51eshare's Tech Blog
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Architecture 35 Observability 23 Backend Development 17 Backend Architecture 15 Distributed Systems 33 Cloud Native 22 Software Architecture 15 Security 3 MLOps 17 Cloud Native & DevOps 1 DevOps 35 Data Engineering 41 Web Development 2 API Gateway 1 Mobile Development 3 Software Engineering & Architecture 1 Security Architecture 1 System Design 9 AI Engineering 2 Frontend Architecture 1 Platform Engineering 3 Build Tools 1 System Architecture 6 Real-Time Systems 1 Resilience Engineering 3 DevSecOps 1 MLOps Engineering 1 Cloud Native Security 1 Backend Engineering 2 Cloud Architecture 4 Full-Stack Development 2 Rust Engineering 1 Build Systems 1 Frontend Engineering 2 WebAssembly 1 Security Engineering 2 Cloud Security 1
Implementing a Versioned Feature Engineering Pipeline with Dask, DVC, and a GraphQL Interface on Google Cloud Implementing a Versioned Feature Engineering Pipeline with Dask, DVC, and a GraphQL Interface on Google Cloud
Our machine learning team was hitting a wall. Not a modeling wall, but an infrastructure and process wall. Reproducibili
2023-10-27 MLOps
Google Cloud DVC GraphQL Client Dask Kubernetes MLOps
Constructing a Dynamic MLOps Edge Architecture Using a Dart-based xDS Control Plane for Envoy Proxy and MLflow Integration Constructing a Dynamic MLOps Edge Architecture Using a Dart-based xDS Control Plane for Envoy Proxy and MLflow Integration
The challenge is deploying machine learning models to a fleet of edge devices with requirements for immediate, controlle
2023-10-27 MLOps
Dart Envoy Proxy Edge Computing MLflow Valtio xDS
Architecting a Hybrid Feature Store for Transformer Models Using Apache Iceberg and Memcached Architecting a Hybrid Feature Store for Transformer Models Using Apache Iceberg and Memcached
The core problem is not generating features; it’s serving them reliably under two conflicting constraints. For a large-s
2023-10-27 MLOps
Distributed Systems Memcached Feature Store Hugging Face Transformers CAP Theorem Apache Iceberg
Constructing an Auditable MLOps Lineage System with a Neo4j Graph and an Asynchronous RabbitMQ Pipeline Constructing an Auditable MLOps Lineage System with a Neo4j Graph and an Asynchronous RabbitMQ Pipeline
The operational visibility into our machine learning pipelines had degraded into a critical liability. When a production
2023-10-27 MLOps
Jest Neo4j MLOps RabbitMQ Rome
Automating a JavaScript-based ML Model Interface Deployment Using MLflow, GitHub Actions, and Puppet Automating a JavaScript-based ML Model Interface Deployment Using MLflow, GitHub Actions, and Puppet
The operational disconnect between a data science team’s model registry and the front-end interfaces that consume them i
2023-10-27 MLOps
DevOps PostCSS GitHub Actions JavaScript MLflow Puppet
Constructing a Dynamic ML Inference Fleet with a gRPC-Go Gateway and Consul-Managed Service Discovery Constructing a Dynamic ML Inference Fleet with a gRPC-Go Gateway and Consul-Managed Service Discovery
The initial architecture was a direct cause of operational friction. A single Go monolith served our primary API, and bu
2023-10-27 MLOps
Consul Chef Scikit-learn gRPC-Go Styled-components
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