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The Workstation Blog

Machine Learning

Posts tagged Machine Learning.

AllAIDevOpsKubernetesLLMBackendAI AgentsDatabaseAutomation
Turbocharging LLMs
2026-08-30

Turbocharging LLMs

Workstation on turbocharging LLMs: PagedAttention paging for KV cache, vLLM serving, Self-Debugging for agents, PowerInfer token rates, and EG-MLA memory cuts — with production trade-offs.

Balinder WaliaRead
What is Deep Learning? Workstation Guide for Builders & Business
2026-08-07

What is Deep Learning? Workstation Guide for Builders & Business

Workstation rewrite of AWS What is Deep Learning: neural networks, generative AI, vision/speech/NLP/recommendations, and how teams ship DL in the cloud or on Kubernetes.

Balinder WaliaRead
Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes
2026-06-05

Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes

What are Large Language Models and how do they work? A clear, non-technical explainer for managers and engineers — tokens, embeddings, transformers, training and inference — plus production Kubernetes YAML to deploy your own LLM with Ollama and vLLM.

Balinder WaliaRead

Popular topics

AI64DevOps54Kubernetes31LLM18Backend16AI Agents13Database12Automation10

Latest posts

  1. 01Turbocharging LLMs2026-08-30
  2. 02What is Deep Learning? Workstation Guide for Builders & Business2026-08-07
  3. 03Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes2026-06-05

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