Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
Descrição
I combine training compute and GPU price-performance data to estimate the cost of compute in US dollars for the final training run of 124 machine learning systems published between 2009 and 2022, and find that the cost has grown by approximately 0.5 orders of magnitude per year.
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://39669.cdn.cke-cs.com/rQvD3VnunXZu34m86e5f/images/712506fa6ea7d8b58c4f00a3691644d9fd3c09c95c0b0511.png)
Compute Trends Across Three eras of Machine Learning — LessWrong
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://media.springernature.com/lw685/springer-static/image/chp%3A10.1007%2F978-981-19-8703-8_25/MediaObjects/535866_1_En_25_Fig1_HTML.png)
The Statistical Impact of Artificial Intelligence Towards the
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.researchgate.net/publication/357346082/figure/fig1/AS:1105608560394251@1640609030383/Error-metrics-estimated-during-the-learning-process-with-respect-to-the-epochs-Values-of.jpg)
Error metrics estimated during the learning process with respect
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.visualcapitalist.com/wp-content/uploads/2023/09/CP_AI-Computation_Scaled.png)
Charted: The Exponential Growth in AI Computation
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://miro.medium.com/v2/resize:fit:2000/1*DMKgzsPKQ7LT1pUBfzWK5g.png)
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![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://static.hindawi.com/articles/scn/volume-2021/9956773/figures/9956773.fig.006b.jpg)
Gradient Descent Optimization in Deep Learning Model Training
Estimating 🌴PaLM's training cost
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://epochai.org/assets/images/posts/2023/trends-in-the-dollar-training-cost-of-machine-learning-systems/record-setting-training-cost-gpu-price.png)
Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.business-science.io/assets/2018-12-04-time-series/time_series_deep_learning.png)
Time Series Analysis for Business Forecasting with Artificial
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://epochai.org/assets/images/team/square-small/ben-cottier.jpg)
Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
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