Genetic Algorithm with Solved Example(Selection,Crossover,Mutation)
Вставка
- Опубліковано 9 лют 2025
- #geneticalgorithm #softcomputing #machinelearning #datamining #neuralnetwork
If you like the content, support the channel by clicking on Thanks.
What is Genetic Algorithm?
Flow Chart for the Algorithm
Genetic Operators-Selection, Crossover, Mutation
Solved Example
Introduction:1.1 Biological neurons, McCulloch and Pitts models of neuron, Types
of activation function, Network architectures, Knowledge representation, Hebb net
1.2 Learning processes: Supervised learning, Unsupervised learning and
Reinforcement learning
1.3 Learning Rules : Hebbian Learning Rule, Perceptron Learning Rule, Delta
Learning Rule, Widrow-Hoff Learning Rule, Correlation Learning Rule, WinnerTake-All Learning Rule
1.4 Applications and scope of Neural Networks
10
2
Supervised Learning Networks :
2.1 Perception Networks - continuous & discrete, Perceptron convergence theorem,
Adaline, Madaline, Method of steepest descent, - least mean square algorithm,
Linear & non-linear separable classes & Pattern classes,
2.2 Back Propagation Network,
2.3 Radial Basis Function Network.
12
3
Unsupervised learning network:
3.1 Fixed weights competitive nets,
3.2 Kohonen Self-organizing Feature Maps, Learning Vector Quantization,
3.3 Adaptive Resonance Theory - 1
06
4
Associative memory networks:
4.1 Introduction, Training algorithms for Pattern Association,
4.2 Auto-associative Memory Network, Hetero-associative Memory Network,
Bidirectional Associative Memory,
4.3 Discrete Hopfield Networks.
08
5
Fuzzy Logic:
5.1 Fuzzy Sets, Fuzzy Relations and Tolerance and Equivalence
5.2 Fuzzification and Defuzzification
5.3 Fuzzy Controllers
Thanks for all these videos ❤️
Please continue uploading them.
This guy explained the same thing in 10 minutes what my teacher could not explain in 1 semester
Ha bhai
lmao
U r ryt
Hahahaha exactly....
I totally agree with you as so many so called Professors especially in Sweden, their presentation are too bad in Swedish University !!!! Don't go to Sweden to study computer science or scientific computing , too bad in their teachings by so called professors or Drs
I'm so moved to tears right now. This 10-minute video is about to save my life from tomorrow's examination. Thank you for this video, man...
I just want to say thank to all the indian youtube channels that go through hours of video editing to put out FREE tutorials or lectures that save academic lives. I am genuinely grateful.... You should be placed on a different category to earn more credits... Thank you from the UK 💞
Was that "hours of video editing" a sarcasm for this video. Because, Ahem.. Not much of that done here. Anyways here it was not required. :p
@@ashsharma28 It's a general statement, it appears he didn't do much but he worked with what he has and looking at the comment session you can clearly see that the content matters more than any video editing, he was able to communicate and help people
@@ashsharma28 taunting others, she is genuinely saying thanks and here you are pulling her out! I mean why do you have to do that tho! she was grateful, she commented! also he is doing a great job by explaining all this, focus on concept.
@@poojapenumala2519 how do you know @r.a2229 is female?
God this is why I love Indian professors man. Everything becomes clear in less than 10 minutes
I watched many videos but this is the clearest one.
came across this while preparing for my final exams. Nishant sir, you have taught very well!
You have explained very well. I now have a better understanding of what was taught in class. Thank you
This dude explained the concepts clearly , where my teacher could not do it for the past sem
Great and simplest way to explain the mostly used algorithm now a days. Great work. Keep it up. Also share your experience with multi-objective functions. Thanks
Very clear and simple explanation of what was tormenting me since weeks.
As someone has already mentioned, 11100 = 28 and 10100 = 20 but it does not remove anything from the quality of the teaching.
Great academic contribution.
maa yahee dekhna tha comment me😂
Thankyou Brother! but dude "Concatenated" part was hilarious😂
Sorry but It was cute 😂 & hilarious at the same time
This guy literally saved my internal marks thanks hu bhaiyaa 😭
Thank you so much for enlighten me! I've been struggling this subject for weeks, Keep those video coming 🙌
Clearly explained
As expected from you friend
Well explained, shows how simple examples work best to understand concepts
Thank you for such a short, clear and precise explanation
thank you.. of all the videos I wathced about GA, this was the best...
My wife is a civil engineer and she was struggling to understand what genetic algorithm is, for her project work. This video helped out very much. Thank you!
So glad to hear that!
Your way teaching is good, now I learned the basics of ga..
Here I found one mistake in mutation...on 4th string, in offspring after mutation section you used 10100,but you valued it as 18, actually it's 20😊
Thanks, u teached far better than my faculty.
Many thanks for your useful works. Many students will benefit from your tutorial. Keep it up!
