Trends in the Dollar Training Cost of Machine Learning Systems – Epoch
Por um escritor misterioso
Last updated 05 julho 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://miro.medium.com/v2/resize:fit:1400/1*i_lp_hUFyUD_Sq4pLer28g.png)
Epoch vs Batch Size vs Iterations, by SAGAR SHARMA
![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_Fig4_HTML.png)
The Statistical Impact of Artificial Intelligence Towards the
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://substackcdn.com/image/fetch/h_600,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2F75adff6a-988a-4161-81c4-c1ec982dd592_1379x596.png)
Developer-Led Landscape: Complexity, Automation & A Future of
Estimating 🌴PaLM's training cost
![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://datascientest.com/wp-content/uploads/2022/11/epoch-machine-learning-2.png)
Epoch : An essential notion in real-time programming
![Trends in the Dollar Training Cost of Machine Learning Systems – Epoch](https://i0.wp.com/steveblank.com/wp-content/uploads/2022/05/AI-Definition.jpg?ssl=1)
Steve Blank Innovation and Entrepreneurship
![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://epochai.org/assets/images/team/square-small/ben-cottier.jpg)
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://39669.cdn.cke-cs.com/rQvD3VnunXZu34m86e5f/images/712506fa6ea7d8b58c4f00a3691644d9fd3c09c95c0b0511.png)
Compute Trends Across Three eras of Machine Learning — LessWrong
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