Science

TLDR: Large Language Models (LLMs for short) are currently huge, costly to run, and have a significant carbon footprint . Recent advancements in model compression and system-level optimization methods...

An Overview of Large Language Models

Better Programming

An introduction to large language models, including vectorization, transformers, common nlp models, and considerations for designing apps with OpenAI tokens and PEFT. Large Language Models Utilizing ...

Character Level Language Models

Towards Data Science

Language models (LMs) are a crucial element in Natural Language Processing (NLP). A good LM can describe the relationship between words and help ma- chines to understand the meaning of words or…