TPUs Courses and Certifications

AI Infrastructure: Cloud TPUs

17 ratings at DataCamp

Compare Google Cloud TPU accelerators, weigh their advantages and drawbacks for business AI workloads, and apply performance strategies and GPU/TPU interoperability through practical demos.

• DataCamp
• 1 hour
• Self-Paced
• Free Trial Available

AI Infrastructure: Cloud TPUs

13 ratings at Coursera

Compare Cloud TPU accelerators, weigh their advantages and drawbacks against GPUs, and apply strategies for maximizing AI model performance, efficiency, and GPU/TPU interoperability.

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course

AI Infrastructure: Cloud TPUs

Explore Cloud TPU architecture, options, accelerator interoperability, and strategies for improving AI model performance and efficiency.

• Google Skills
• 1 hour
• Self-Paced
• Free Online Course

How to Use TPUs for Inference

Learn to use Cloud TPUs for AI model inference, from TPU architecture and deployment decisions to performance monitoring and vLLM-based serving.

• Google Skills
• 1 hour
• Self-Paced
• Free Online Course

Kaggle

Tensor Processing Units - TPUs

Explore TPU architecture, systolic arrays, bfloat16, TFRecords, and practical techniques for troubleshooting and optimizing deep-learning workloads.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Trelis Research

Benchmarking Google's TPUs vs Nvidia GPUs for AI Inference

Explore the performance comparison between Google's TPUs and Nvidia GPUs for AI inference, with detailed benchmarking results, hardware specifications, and parallel processing approaches.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Anyscale

Developing Ray Applications on Google Cloud TPUs

Learn to develop performant, large-scale ML applications using Ray on Google Cloud TPUs, increasing productivity for specialized machine learning workloads.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

Infraestrutura de IA: Cloud TPUs

Conheça vantagens, limitações e opções de TPUs do Google para otimizar o desempenho e a eficiência de modelos de IA.

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course

Google Cloud Tech

Improve GPU/TPU Obtainability with DWS Flex Start on GKE

Discover how Dynamic Workload Scheduler (DWS) Flex Start on GKE improves access to GPU/TPU resources by allowing future resource requests, enhancing obtainability and cost-performance ratio.

• YouTube
• 10 minutes
• Self-Paced
• Free Video

Anyscale

Scaling LLMs on Google Cloud - Synergy Between Ray, TPU, and GKE

Discover how to optimize LLM deployments using Ray, TPUs, and GKE on Google Cloud, focusing on performance optimization, memory management, and large-scale orchestration techniques.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

AI Infrastructure: Introduction to AI Hypercomputer

18 ratings at DataCamp

Get started with AI hypercomputers: explore their components, from GPUs to TPUs, and use Google Cloud GPUs to accelerate AI training and inference.

• DataCamp
• 1 hour
• Self-Paced
• Free Trial Available

AI Infrastructure: Cloud GPUs

15 ratings at DataCamp

Compare CPUs, GPUs, and TPUs for AI workloads and learn to select and optimize Google Cloud GPUs for faster model training and inference.

• DataCamp
• 1 hour
• Self-Paced
• Free Trial Available

This learning path, designed for intermediate to advanced technical learners, offers on-demand courses to specialize in AI Infrastructure on Google Cloud.

• DataCamp
• 6 hours
• Self-Paced
• Free Trial Available

AI Infrastructure：Cloud TPU

比较 Cloud TPU 加速器，学习优化 AI 模型性能并构建 GPU/TPU 互操作工作流。

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course

AI Infrastructure : Cloud TPU

Découvrez les TPU Cloud de Google, comparez leurs accélérateurs et optimisez les performances de modèles d’IA grâce à l’interopérabilité GPU/TPU.

• Coursera
• 2 weeks, 2 hours a week
• Self-Paced
• Paid Course