AlMeta:YTDNM reinforcement learning

Your the Dog Now Ma(n|chine)

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1. if (you got a reward)
   1. if reward is > 0
      1. Treat =true
      2. add top of @History to @Trick
   2. else (if reward < 0)
      1. Treat = False
      2. clear @Trick
   3. for X in @History
      1. update X in NN
      2. if (X was Conditioned)
         1. Reward = Reward minus( 1 minus likelihood of choosing X)
      3. if(X was not Conditioned)
         1. Reward = Reward times 0.5
   4. clear @History
   5. if (you are not sure what to do)
      1. if (Treat)
         1. if (second of @Trick not Conditioned)
            1. add @Trick to @Repertoire
      2. add new choice to @History as not Conditioned
   6. else (if you are sure what to do)
      1. add new choice to @History as Conditioned
2. else (if you didn't get a reward)
   1. if (your in not vary sure of what do)
      1. if (you last action was Conditioned)
         1. reward = -1
         2. while(top of @History was Conditioned)
            1. pop top of @History as X
            2. Update X in NN
            3. reward = reward times likelihood of X
         3. Clear @History
      2. Clear @Trick
      3. add new choice to @History as not Conditioned
   2. else (if you are sure of what to do)
      1. if you last action was Conditioned)
         1. add top of @History to @Trick
      2. add new choice to @History as Conditioned.