Kerem AydınWhat is Retrieval Augmented Generation(RAG) and how does it work?In this article, we will delve into what retrieval augmented generation is, how does it work, why do we need it and how do we use it.Jul 252Jul 252
Kerem AydınVisual Prompt Engineering ExplainedPrompt engineering used to be only applicable in natural language processing tasks, however with the development of visual encoders that…May 102May 102
Kerem AydınHow to make Large Language Models smaller and faster?(Quantization)Large Language Models have now become indispensable for any task that includes human language. As any other neural network model, large…Apr 231Apr 231
Kerem AydınWhat are Visual Language models and how do they work?In this article, we will delve into Visual Language models and understand how they work.Feb 29Feb 29
Kerem AydınEverything to learn about Large Language Models(Part 3/3 Evaluation)Now that we learned what Large Language Models are[1] and how to build or modify them[2]. The question that comes after this is ‘how do we…Jan 24Jan 24
Kerem AydınWhat is an LLM Agent and how does it work?The main intuition behind agents is a model using a large language model as its central computational engine to reason through a problem…Jan 92Jan 92
Kerem AydınEverything to learn about Large Language Models(Part 2/3 Pre-training and Fine-tuning)Now that we understood how the LLMs work in my previous article. In this article, we will examine how an LLM is pre-trained and fine-tuned.Dec 2, 2023Dec 2, 2023
Kerem AydınEverything to learn about Large Language Models(Part 1/3- How do LLMs work?)Large language models (LLMs) are a subset of deep learning and refer to large general-purpose language models that can be pre-trained and…Nov 30, 2023Nov 30, 2023
Kerem AydınHow do computers perceive images?As humans, we perceive vision through our eyes that capture photons and our brain build information of what we see everyday. However, since…Jun 19, 2023Jun 19, 2023
Kerem AydınHow do computers understand human languages?How to represent text for Natural Language ProcessingMar 23, 2023Mar 23, 2023