https://mjemison.com/home daily 1.0 2024-03-15 https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/1542234254854-73OSUGRKCYYYXQRB595G/Michael+Jemison+web.jpg Home https://mjemison.com/deep-learning-blog daily 0.75 2024-07-16 https://mjemison.com/deep-learning-blog/2023/2/20/how-lo-fi-to-makes-data-parallel-fine-tuning-painless-across-multiple-google-tpu-vms monthly 0.5 2023-05-03 https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/73150937-272a-47e0-aca8-68055255cfe1/unnamed+%281%29.jpg Deep Learning Blog - Lo-Fi Makes Data Parallel Fine Tuning Painless Multiple TPU VMs - Make it stand out The figure above is taken from Fort, Jastrzebski 2019. It depicts a geometric model of general neural network loss landscapes. Two low region values are depicted in purple, darker colors indicate regions of lower loss. https://mjemison.com/deep-learning-blog/2023/2/20/upscaling-stable-diffusion-images-on-google-tpu-v3-vms-to-6k-resolution monthly 0.5 2024-07-16 https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/48980de4-8459-4ee9-a283-a1e289f50fcb/inpaint_fix19.png Deep Learning Blog - Upscaling Images on TPU VMs to 6k Resolution w/ Stable Diffusion - Make it stand out Original Image @ 768 x 768 resolution https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/de7e35fe-a6ad-4032-9c97-00eef7104693/unnamed+%282%29.png Deep Learning Blog - Upscaling Images on TPU VMs to 6k Resolution w/ Stable Diffusion - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/7af15766-a07c-44cd-91dc-5700ba2d2022/testingnew_testing2709_1_3k.png Deep Learning Blog - Upscaling Images on TPU VMs to 6k Resolution w/ Stable Diffusion - Make it stand out Upscaled image @ 6144 x 6144 (resized to 3072 x 3072 to fit under 20 MB limit of this blog platform) https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/6ac808da-c703-4cec-883f-496645de795b/unnamed+%281%29.png Deep Learning Blog - Upscaling Images on TPU VMs to 6k Resolution w/ Stable Diffusion - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/e9bf1180-0a83-483e-b263-a8346720185c/testingnew_testing2709_3_29k.png Deep Learning Blog - Upscaling Images on TPU VMs to 6k Resolution w/ Stable Diffusion - Make it stand out Upscaled Image @ 6k resolution (resized to 2900 x 2900 to fit under 20 MB limit of this blog platform( https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/b65c345f-d321-4057-8f08-f046cf444905/i1_keep15.png Deep Learning Blog - Upscaling Images on TPU VMs to 6k Resolution w/ Stable Diffusion - Make it stand out Original @ 768 x 768 resolution https://mjemison.com/deep-learning-blog/2023/5/2/adapting-learning-rates-in-full-precision-training-to-half-precision-training-on-tpus monthly 0.5 2023-05-03 https://images.squarespace-cdn.com/content/v1/5bec8977aa49a16cd34b4178/43f90a70-773c-4389-9fb1-09c62c7e62a9/Three_floating-point_formats.max-700x700.png Deep Learning Blog - Adapting Learning Rates in Full Precision Training to Half Precision Training on TPUs - Make it stand out Image taken from BFloat16: The secret to high performance on Cloud TPUs https://mjemison.com/resume daily 0.75 2020-01-23 https://images.squarespace-cdn.com/content/v1/58d00f106b8f5b01c8e73f52/1491858366054-VN3632LUL8YNY0SH4RCQ/color-3.png Resume