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Teaching & Learning Center: Foster understanding of how AI works

Use this guide as a central hub to all the Professional Development tracks CPTC has to offer

Foster understanding of how AI works

A circuit board in the shape of a brain

In delving into the intricacies of Artificial Intelligence (AI), the first port of call is understanding its foundational principles. AI, at its core, is a fusion of algorithms, data, and computation, orchestrated towards the emulation of human-like cognition and decision-making. It's the herald of a digital epoch, where machines glean insights from data, learn from it, and even adapt over time. The voyage into the mechanics of AI is akin to understanding the nervous system of this digital era.

The cornerstone of AI is Machine Learning (ML), a subset that allows computers to learn from data. ML thrives on algorithms, the recipes that guide the system in finding patterns or regularities within the data. A deeper dive reveals Neural Networks, inspired by human brain workings, which foster learning from an interconnected web of nodes. The more advanced cousin, Deep Learning, takes this a notch higher with complex, multi-layered networks capable of astonishing feats of prediction and classification.

A pivotal aspect of AI's working is its ability to process vast swathes of data at blistering speeds, a feat unattainable by human brains. This data-driven nature of AI makes it a potent tool in today's data-abundant world. The fuel to this fire is Big Data, the boundless oceans of digital information that feed the AI engines.

Understanding AI's mechanics is not a mere academic endeavor but a key to unlocking informed discourse and decision-making in our increasingly digital society. By dissecting the inner workings of AI, we foster a community of informed individuals, adept at navigating the digital tide.

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Article on when and why one should explain how AI works, hinting at the importance of understanding AI for various stakeholders.

What is Artificial Intelligence? Mozilla Explains.

Video that explains AI as software that learns patterns from information, showcasing practical applications like email and product suggestions.

A list of resources, articles, and opinion pieces relating to LLMs

AIHub has collected some of the articles, opinion pieces, videos and resources relating to large language models (LLMs).

How ChatGPT Works Technically | ChatGPT Architecture

The video explains the technical workings and architectural design of ChatGPT, offering insight into the mechanisms powering this LLM.