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Pangeanic Blog

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Word embeddings : An easy-to-understand guide

LinkedIn, blog posts and social media are full of content that describe how word embeddings are the basis for GenAI – the cornerstone of all things AI. If you speak to a machine learning engineer, a data scientist or mathematician, you’re likely to...

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Virtual Assistants with GenAI: Artificial Intelligence that Truly Helps

The increasing digitization of all processes has brought an unprecedented revolution in how we interact with technology.Although chatbots have a long history (see our development of the Museum Chatbot for Europeana), the new virtual assistants,...

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“Language is no longer human” - A review of the Multilingual magazine article

Multilingual magazine has recently published an article I wrote at the end of last year. “Language is no longer human” is both a statement and a thought-provoking exploration of what I consider a turning point for the translation industry in...

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Neural Machine Translation versus Prompting-Based LLM Translation - How Close Are We?

The recent GALA Association annual conference in Valencia has officially kick-started the conference season. And of course, the dominant issue (the only issue, I would say) was AI - or rather GenAI and how it is affecting the language industry,...

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How generative AI can help banking and financial institutions manage risk and regulatory compliance

We introduced ECO Chat at the Big Data & AI exhibition in London last week, where we frequently talk with banking and financial institutions, traditionally reluctant to major technological changes unless they have been previously tested and passed...

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Demystifying Mixture of Experts (MoE): The future for deep GenAI systems

Understand what a Mixture of Experts is how it works, and why it is behind the best LLM architectures.

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A short guide to Direct Preference Optimization (DPO)

Direct Preference Optimization (DPO) is a novel, emerging and innovative approach in the field of AI that makes use of the power of human preferences to optimize the performance of AI systems. Unlike traditional Reinforcement Learning algorithms,...

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What is AI and what is Artificial General Intelligence? (AGI)

Artificial Intelligence (AI) is a transformative branch of computer science that focuses on creating intelligent machines and systems that can perform tasks typically requiring human intelligence. By undergoing training, AI systems learn from vast...

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What is an LLM (Large Language Model)?

LLMs or Large Language Models (LLM) are advanced deep learning algorithms capable of performing a wide range of tasks related to natural language processing (NLP). At Pangeanic we know something about it because we have been building (more modest)...

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What Is Reinforcement Learning from Human Feedback (RLHF) and How Does It Work?

Reinforcement Learning from Human Feedback (RLHF) is a very hot topic for all of us in the AI space. In essence, everyone that was exposed to some kind of machine translation re-training either offline or online is quite familiar with the concept...

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