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AI Technology Stack: Machine Learning, Deep Learning, and Beyond #ArtificialIntelligence

The AI Technology Stack: Machine Learning, Deep Learning and beyond | by Ghada Fourane | Jul, 2024

In today’s tech-savvy world, Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning are buzzwords that aim to mimic human intelligence and solve problems more efficiently. Machine learning algorithms learn from data to recognize patterns and make predictions without human instruction, with popular use cases including recommendation systems and fraud detection in the financial sector. Deep learning, drawing on a model of the brain, uses artificial neural networks to process data by learning from experience, enabling more abstract and complex representations. Neural Networks, the backbone of both Machine Learning and Deep Learning, process information and learn from data, with real-world applications including self-driving cars. Large Language Models, built upon neural networks, use billions of parameters trained on vast amounts of text data to understand and generate human-like text. These technologies, driven by exponential growth in data and computing power, have evolved rapidly in the last decade, showcasing the incredible potential of AI in augmenting and enhancing human capabilities. The journey from simple neural networks to sophisticated AI systems has been extraordinary, with AI becoming increasingly capable of understanding and mimicking human behavior as we generate more data through digital interactions. Large Language Models, in particular, demonstrate the power of scale in AI by synthesizing knowledge in ways that can surprise even their creators.

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Source link: https://medium.com/@ghada.fourane_38966/the-ai-technology-stack-machine-learning-deep-learning-a-e1c4ef7eaf43?source=rss——large_language_models-5

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