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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 ...

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…

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 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...

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…

How Much Knowledge Can You Pack Into the Parameters of a Language Model? — A Summary

Towards Data Science

Recent work from Patroni et al. (2019) has shown how language models construct internal knowledge bases from the data used for pre-training. In this paper by Roberts et al. (2020), the authors try to…...

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...

Introduction To Large Language Model Projects For Beginners

Python in Plain English

Large Language Models (LLMs) like GPT-4 and BERT have revolutionized the field of Natural Language Processing (NLP). These models are… Continue reading on Python in Plain English

Your Company Needs Small Language Models

Towards Data Science

Image generated by Stable Diffusion When specialized models outperform general-purpose models “Bigger is always better” — this principle is deeply rooted in the AI world. Every month, larger models ar...

A Guide to Build Your Own Large Language Models from Scratch

Python in Plain English

Introduction Everyday, I come across numerous posts discussing Large Language Models (LLMs). The prevalence of these models in the research and development community has always intrigued me. With nam...