AC

Author

Alex Chen

Senior AI Engineer

7 years building production AI systems. I write about the stuff that actually works in the real world — practical code, real architectures, zero fluff.

APIs & BackendsAI ToolingDevOps & Deploy

34 Articles by Alex Chen

DevOps & Deploy

Deploying AI Models on Azure Cloud

Learn to deploy AI models on Azure Machine Learning, a beginner's guide to AI model deployment on cloud

July 28, 202625 min
Automating AI Deployment with Ansible and Terraform
DevOps & Deploy

Automating AI Deployment with Ansible and Terraform

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

July 28, 202625 min
Kubernetes for AI Engineers: Hands-on Guide
DevOps & Deploy

Kubernetes for AI Engineers: Hands-on Guide

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

July 27, 202625 min
API Gateway for AI Models with AWS API Gateway
APIs & Backends

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

July 25, 202625 min
Optimizing AI API Performance with Caching and Redis
APIs & Backends

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

July 24, 202620 min
AI in Healthcare: Revolutionizing Patient Care
AI Tooling

AI in Healthcare: Revolutionizing Patient Care

AI is changing healthcare by improving diagnosis and treatment. Learn how AI is transforming the medical field.

July 20, 202625 min
Reinforcement Learning Agents: Implementation and Optimization
AI Agents

Reinforcement Learning Agents: Implementation and Optimization

Learn about reinforcement learning agents and how they work with code examples and best practices

July 18, 202625 min
Monitoring AI: Prometheus and Grafana for Observability
LLMs & Models

Monitoring AI: Prometheus and Grafana for Observability

Increase AI model reliability with Prometheus and Grafana for observability and evaluation, streamline model performance monitoring

July 18, 202625 min
Efficient Fine-Tuning with QLoRA for LLMs
LLMs & Models

Efficient Fine-Tuning with QLoRA for LLMs

QLoRA enables efficient fine-tuning of large language models, reducing computational costs and memory usage.

July 17, 202625 min
Optimizing AI Model Inference with Intel OpenVINO
LLMs & Models

Optimizing AI Model Inference with Intel OpenVINO

Optimize AI model inference with Intel OpenVINO and model pruning techniques for better performance

July 16, 202625 min
Practical Guide to RAG Pipelines Evaluation Metrics
RAG & Search

Practical Guide to RAG Pipelines Evaluation Metrics

Learn to evaluate RAG pipelines with key metrics, including retrieval and generation performance. Improve your model's accuracy and efficiency.

July 15, 202625 min
Optimizing Vector Search with Quantization and Pruning
RAG & Search

Optimizing Vector Search with Quantization and Pruning

Optimize vector search with quantization and pruning techniques for efficient AI model deployment, improving query performance and reducing storage needs

July 15, 202625 min
Kubeflow for AI Model Deployment on Kubernetes
LLMs & Models

Kubeflow for AI Model Deployment on Kubernetes

Automate AI model deployment and management with Kubeflow on Kubernetes. Learn how to streamline your workflow

July 15, 202625 min
LLMs & Models

Real-Time Data Processing with Apache Kafka and Spark

Implement real-time data processing for AI model training with Apache Kafka and Spark, streamlining your workflow

July 15, 202625 min
LLMs & Models

Integrate AI Models with React and TensorFlow.js

Integrate AI models with frontend applications using React and TensorFlow.js for production-grade AI engineering

July 13, 202625 min
LLMs & Models

Migrate TensorFlow LLM to PyTorch for Better Performance

Migrate your LLM from TensorFlow to PyTorch for improved performance and compatibility, and learn how to avoid common pitfalls in the process.

July 13, 202625 min
RAG & Search

Scalable AI Data Pipeline with Apache Beam

Design a scalable AI data pipeline with Apache Beam and Google Cloud Storage for production-grade AI engineering

July 12, 202625 min
LLMs & Models

Integrating LLMs with Graph Databases using Amazon Neptune

Learn to integrate Large Language Models with graph databases using Amazon Neptune and PyTorch Geometric for enhanced AI capabilities.

July 12, 202625 min
APIs & Backends

Building AI Chatbots with DialogFlow and Node.js

Build an AI-powered chatbot using DialogFlow and Node.js, a powerful combo for conversational AI

July 12, 202620 min
AI Agents

Optimizing AI Agents with Ray Parallel Processing

Boost AI agent performance using parallel processing in Ray, includes code examples and tips

July 12, 202625 min
RAG & Search

Custom Embedding Layer in PyTorch LLM

Implement a custom embedding layer in PyTorch for large language models, improve model performance with efficient embedding representations

July 12, 202625 min
AI Tooling

BERT Transfer Learning for Sentiment Analysis

Use BERT and Hugging Face for sentiment analysis with transfer learning, boosting model performance

July 11, 202625 min
AI Tooling

Migrate AI Apps to Microservices

Migrating AI applications to microservices for scalability and maintainability, with real code examples and gotchas

July 11, 202625 min
AI Tooling

Real-Time Object Detection with YOLO and OpenCV

Build a real-time object detection system using YOLO and OpenCV. Learn how to integrate AI into your applications.

July 10, 202625 min
APIs & Backends

Dialogflow Node.js Integration

Integrate AI-powered chatbots with Dialogflow and Node.js for production-grade conversational AI

July 10, 202625 min
LLMs & Models

Optimizing LLM Inference with TensorFlow Model Optimization

Boost LLM performance with TensorFlow Model Optimization Toolkit, optimizing inference for production-grade applications

July 10, 202625 min
DevOps & Deploy

Kubernetes for Devs: Practical Guide

Learn Kubernetes for developers with this practical guide, covering deployment and management

July 10, 202625 min
AI Tooling

Vitest Unit Testing Made Easy

Learn how to write unit tests with Vitest, a fast and efficient testing framework, and take your AI tooling to the next level

July 9, 202625 min
APIs & Backends

Getting Started with GraphQL in Node.js

Learn GraphQL with Node.js and build powerful APIs, here's how to get started with GraphQL in Node.js

July 9, 202625 min
AI Tooling

CSS Grid vs Flexbox: Choosing the Right Tool

Learn when to use CSS Grid and Flexbox for layout management, including key differences and use cases

July 9, 202625 min
APIs & Backends

Building Full-Stack Apps with Next.js and Supabase

Learn to build a full-stack app with Next.js and Supabase, including API setup and backend integration.

July 9, 202625 min
LLMs & Models

Rate Limiting LLM API Calls in Production

Learn how to implement rate limiting and caching for LLM API calls in production to prevent abuse and improve performance

July 9, 202620 min
DevOps & Deploy

Deploy Next.js to Vercel in Minutes

Learn how to deploy a Next.js app to Vercel with this step-by-step guide, covering everything from setup to optimization.

July 9, 202620 min
APIs & Backends

Introduction to WebSockets with Node.js

Learn WebSockets with Node.js and improve real-time communication in your applications

July 8, 202625 min