Conclusion
   - Take Home Points
      
	- SOMs are a series of nodes, typically in Euclidean space. 
 
	- They are trained by an unsupervised system, typically
            using the Mexican Hat function. 
 
	- They are good for clustering. 
 
	- Self organisation is very powerful, but poorly understood. 
 
      
    
   - The Canonical Book for SOMs is Tuevo Kohonen's Self-Organizing Maps. 
   
 
   - Reading:  for this week is the 
       
       self-organizing map wiki.
   
 
   - Reading:  For next week is the
       Deep 
	 Learning Wiki.