Now i am extremely happy to announce things are gonna get more exciting in Artificial Intelligence!!
If you haven't read the previous blogs I highly recommend you do so as you will have a better understanding.
In the previous course I shared how the Bellman Equation works.
After you find the values of each state the bot or AI could end up in now we can draw a plan out of it which means, if we have a race and the idea is to reach a certain point all the closer it gets the value of the state increases like 0.1,0.2,0.3 ... 1 this is how it happens. From this we can draw up a plan which is a arrow mark chart of where it is desired to go to reach the highest state possible.Then you reach the goal that's it.
Well, there is more.
In the environment the chart might actually not work as we are introducing another layer of practical usage.There is a probability of choosing to go up and ending up going left or back etc.That's how the environment works.That is why our old formula is back with a few upgrades.
here, the change has mainly occurred in the is mainly in the next state factor "S'" factor over here where probability is added. Like the decision taken is to go up and it's probability is 80% and left has chance of 10% and right has chance of 10% in this case.
For example let us consider the Agent is playing Packman and the agent goes up and here there is the probability factor where the ghost might attack or not.Then the agent is affected by the probability
factor works in the basic way.
here the main change is in S' where there is an extra layer of probability added.
now
Let us understand where this can be applied
This can be used in the following ways:-
Fish Farming
Agriculture
Business
AND MANY MANY MORE
In fish farming let us say you remove 90% of the fishes now we are not sure whether it will be back to 100% because of some probability factor involved.
In Agriculture the AI can give close calculations about harvest it will load in all factors like weather, rain etc and give better result estimation.
Business has lot of opportunities like an assistant, product analysis on how a particular product must be arranged or made for better sales due to many factors.Assistants are already live we have cortana, Siri and many more.
WE ARE STILL STARTING SO MUCH MORE IS YET TO BE DISCOVERED!
THIS IS A PART 2 SO THERE IS LESS CONTENT THIS DOSE NOT HAPPEN OR ELSE
BECAUSE IS MORE THAN WHAT YOU THINK
SUBSCRIBE TO BE NOTIFIED ON MY TUTORIALS.
YouTube tutorials are up!
Subscribe to be notified!
Comments
Post a Comment