[doc] fix typos on website (#3298)

Author: alexandear

site/content/en/docs/concepts/cluster_queue.md

@@ -56,7 +56,7 @@ Flavors represent different variations of a resource (for example, different GPU
 models). You can define how a flavor maps to a group of nodes using a [ResourceFlavor object](/docs/concepts/resource_flavor).
 In a ClusterQueue, you can define the quota for each of the resources that a flavor offers.
 
-When definining quotas for a ClusterQueue, you can set the following values:
+When defining quotas for a ClusterQueue, you can set the following values:
 - `nominalQuota` is the quantity of this resource that is available for a ClusterQueue at a specific time.
 - `borrowingLimit` is the maximum amount of quota that this ClusterQueue is allowed to borrow from the unused
   nominal quota of other ClusterQueues in the same [cohort](#cohort).
@@ -80,7 +80,7 @@ Kueue automatically computes the number of Pods that a Workload requires.
 
 ### Resource Groups
 
-When a ResourceFlavor is tied to a node group, machine familiy or VM availability policy,
+When a ResourceFlavor is tied to a node group, machine family or VM availability policy,
 it is a common requirement that all the resources associated to the nodes (such as `cpu`, `memory` and GPUs)
 should be assigned to the same flavor during admission.
 To tie two or more resources to the same set of flavors, list them in the same resource group.

site/content/en/docs/concepts/preemption.md

@@ -141,7 +141,7 @@ The attributes in this Kueue Configuration are described in the following sectio
 ### ClusterQueue share value
 
 When you enable fair sharing, Kueue assigns a numeric share value to each ClusterQueue to summarize
-the usage of borrowed resources in a ClusterQueue, in comparisson to others in the same cohort.
+the usage of borrowed resources in a ClusterQueue, in comparison to others in the same cohort.
 The share value is weighted by the `.spec.fairSharing.weight` defined in a ClusterQueue.
 
 During admission, Kueue prefers to admit Workloads from ClusterQueues that have the lowest share value first.

site/content/en/docs/tasks/dev/integrate_a_custom_job.md

@@ -127,7 +127,7 @@ Extend the existing webhook for your CRD to invoke Kueue's webhook helper method
    - Your validator should invoke `jobframework.ValidateJobOnCreate` and `jobframework.ValidateJobOnUpdate` in [validation.go](https://github.com/kubernetes-sigs/kueue/blob/main/pkg/controller/jobframework/validation.go)
 
 Extend your manager's startup procedure to do the following:
-   - Using the `jobframework.NewGenericReconcilerFactory` method, create an instance of Kueue's JobReconicler
+   - Using the `jobframework.NewGenericReconcilerFactory` method, create an instance of Kueue's JobReconciler
      for your CRD and register it with the controller-runtime manager.
    - Invoke `jobframework.SetupWorkloadOwnerIndex` to create an indexer for Workloads owned by your CRD.
 

site/content/en/docs/tasks/run/multikueue/_index.md

@@ -4,7 +4,7 @@ linkTitle: "Multi-Cluster"
 weight: 8
 date: 2024-09-25
 description: >
-  Using MultiKueue environment to suport multi-cluster Job dispatching.
+  Using MultiKueue environment to support multi-cluster Job dispatching.
 ---
 
 This page explains how to run tasks in MultiKueue environment for multi-cluster Job dispatching.