In Azure Cosmos DB, can we change partition key later on once we decided at the beginning

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I am new to Cosmos DB and I noticed that we can set the partition key based on needs to scale effectively through code like this:

DocumentCollection myCollection = new DocumentCollection();
myCollection.Id = "coll";
myCollection.PartitionKey.Paths.Add("/deviceId");

Question is can we change the partition key later on after we created the collection and specified the partition key? As I may find out that the choice of partition key is not proper later.

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