Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
Por um escritor misterioso
Last updated 17 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://images.mirror-media.xyz/publication-images/6SJDZ1J_97SEbL2Qsevqg.png?height=544&width=1088)
The Machine Learning Compute Protocol and our future — Gensyn
Training cost function over 500 epochs
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://preview.redd.it/llama-2-scaling-laws-v0-0xghtzxdvzcb1.png?width=652&format=png&auto=webp&s=044e411c1bab79e66fc561ddafdd48aacc5e7535)
Llama 2 Scaling Laws : r/LocalLLaMA
![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
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.researchgate.net/publication/338504903/figure/fig2/AS:845782898966529@1578661765330/Training-history-of-1000-epochs-iteration-of-CNN-model-as-described-in-Table-2-The-blue.png)
Training history of 1000 epochs iteration of CNN model as
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://epochai.org/assets/images/unsorted/48dfc7af53605ca8.jpg)
Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
![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/large-scale-training-compute-cost.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.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://epochai.org/assets/images/trends/thumbnail.png)
AI Trends – Epoch
Announcing Epoch's dashboard of key trends and figures in Machine
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://www.economist.com/content-assets/images/20230624_STD001.jpg)
The bigger-is-better approach to AI is running out of road
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://epochai.org/assets/images/posts/2022/gpu-perf/gpu-perf-banner.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.mdpi.com/jrfm/jrfm-16-00312/article_deploy/html/images/jrfm-16-00312-g001.png)
JRFM, Free Full-Text
![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
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