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ACID (Atomicity, Consistency, Isolation, Durability)
Reactive (Responsive, Resilient, Elastic, Message driven)
Microservices:
* Componetization via services (library of components, vs well documented service interfaces, in memory calls vs remote calls)
* Organized around business capabilities
* Products, not projects (lifecycle of microservices is associated to the usefulness of its consumers)
* Smart endpoints, dumb pipes (filtering, validations and orchestration happens inside the service and not in the messaging system)
* Decentralized governance (use whatever technology fits better, common standards vs common useful tools)
* Decentralized data management
* Automated infrastructure
* Design for failure (failure might come from unexpected sources, emergent behaviour)
* Evolutionary design (maybe even start with monolith then migrate to micro as necessary)
Micro frontends:
*
Serverless:
* UI-driven and message-driven applications are applicable
* FaaS (Functions as service, elastic, automatic, zero admin, ephemeral containers, stateless, hot/cold starts, economically efficient generally)
* BaaS (Backend as service)
* Vendor lock-in
* Security concerns (configuration, vendor diversity)
* Logic might repeat in different client applications
Deep learning:
* Convolutional Neural Network
* Deeper layers encode new information about the input, each one results in a more abstract and composite representation
* Feed forward and recurrent (more than 2 levels of depth to be "deep")
* Input data, output tagged examples, forward and backward propagation (feedback)
* Activation function (when does a neuron activate)
* ReLU (Rectified linear unit)
* Overfitting
* Underfitting
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