What is Kubernetes?Kubernetes kya hai?

🧸 Think of it likeAise samjho

Like a building manager for containers: decides which flat each one lives in, adds more when it gets busy and replaces any that break.Containers ke liye building manager jaisa: tay karta hai kaun kis flat mein rahe, bheed hone pe aur jodta hai aur toote hue badal deta hai.

📘 ExplainedVistaar se

You describe what you want (for example 4 replicas of the model API with 2 GB memory each) and Kubernetes keeps it that way: it restarts failed containers, spreads traffic through Services, rolls out new versions gradually and autoscales. It's widely used for model serving and GPU workloads, though managed services are simpler for small projects.Aap batate ho kya chahiye (jaise model API ki 4 replicas, har ek 2 GB memory ke saath) aur Kubernetes waisa hi banaye rakhta hai: fail hue containers restart karta, Services se traffic baantta, naye versions dheere rollout karta aur autoscale karta hai. Model serving aur GPU workloads ke liye kaafi use hota hai, par chhote projects ke liye managed services simple hain.

💡 Real exampleAsli example

A crashed model pod is replaced automatically within seconds.Crash hua model pod seconds mein apne aap badal diya jaata hai.

📖 Learn it step by stepStep by step seekho

• Kubernetes: running containers at scaleKubernetes: containers ko bade scale pe chalaana

🔗 Related termsJude hue shabd

• DockerA tool that packages an app with everything it needs so it runs the same everywhere.Tool jo app ko uski har zaroori cheez ke saath pack karta hai taaki har jagah ek jaisa chale.
• AutoscalingAutomatically adding or removing servers as traffic goes up or down.Traffic badhne ya ghatne pe apne aap servers jodna ya hataana.
• DeploymentMaking a model available for real use, usually as an API or a scheduled job.Model ko asli use ke liye available karna, aam taur pe API ya scheduled job ke roop mein.