Thank you so so much for a such wonderful and easy explanation. I came across this video when i am preparing for my phd coursework exams, i couldnt find any video apt for genetic algorithms, topics which i wanted in genetic algorithms.. its very neatly and easily explained. thank u so much sir. Pls make more videos on ML..
1. Bayesian and computational learning
2. Instant based learning and learning set of rules
3. Analytical learning and reinforced learning.
4. Neural networks
Thank u
Same here👍
Best video on Genetic algos,clear and easy explanation... AMAZING ! KEEP GOING
Very good explanation
Thalaiva.. you are great.... 🙌
clearly explained.... short & to the point... thanks
Thank you very much for the clear explanation.
Great explanation. Even after completing the project in optimization with GA from IIT I had not been able to understand completely 🤣🤣🤣🤣
Excellent work. Simple and easy to understand. Keep it up.
8:00 how 01000 becomes 11000 as mating point?? and why we take 4 crossover points for 1st two and 2 crossover points for last two??
Just to produce some variation, that's totally depends on you, you can choose crossover point anywhere
You are young teacher better than old well thought
Simple and Excellent explanation . Thanks broo
bhai bohot accha aadmi hai tum poora smjh aaya sab kuch
Perfect
Excellent
Fantastic
Marvellous
Good explanation,All the best
Well explained!!!! Thanks a lot.❤❤🙏🙏
sorry for all, the last table exactly in first value should be 28 not 26, also last value 20 not 18, then sum=2538
average= 635, max 784
I know these value didn't impact on explaining away.
Yesss ur crct 🔥
Thank you brother
Very good way to teach
Appreciate your hard work ❤
Thx a lot... I was so disorientated reading papers and chapter of some books, after watching ur video I realised you add zeros to the begging of the binary number to get all the string with the same length. That little detail help me a lot
Thanks Man!!!! You've made it easy
what if we want to minimize the function? How do we select the next generation individuals?
We need to eliminate the one which has the highest Pi.
I currently do my master's research in GA. Honestly, I don't understand at all about GA even though I already do the flowchart for GA operations. After I watched your video, now I can simply understand how GA works. Thank you so much.
Me too
Hello, can you please explain, why we need cross over and mutation, Actually I am doing GA in Wireless sensor network and I like to know basics of GA.
NICELY EXPLAINED
thank you so much was very help full.
best and simple explanation
excellent explanation❤
awesome tutorial 🤩
Great Teaching with example
Thank you sir 😊
Beautiful simple work
thanks for u r clear info about how to solve the GA problem
best video on this topic .
Great and clear explanation. Thanks a lot .👍👍
Amazing 🎉🎉🎉🎉🎉
Very good video
Nice explanation 👍🏻
no more words ....thankyou 😀
Awesome lecture,,thank you very much
Great job explaining! Thanks
Very helpful , clarified all my doubts 👍
Nice explanation 👍
Hi, clearly explained tutorial. Please do one on Clonal Selection Algorithm. Thanks!
Excellent teaching. Easy to understand. I need to know that how to apply this for selecting features. Give video with example.
Thank you so much. This is so good
Great Stuff
Excellent
This was totally incredible. I got the point in 10 minutes thx very much...
Very helpful! Thanks!
@10:54 The offspring after mutation 11100 and 10100 should be mapped to 28 and 20, respectively.
true
great sir.
Good Work
Good one and useful , simple....plz upload a video on Support Vector in Machine learning.
Thank you!!
Thanks! i had been struggling with this
Search for a lesson.
A random Indian UA-camr video comes up.
Explains everything very effectively within a few minutes than the teacher in the university, who takes around 1 hour.
thank you so much
Thanku sir for your awesome class....
Nice💛
Pls make videos on Ant colony optimization, line balancing and job shop scheduling as my exams are scheduled to be conducted on 5th Sept.
LOVE UR CONTENT
Thank you sir !!
This is very informative, thanks breaking down the various steps.
can you please do a video on genetic algorithms for optimizing identification and controller tuning
Thank u sir 😍
Great🤞🤞🤞
Will you please provide more material regarding genetic algorithm working in swarm intelligence
how did you taken those 2 binary's in step2?
HE just took them as example. to explain how it works
@@devakinandan23 thnx buddy
Thank you and very useful mam..kindly upload a video for minimizing the function using genetic algorithm
it was helpful
Sir can you kindly post a video on RBFN of AND function using bipolar inputs.
Very nice explanation ! Thanks ! Will you please make video on Simulated annealing ?
You are amazing
Thank you brother 🥺 thodi der bad exam hai
Awesome ❤
Great!
Thank you bro , why u stopped uploading such content😢
sir thanks i saw your video... do you mind if i credit you for my research your video is gold it helped me alot
Sure go ahead.
Do not forget to mention my name though ;)
Its hard to explain on your friend. You did global explain. That is so wonderfull thanks for it. I got something in my head now... Teacher can not do some brain activity :D
I couldn't find further video regarding this topic
Did you choose the numbers 13,24,8,19 at random or some other formula behind it?
It's random.
Thank you