Scalability Courses and Certifications

Discover how to successfully manage AI projects from conception to deployment and scaling in production environments.

• Coursera
• On-Demand
• Paid Course

Microcredential

Advanced Machine Learning on Google Cloud

Comprehensive specialization on advanced ML topics using Google Cloud, covering production systems, computer vision, NLP, and recommendation systems with hands-on labs and real-world applications.

• Coursera
• 13 weeks, 6 hours a week
• On-Demand
• Paid Course
• 4 courses

Discover AI

Why JAX - Comparing Speed and Scalability of Machine Learning Frameworks in 2023

Discover how JAX revolutionizes machine learning with 100x GPU acceleration, superior scalability, and cost-effective cloud infrastructure compared to TensorFlow and PyTorch.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Learn DevOps culture, practices, and tools for efficient software delivery. Explore monitoring, CI/CD, infrastructure management, and resilient system design.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

CubeFS Boosts Efficiency of AI Production

探索CubeFS如何应对AI数据存储挑战,提高可扩展性和性能,同时保持成本效益。了解分布式文件系统在AI基础设施中的关键作用。

• YouTube
• 38 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

More is Different - Non-Scalability of Approximation in Modeling Noncovalent Interaction

3 reviews

Exploring the limitations of common approximations in modeling non-covalent interactions at the nanoscale, revealing complex scaling behaviors and the need for advanced quantum-mechanical methods.

• YouTube
• 53 minutes
• On-Demand
• Free Video

John Savill's Technical Training

AZ-900 Azure Fundamentals Certification Course

Master Azure fundamentals with comprehensive AZ-900 certification prep covering cloud concepts, services, security, governance, and cost management in 13+ hours.

• YouTube
• 13 hours 38 minutes
• On-Demand
• Free Video

Why Barry Bonds is Better at Hitting Home Runs - Neural Circuit Scalability

Explore the neural basis of exceptional athletic performance, focusing on how brain region size and specialization contribute to elite skills in sports like baseball.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Video

Discover AI

Two-Phase Pretraining - Enhancing LLM Accuracy and Scalability

Discover cutting-edge techniques for enhancing Large Language Model training through a two-phase approach, focusing on core functionalities to improve accuracy and scalability.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Ethereum Engineering Group

Ethereum's First Steps Towards Serious Scalability - EIP-4844 Proto-danksharding

Dive into EIP-4844 (Proto-danksharding) and understand how this groundbreaking proposal aims to enhance Ethereum's scalability through innovative blockchain architecture modifications.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

InfoQ

Redesigning OLTP for a New Order of Magnitude - Database Performance and Scalability

Explore how TigerBeetle addresses OLTP challenges, examining impedance mismatch, workload contention, storage faults, and non-determinism in modern database systems.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Unreal Engine

Lighting Scalability Manager - Balancing Lighting on UEFN

Master lighting optimization in UEFN with the Lighting Scalability Manager to balance visual quality and performance across platforms from high-end PCs to mobile devices.

• YouTube
• 30 minutes
• On-Demand
• Free Video

GOTO Conferences

Pragmatic Microservices for Organisational Scalability

Explore microservices for organizational scalability, focusing on Docker, Kubernetes, and Google Cloud Platform. Learn deployment strategies and best practices for efficient service communication and monitoring.

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

Scala Days Conferences

Perfect Scalability

Explore architectural constraints for extreme scalability, focusing on design approaches, real-world examples, and leveraging Lightbend tools to create systems that scale without limits.

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

Machine Learning and AI Foundations: Predictive Modeling Strategy at Scale

361 ratings at LinkedIn Learning

Scalability is one of the biggest challenges in data science. Learn how to evaluate data, choose the right algorithms, and perform predictive modeling at scale.

• LinkedIn Learning
• 1 hour 3 minutes
• On-Demand
• Free Trial Available