Transformers

DIAMOND: Visual Details Matter in Atari and Diffusion for World Modeling

It was in 2018, when the thought of reinforcement learning within the context of a neural network world model was first introduced, and shortly, this fundamental principle was applied on world models. A number...

User Motion Sequence Modeling: From Attention to Transformers and Beyond

The search to LLM-ify recommender systemsThis simplistic approach corresponds roughly to a bag-of-words approach within the NLP domain: it really works, but it surely’s removed from ideal. Pooling doesn't have in mind the sequential...

Understanding Transformers

An easy breakdown of “Attention is All You Need”¹The transformer got here out in 2017. There have been many, many articles explaining how it really works, but I often find them either going too...

Deep Dive into Transformers by Hand ✍︎

Explore the main points behind the facility of transformersThere was a latest development in our neighborhood.A ‘Robo-Truck,’ as my son likes to call it, has made its latest home on our street.It's a Tesla...

Transformers: How Do They Transform Your Data?

Diving into the Transformers architecture and what makes them unbeatable at language tasksObserving the plot of projected embeddings for every training point, we are able to see the clear distinction between positive (blue)...

The Rise of Mixture-of-Experts for Efficient Large Language Models

On this planet of natural language processing (NLP), the pursuit of constructing larger and more capable language models has been a driving force behind many recent advancements. Nonetheless, as these models grow in size,...

A Complete Guide to Write your personal Transformers

An end-to-end implementation of a Pytorch Transformer, through which we are going to cover key concepts reminiscent of self-attention, encoders, decoders, and way more.We will clearly see that the model attends from right to...

Time Series Prediction with Transformers

A Complete Guide to Transformers in PytorchAt the most recent for the reason that advent of ChatGPT, Large Language models (LLMs) have created an enormous hype, and are known even to those outside the...

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