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    Crash Course: Artificial Intelligence
            Cats vs Dogs? Let's Make an AI to Settle This (LAB) #19
                
                    
                        
                            Season 1
                        
                    
                    
                        
                            Episode 19
                        
                    
                
            
            
            Jabril tries to make an AI to settle the question once and for all, "Will a cat or a dog make us happier?" But in building this AI, Jabril will accidentally incorporate the very bias he was trying to avoid. So today we'll talk about how bias creeps into our algorithms and what we can do to try to account for these problems. https://colab.research.google.com/drive/1N5IdMTmiNbwEOD8dqammN8GAfpk41arw
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          10:50
        
      
    
  
  
                    
                
            In our final episode of Crash Course AI, we're going to look towards the future.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          10:56
        
      
    
  
  
                    
                
            We're going to talk about 5 common types of algorithmic bias we should pay attention to.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          11:08
        
      
    
  
  
                    
                
            Search engines are just AI systems that try to help us find what we’re looking for.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          14:33
        
      
    
  
  
                    
                
            We need to save Jabril and John Green Bot’s movie nights.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          10:19
        
      
    
  
  
                    
                
            We’re going to talk about recommender systems.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          9:56
        
      
    
  
  
                    
                
            We’re going to focus on the benefits of humans and AI working together.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          13:06
        
      
    
  
  
                    
                
            We create a game and then build an AI to destroy it.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          11:11
        
      
    
  
  
                    
                
            One of the best test spaces for building new AI systems are games.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          9:52
        
      
    
  
  
                    
                
            Robots are built to perform specific tasks.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          13:01
        
      
    
  
  
                    
                
            Symbolic AI represents problems using symbols and then uses logic to search for solutions.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          11:07
        
      
    
  
  
                    
                
            Reinforcement Learning.
        
        
     
    
                        
  
  
    
      
    
  
  
    
      
        
          15:17
        
      
    
  
  
                    
                
            Let’s try to help John Green Bot sound a bit more like the real John Green using NLP.
        
        
     
     
     
    