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How to train LLMs with knowledge distillation

Knowledge distillation is an area of research into more efficient Transformers which trains small models (students) by encouraging them to reproduce the outputs of large models (teachers). This is a technique which initially gained popularity on classification tasks in computer vision, but has been successfully applied in several domains, including LLMs. If you start from...

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From Web to App to AI: Navigating the Evolution of Business in the AI Era

In the rapidly changing digital landscape, businesses have witnesses a remarkable evolution from web-based operations to app-centric models. Now, we are on the cusp of a new era dominated by Artificial Intelligence (AI). Let's delve into this next step of the digital evolution and unravel what it means for businesses today. The Evolutionary Leap: Web...

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Custom GPTs by OpenAI: A Revolutionary Leap or a Passing Fancy?

The last two weeks marked a significant milestone for OpenAI, with the introduction of a powerful new feature to their widely popular ChatGPT: custom GPTs. This addition heralds a new era in AI, enabling users to fundamentally alter the AI chatbot’s functioning. It's not just about tweaking communication styles; it's about feeding specific datasets for...

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Exploring the Capabilities of “Make It Real” by tldraw

A recent development in the field of software design and development involves tldraw's new feature, "Make It Real." This tool, incorporating OpenAI's GPT-4V API, offers the ability to convert vector drawings into functioning software code, specifically using Tailwind CSS and JavaScript. Technical Overview of "Make It Real" "Make It Real" operates by interpreting vector-based sketches...

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Computers in the 21st Century

In the early 90s of the 20th century, Mark Weiser introduced a vision of computing that was profoundly different from the desktop-centric model prevalent at the time. He foresaw a world where technology would become so ingrained in our environments that it would effectively disappear from view, seamlessly integrated into the background of our daily...

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Being Emotional is Good for AI

Within the intricate tapestry of human characteristics, emotional intelligence stands out as a defining attribute, a skill finely honed through the annals of history. It's a symphony of competencies, all playing their part in the intricate dance of emotional information processing. Emotional intelligence is our innate or learned ability to not only discern the emotional...

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AutoGen vs. ChatDev: Pioneering Multi-Agent Systems in the LLM Landscape

The technological landscape has been burgeoned by innovative frameworks that leverage large language models (LLMs) to accomplish complex tasks. Among the frontrunners in this realm are Microsoft's AutoGen and the open-source project, ChatDev. Both frameworks exemplify the profound capabilities of multi-agent mechanisms paired with LLMs, albeit serving different purposes and audiences. Microsoft's AutoGen: A New...

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