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System Architecture & Infrastructure
AI System Architecture
AI System Architecture defines the design and structure of AI systems, ensuring reliability, scalability, and ethical deployment across sectors like education, healthcare, and humanitarian work.
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AIOps
AIOps applies AI and machine learning to automate IT operations, helping mission-driven organizations maintain reliable digital services with limited resources by detecting issues early and optimizing performance.
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API Gateways
API Gateways provide a secure, consistent interface between clients and backend services, enabling reliable routing, policy enforcement, and traffic shaping for complex, multi-service systems in various sectors.
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Autoscaling and Load Balancing
Autoscaling and load balancing dynamically adjust computing resources to maintain reliable, cost-effective, and responsive digital services, crucial for mission-driven organizations facing unpredictable demand.
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Backups and Disaster Recovery
Backups and disaster recovery ensure data and system restoration after failures, supporting mission-driven organizations in fragile contexts to maintain essential services and trust.
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Batch Processing
Batch processing efficiently handles large data volumes by processing in groups, supporting sectors like health, education, and humanitarian work, especially in resource-limited environments.
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Caching and CDNs
Caching and CDNs improve digital service speed and reliability by storing data closer to users, enabling better access in low-bandwidth and dispersed environments for education, health, and humanitarian sectors.
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CI and CD for Data and ML
CI/CD for Data and ML automates testing, integration, and deployment of AI models and pipelines, ensuring reliability, speed, and governance for mission-driven organizations in dynamic environments.
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Containers and Docker
Containers and Docker simplify deployment and scaling by packaging applications with dependencies, enabling consistent operation across diverse environments, crucial for mission-driven organizations in resource-limited settings.
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CUDA and ROCm basics
CUDA and ROCm are essential GPU software platforms enabling efficient AI development and deployment, supporting cost-effective, accelerated machine learning for health, education, and humanitarian applications.
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