TPUs Courses and Certifications

Yannic Kilcher

All About AI Accelerators - GPU, TPU, Dataflow, Near-Memory, Optical, Neuromorphic & More

Comprehensive exploration of AI accelerator technologies, from GPUs to emerging innovations like neuromorphic computing, discussing their principles, advantages, and future potential in advancing artificial intelligence.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Online Course

Google Cloud;  Google

Production Machine Learning Systems

980 ratings at Coursera

Dive into building high-performing ML systems in production, covering key components, best practices, and design considerations for optimal performance and adaptability.

• Coursera
• 18 hours 36 minutes
• On-Demand
• Free Online Course (Audit)

Kaggle

Deep Learning

1 review

Explore deep learning fundamentals, computer vision, TensorFlow, Keras, transfer learning, and advanced topics like TPUs in this comprehensive introduction to neural networks.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

1littlecoder

PyTorch NLP Model Training and Fine-Tuning on Colab TPU Multi-GPU with Accelerate

Learn to train and fine-tune PyTorch NLP models on Colab TPU using Hugging Face's Accelerate library for efficient multi-GPU/TPU implementation with minimal code changes.

• YouTube
• 23 minutes
• On-Demand
• Free Online Course

Aleksa Gordić - The AI Epiphany

Machine Learning with JAX - From Hero to HeroPro+

Advanced JAX tutorial covering PyTrees, parallelism, multi-device training, and advanced techniques for efficient machine learning model implementation and training.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Online Course

Devoxx

Solving a Complex Game with AI and All the Google Cloud Power

Explore AI-powered game solving using Google Cloud, focusing on reinforcement learning to tackle the complex 8-bit RPG "The Abbey of Crime" and overcome its challenging solution space.

• YouTube
• 50 minutes
• On-Demand
• Conference Talk

CNCF [Cloud Native Computing Foundation]

Making the Most Out of Hardware Accelerators in Kubernetes Clusters

Optimize GPU and TPU usage in Kubernetes clusters for MLOps. Learn efficient hardware accelerator management, scaling, and time-sharing techniques to enhance machine learning workloads.

• YouTube
• 25 minutes
• On-Demand
• Free Online Course

CNCF [Cloud Native Computing Foundation]

Intro - CNCF SIG-Runtime

Explore cloud-native runtime technologies, projects, and specialized architectures with CNCF SIG-Runtime. Learn about orchestration, scheduling, and emerging trends in Edge, IoT, AI/ML, and more.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

CNCF [Cloud Native Computing Foundation]

On-Demand Systems and Scaled Training Using the JobSet API

Explore JobSet API for efficient orchestration of complex workflows, enabling scaled ML training and on-demand HPC systems. Learn deployment techniques and see results from large-scale experiments.

• YouTube
• 35 minutes
• On-Demand
• Free Online Course

CNCF [Cloud Native Computing Foundation]

Navigating the Processing Unit Landscape in Kubernetes for AI Use Cases

Explore specialized processing units for AI/ML workloads in Kubernetes. Learn about GPUs and TPUs, their strengths, and effective implementation strategies for parallel processing in AI applications.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Venelin Valkov

Google Gemini - Technical Report on Model Architecture, Dataset, and Training

Explore Google's Gemini AI model family: architecture, datasets, and performance across text, image, video, and speech benchmarks. Learn how it advances multimodal AI and sets new records.

• YouTube
• 24 minutes
• On-Demand
• Free Online Course

Olivio Sarikas

Google I/O 2024 - Key AI Advancements and Their Implications

Explore Google I/O 2024's AI innovations: Gemini upgrades, Veo video generation, Trillium TPUs, enhanced search, and Gemini Nano for Android, revolutionizing user interactions across devices and services.

• YouTube
• 25 minutes
• On-Demand
• Free Online Course

Production Machine Learning Systems - Español

Explora componentes y prácticas para crear sistemas de AA de alto rendimiento en producción, abordando entrenamiento, inferencia, TensorFlow distribuido y TPU.

• Coursera
• 16 hours 46 minutes
• On-Demand
• Free Online Course (Audit)

Production Machine Learning Systems - Français

Explorez les composants et bonnes pratiques pour construire des systèmes de ML performants en production, en abordant l'entraînement, l'inférence, les tâches distribuées et les TPU.

• Coursera
• 16 hours 46 minutes
• On-Demand
• Free Online Course (Audit)

Production Machine Learning Systems - Português Brasileiro

Aprenda a criar sistemas de ML eficientes para produção, abordando treinamento, inferência, TensorFlow distribuído e TPUs. Conheça práticas para sistemas adaptáveis e de alto desempenho.

• Coursera
• 16 hours 46 minutes
• On-Demand
• Free Online Course (Audit)