Production AI Tutorials

Everyone can fine-tune. We show you how to ship.

Hands-on tutorials on LLMs, AI agents, RAG, vector databases, and deploying AI systems to production — written by engineers who've done it.

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Automating AI Deployment with Ansible and Terraform
DevOps & DeployIntermediate

Automating AI Deployment with Ansible and Terraform

Automate AI deployment with Ansible and Terraform for efficient model shipping. Learn how to streamline your workflow

ACAlex·25 minRead →
Kubernetes for AI Engineers: Hands-on Guide
DevOps & DeployIntermediate

Kubernetes for AI Engineers: Hands-on Guide

Kubernetes for AI engineer: learn to deploy and manage AI models with Kubernetes, including containerization and orchestration

ACAlex·25 minRead →
Containerizing AI Apps with Docker: A Beginner's Guide
DevOps & DeployBeginner

Containerizing AI Apps with Docker: A Beginner's Guide

Learn to containerize AI applications with Docker, a beginner's guide to deploy AI models securely and efficiently

JBJordan·25 minRead →
Monitoring AI API Performance with Prometheus and Grafana
DevOps & DeployIntermediate

Monitoring AI API Performance with Prometheus and Grafana

Monitor AI API performance using Prometheus and Grafana for efficient DevOps

SKDr.·25 minRead →
Using Protocol Buffers for AI API Communication
AI ToolingIntermediate

Using Protocol Buffers for AI API Communication

Learn how to use Protocol Buffers for efficient AI API communication and data serialization in production-grade AI engineering

SKDr.·25 minRead →
Building Serverless AI API with AWS Lambda: Advanced Guide
APIs & BackendsAdvanced

Building Serverless AI API with AWS Lambda: Advanced Guide

Learn to build a serverless AI API using AWS Lambda, a cost-effective and scalable solution for AI model deployment, with this advanced guide

JBJordan·25 minRead →
CI/CD for AI APIs with CircleCI and GitHub Actions
DevOps & DeployIntermediate

CI/CD for AI APIs with CircleCI and GitHub Actions

Streamline your AI API deployment with CI/CD using CircleCI and GitHub Actions

PPPriya·25 minRead →
API Documentation Best Practices with Swagger and OpenAPI
AI ToolingBeginner

API Documentation Best Practices with Swagger and OpenAPI

Learn API documentation best practices with Swagger and OpenAPI for AI tooling

SKDr.·25 minRead →
API Gateway for AI Models with AWS API Gateway
APIs & BackendsIntermediate

API Gateway for AI Models with AWS API Gateway

Create a scalable API gateway for AI models using AWS API Gateway, optimizing performance and security

ACAlex·25 minRead →
Using GraphQL for AI APIs: Apollo Server Tutorial
AI ToolingAdvanced

Using GraphQL for AI APIs: Apollo Server Tutorial

Learn to build production-grade AI APIs with GraphQL and Apollo Server, including schema design and query optimization

SKDr.·25 minRead →
Deploying AI APIs on Kubernetes with Docker
DevOps & DeployIntermediate

Deploying AI APIs on Kubernetes with Docker

Deploy AI APIs on Kubernetes with Docker for scalable production environments, including intermediate guide and best practices

MLMarcus·25 minRead →
Optimizing AI API Performance with Caching and Redis
APIs & BackendsIntermediate

Optimizing AI API Performance with Caching and Redis

Boost AI API performance with caching and Redis, an intermediate guide to optimizing API performance with Redis caching

ACAlex·20 minRead →

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