SK

Author

Dr. Sarah Kim

ML Research Engineer

PhD in NLP, now building AI products. I explain the 'why' behind AI systems so you can make better engineering decisions, not just copy-paste code.

LLMs & ModelsRAG & SearchAI Agents

19 Articles by Dr. Sarah Kim

Monitoring AI Model Performance with Prometheus and Grafana
LLMs & Models

Monitoring AI Model Performance with Prometheus and Grafana

Monitor AI model performance using Prometheus and Grafana, key to scalable AI systems

July 12, 202625 min
Developing AI Content Generation with LLMs and SpaCy
LLMs & Models

Developing AI Content Generation with LLMs and SpaCy

Learn to develop AI-driven content generation systems using language models and spaCy, optimizing for production-grade environments.

July 12, 202625 min
Automating Hyperparameter Tuning for LLMs with Azure ML
LLMs & Models

Automating Hyperparameter Tuning for LLMs with Azure ML

Automate hyperparameter tuning for large language models using Azure Machine Learning, improving model performance and efficiency

July 12, 202625 min
Optimizing AI Model Serving with TensorFlow Serving and gRPC
LLMs & Models

Optimizing AI Model Serving with TensorFlow Serving and gRPC

Optimize AI model serving with TensorFlow Serving and gRPC for efficient deployment and management of machine learning models.

July 11, 202625 min
Integrating AI Recommendation Systems with Redis and Python
AI Tooling

Integrating AI Recommendation Systems with Redis and Python

Learn to build AI-powered recommendation systems with Redis and Python, improving user experience and engagement.

July 11, 202625 min
Visualize AI Model Performance with TensorBoard and Matplotlib
LLMs & Models

Visualize AI Model Performance with TensorBoard and Matplotlib

Learn to visualize AI model performance using TensorBoard and Matplotlib for better understanding and improvement of your models

July 11, 202620 min
Orchestrating AI Workflows with Apache Airflow and Kubernetes
DevOps & Deploy

Orchestrating AI Workflows with Apache Airflow and Kubernetes

Orchestrate AI workflows with Apache Airflow and Kubernetes for scalable and reliable deployments, including AI model training and natural language processing

July 11, 202625 min
Secure LLM APIs with OAuth 2.0 and AWS API Gateway
LLMs & Models

Secure LLM APIs with OAuth 2.0 and AWS API Gateway

Secure Large Language Model APIs using OAuth 2.0 and AWS API Gateway, ensuring authenticated access to your AI models

July 11, 202625 min
Natural Language Processing Pipeline with spaCy and scikit-learn
AI Tooling

Natural Language Processing Pipeline with spaCy and scikit-learn

Develop a production-grade NLP pipeline using spaCy and scikit-learn for text classification and entity recognition

July 10, 202625 min
Deploying Large Language Models with AWS SageMaker and Docker
LLMs & Models

Deploying Large Language Models with AWS SageMaker and Docker

Learn to deploy large language models with AWS SageMaker and Docker for scalable AI solutions, improving model performance and reducing latency

July 10, 202625 min
Building Custom AI Agents with Python and Gym
AI Agents

Building Custom AI Agents with Python and Gym

Learn to create custom AI agents using Python and the Gym library, a key concept in AI engineering

July 10, 202625 min
Mastering Multi-Agent Orchestration with LangGraph
AI Agents

Mastering Multi-Agent Orchestration with LangGraph

Learn multi-agent orchestration with LangGraph and tool calling for AI agent development, including key concepts and implementation details

July 10, 202625 min
Mastering JWT Authentication in Node.js
APIs & Backends

Mastering JWT Authentication in Node.js

Learn JWT authentication in Node.js for secure APIs, including token generation and verification.

July 10, 202625 min
Mastering Git Branching Strategies for Teams in DevOps
DevOps & Deploy

Mastering Git Branching Strategies for Teams in DevOps

Learn effective Git branching strategies for teams to streamline collaboration and improve code quality, a crucial aspect of DevOps and deployment.

July 9, 202625 min
Streaming AI Responses in Next.js with Vercel AI SDK
DevOps & Deploy

Streaming AI Responses in Next.js with Vercel AI SDK

Stream AI responses in Next.js with Vercel AI SDK for scalable and efficient AI-powered applications

July 9, 202620 min
Fine-Tune Llama 3 with LoRA on Custom Data
LLMs & Models

Fine-Tune Llama 3 with LoRA on Custom Data

Fine-tune Llama 3 with LoRA on custom datasets for improved performance, explore key concepts and implementations

July 9, 202625 min
PostgreSQL vs MySQL: Choosing the Right Database
APIs & Backends

PostgreSQL vs MySQL: Choosing the Right Database

Compare PostgreSQL and MySQL databases to determine which is best for your project, considering factors like scalability and performance.

July 9, 202625 min
Introduction to Tailwind CSS for Beginners Tutorial
AI Tooling

Introduction to Tailwind CSS for Beginners Tutorial

Learn Tailwind CSS basics for styling web applications with a utility-first approach and boost your web development skills

July 8, 202625 min
Building a REST API with Node.js and Express
APIs & Backends

Building a REST API with Node.js and Express

Learn to build a REST API with Node.js and Express, covering fundamentals, implementation, and optimization

July 8, 202625 min