The High Cost of Training AI
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AI development requires massive amounts of data to train models properly. OpenAI's GPT-3 was
trained on 45 terabytes of text data, which equals roughly 300 billion words. Training a single
large AI model can cost up to 12 million dollars in computing resources alone. Developers often
run thousands of experiments before finding the right model configuration. Here's the crazy
part. AI models can take months to train on supercomputers with thousands of
GPUs running simultaneously. And the carbon footprint from training one large AI model equals five times the lifetime
emissions of an average car. Yet developers are now creating smaller, more efficient models
that run on smartphones.
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