PinnedShashank PrasannainTowards Data ScienceHow Pytorch 2.0 accelerates deep learning with operator fusion and CPU/GPU code-generationA primer on deep learning compiler technologies in PyTorch for graph capture, intermediate representations, operator fusion, and more17 min read·Apr 20, 2023--3--3
PinnedShashank PrasannainTowards Data ScienceHow Docker Runs Machine Learning on NVIDIA GPUs, AWS Inferentia, and Other Hardware AI AcceleratorsLearn about how Docker simplifies access to NVIDIA GPUs, AWS Inferentia and scaling ML containers on Kubernetes14 min read·Sep 9, 2022--3--3
PinnedShashank PrasannainTowards Data ScienceAI accelerators, machine learning algorithms and their co-design and evolutionEfficient algorithms and methods in machine learning for AI accelerators — NVIDIA GPUs, Intel Habana Gaudi and AWS Training and Inferentia18 min read·Aug 24, 2022--1--1
PinnedShashank PrasannainTowards Data ScienceA complete guide to AI accelerators for deep learning inference — GPUs, AWS Inferentia and Amazon…Learn about CPUs, GPUs, AWS Inferentia, and Amazon Elastic Inference and how to choose the right AI accelerator for inference deployment26 min read·Oct 21, 2020--4--4
PinnedShashank PrasannainTowards Data ScienceChoosing the right GPU for deep learning on AWSHow to choose the right Amazon EC2 GPU instance for deep learning training and inference — from best performance to the most…25 min read·Jul 25, 2020--16--16
Shashank PrasannainPyTorchPyTorch sessions at NVIDIA GTC March 20, 2023Talks by PyTorch and Meta researchers and contributors at NVIDIA GTC 20235 min read·Mar 17, 2023----
Shashank PrasannaFrom free to production ready: Using Amazon SageMaker Studio Lab and Amazon SageMaker for machine…How to use free-to-use Amazon SageMaker Studio Lab and Amazon SageMaker together for your machine learning projects14 min read·Sep 21, 2022--1--1
Shashank PrasannainTowards Data ScienceAWS re:invent 2021 AI & Machine Learning Launches: 7 Things You Should KnowThe only re:invent AI/ML launch summary you’ll need15 min read·Dec 2, 2021--1--1
Shashank PrasannainTowards Data ScienceA quick guide to managing machine learning experimentsLearn how to organize your machine learning experiments, trials, jobs and metadata with Amazon SageMaker and gain peace of mind11 min read·Jul 14, 2020--2--2
Shashank PrasannainTowards Data ScienceA quick guide to using Spot instances with Amazon SageMakerLower your deep learning training costs with Managed Spot Training on Amazon SageMaker9 min read·Apr 25, 2020--1--1