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System Architecture & Infrastructure
Latency, Throughput, Concurrency
Latency, throughput, and concurrency are key system performance metrics essential for scaling AI and digital platforms, especially in resource-constrained environments for social innovation and international development.
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Message Queues and Brokers
Message queues and brokers enable reliable asynchronous communication in distributed systems, crucial for mission-driven organizations facing unpredictable environments and high data volumes.
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Microservices vs Monoliths
Microservices and monoliths represent distinct software architectures with trade-offs in scalability, complexity, and resource needs, crucial for mission-driven organizations to build sustainable and adaptable digital systems.
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MLOps
MLOps manages the full lifecycle of machine learning models, ensuring reliable, scalable, and sustainable AI solutions in production, crucial for high-stakes and resource-constrained environments.
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Model Serving and Endpoints
Model serving and endpoints deploy AI models for real-world use, enabling scalable, secure, and accessible interfaces that connect advanced AI to practical applications in health, education, and humanitarian sectors.
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Model Training vs Inference
Model training teaches AI systems to recognize patterns using large datasets, while inference applies trained models to make predictions efficiently, crucial for resource allocation and impact in various sectors.
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Observability (logs, metrics, traces)
Observability uses logs, metrics, and traces to provide visibility into complex systems, ensuring reliability and trust for critical services in health, education, and humanitarian sectors.
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Offline First and Sync
Offline First and Sync design ensures applications work without internet and sync data automatically, benefiting mission-driven organizations serving communities with unreliable connectivity.
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Secrets Management
Secrets management secures sensitive digital credentials, ensuring safe access and resilience for mission-driven organizations handling critical data in health, education, and humanitarian sectors.
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Serverless Computing
Serverless computing enables organizations to deploy scalable digital solutions without managing infrastructure, reducing costs and complexity while supporting rapid innovation and impact in resource-constrained environments.
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