Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
Por um escritor misterioso
Last updated 15 junho 2024
![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/banner.png)
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://pub.mdpi-res.com/jrfm/jrfm-16-00051/article_deploy/html/images/jrfm-16-00051-g001-550.jpg?1673593400)
JRFM, Free Full-Text
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.visualcapitalist.com/wp-content/uploads/2023/09/History-of-AI-Computation-shareable.jpg)
Charted: The Exponential Growth in AI Computation
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://imgur.com/ZfUOgtz.png)
What is Compute? - Transformative AI and Compute [1/4] — EA Forum
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.unite.ai/wp-content/uploads/2023/03/image5.png)
AI Training Costs Continue to Plummet
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://epochai.org/assets/images/posts/2023/trends-in-machine-learning-hardware/banner.png)
AI Trends – Epoch
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.mlq.ai/content/images/size/w1200/2022/11/Machine-Learning-for-Finance-Price-Prediction-Linear-Regression.png)
Machine Learning for Finance: Price Prediction with Linear
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.unite.ai/wp-content/uploads/2023/03/image6.png)
AI Training Costs Continue to Plummet
How to Estimate the Time and Cost to Train a Machine Learning
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.researchgate.net/profile/Xingjian-Li-7/publication/359129754/figure/fig2/AS:1131917592272905@1646881592303/Transfer-learning-performance-on-selected-datasets-We-can-observe-obvious-different_Q320.jpg)
PDF) Inadequately Pre-trained Models are Better Feature Extractors
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://timdettmers.com/wp-content/uploads/2023/01/GPUs_Ada_performance_per_dollar6.png)
The Best GPUs for Deep Learning in 2023 — An In-depth Analysis
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.unite.ai/wp-content/uploads/2023/03/image4-995x600.jpg)
AI Training Costs Continue to Plummet
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://thegeeksdiary.com/wp-content/uploads/2023/03/deep-learning-ai-business.jpg)
Introduction to Deep Learning with TensorFlow – Deep Learning 1
Announcing Epoch's dashboard of key trends and figures in Machine
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://a16z.com/wp-content/uploads/2023/04/3.-Prices-for-common-GPU-types-by-cloud-provider.png)
Navigating the High Cost of AI Compute
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