Machine Learning Model Suggestions

Question

I'm new in machine learning and I'm trying to create a model which will identify data into accurate Item Code from Item description.
I'm approaching it as a multiclass classification problem. The problem is, the Item Code can be over 1000s.
My question is that, what should be the right approach to implement.
A snap of my data :

Thanks in advance