▶ Videos →

📰 Medium · Deep Learning

5 articles · Updated every 3 hours · View all reads

All Articles 149,045 Blog Posts 150,016 Tech Tutorials 39,088 Research Papers 29,061 News 20,207 ⚡ AI Lessons

Beyond “It Worked on My Machine”: The Three Pillars of Modern MLOps

Medium · Deep Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago

Beyond “It Worked on My Machine”: The Three Pillars of Modern MLOps

Every machine learning engineer knows the feeling. You spent three days tweaking a model, achieved state-of-the-art results on your local… Continue reading on M

Building a Self-Updating ML System: CI/CD, Deployment, and Everything That Broke Along the Way

Medium · Deep Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 4w ago

Building a Self-Updating ML System: CI/CD, Deployment, and Everything That Broke Along the Way

A technical deep dive into Project 7 of my MLOps portfolio, an automated pipeline that retrains, evaluates, and redeploys a model with… Continue reading on Medi

Running a PyTorch Model on Triton (alongside onnx) — MLOPs Part 2

Medium · Deep Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago

Running a PyTorch Model on Triton (alongside onnx) — MLOPs Part 2

In Part 1, We got NVIDIA’s Triton Inference Server running on our local (Mac) with no GPU, and served a DenseNet ONNX model that correctly… Continue reading on

Our Model Deployments Were Taking 54 Minutes and Breaking Silently.

Medium · Deep Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago

Our Model Deployments Were Taking 54 Minutes and Breaking Silently.

A complete MLOps walkthrough: Docker multi-stage builds, AWS ECS Fargate, ECR image management, GitHub Actions CI/CD with five automatic… Continue reading on Me

MLOps na prática: rastreando experimentos e versionando modelos com MLflow

Medium · Deep Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago

MLOps na prática: rastreando experimentos e versionando modelos com MLflow

Série: IA na Prática — Do Modelo à Produção | Parte 4 de 16 Continue reading on Medium »