51eshare's Tech Blog
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Building a Declarative MLOps Platform for CV Models with Crossplane and Kong Building a Declarative MLOps Platform for CV Models with Crossplane and Kong
The friction between our data science and platform engineering teams had become untenable. Data scientists, working in P
2023-10-27 MLOps
Kong Kubernetes Pandas Crossplane CV AI Data Science
Building a GitOps-Managed TensorFlow Serving Platform with Dynamic Configuration via Consul Building a GitOps-Managed TensorFlow Serving Platform with Dynamic Configuration via Consul
The initial state of our model deployment process was, to put it mildly, chaotic. Each data science team had its own col
2023-10-27 MLOps
Consul CI/CD TensorFlow GitOps Solid.js SQL
Building a Multi-Tenant MLOps Feature Store Metadata API with Koa and PostgreSQL Building a Multi-Tenant MLOps Feature Store Metadata API with Koa and PostgreSQL
The spreadsheet was the breaking point. Multiple data science teams, each with their own feature engineering pipelines,
2023-10-27 MLOps
Node.js Architecture MLOps PostgreSQL Koa Multi-tenancy
Constructing a Telemetry Ingestion and Anomaly Detection System for Deployed Android PyTorch Models Constructing a Telemetry Ingestion and Anomaly Detection System for Deployed Android PyTorch Models
The initial deployment of our computer vision model to the Android fleet felt like a success. The PyTorch Mobile build w
2023-10-27 MLOps
Azure Android PyTorch ELK Stack Svelte
Implementing a Low-Latency Feature Serving API in Go for a Kubeflow-Driven MLOps Platform Implementing a Low-Latency Feature Serving API in Go for a Kubeflow-Driven MLOps Platform
Our production models were struggling with feature-serving latency. The existing batch system, which loaded features int
2023-10-27 MLOps
Redis Vitest Kubernetes Go Database Kubeflow Go-Fiber
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