Hopfield Network Algorithm with Solved Example

#softcomputing #neuralnetwork #datamining
Solved Example on Discrete Hopfield Network
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

[@Divyanshuverma96]

Thank you for such an easy and understandable explanation for a complex topic. helped me alot!

[@nikronic]

I really appreciated man, even though I cannot understand Hindi at all, I got your explanation thoroughly because of your simple but precise example that covered all material. You are better than my prof who studied whole his life in France. Actually, I love teaching but I need to learn well, not like my prof.
God bless India ;-)

[@salaar_shouryanga]

Bhaiya ur ruling the soft computing topics in u tube.. Thank u dude.

[@KsYusuf]

Eyvallah kardeşim. as far as you explained better than our teacher. thank u

[@CS_HimanshuVishwakarma]

Are you Turkish marhaba

[@vedantpatil8331]

Best video.

[@G123411]

Amazing video brother! Keep up the good work!

[@shreeshailmali5464]

thank you bhai kl paper hai artificial neural network ka aap ne hopfield bohot ache se samjha diya

[@IndianViralVideo118]

it helps me helps a lot ... Thanks Brother

[@deepanshuarora7940]

Bro you are a Gem💯

[@SuperMehta007]

Why do we convert to binary for testing. Can't we keep it as it is?

[@nurulkhairina8018]

thank you very much,, This video really helped me..

[@shaikhasane1148]

Super Explanation brother -----------------keep going on

[@flipotssss]

Awesome video bro!

[@rashigupta1299]

Good job man....helped alot

[@preetideshwal8989]

Really Nice explaination......

[@emreparlak2729]

Man, your bam video was very clear, but i dont know what you are saying in this video

[@RahulPatel-st7hg]

very good explanation....

[@ozonewagle]

thank you so much

[@020hamza2]

Thank you very much

[@indupathak9752]

Thank u so much.. Remarkable:)

[@harshsharmax25]

3:35 in calculation of weight matrix I think you meant S^T(P).S(P) instead of S^T(P).t(P) since there is no output matrix . Is that right?

[@anupamadarsh1329]

yes it is right, it is outer product rule

[@mo-ry5je]

Thank you

[@shivanisangwan3746]

Very helpful sir👏😊

[@1ssbrudra]

Watch in ^ .75

[@suryakiran8225]

super super super

[@SHIVAMSHARMA-wo4zk]

Bhai seedha he kr deta Y=X + X*W where X, Y, W are the corresponding matrices for input, output and weight.

[@ranjeetwalia357]

Yes bro you are right.....Time waste kr diya.

[@shalinikeshawani3356]

Thanku sir

[@atrisengupta9776]

Tu GOD he bro

[@randythamrin5976]

I don't get the language, but the explanation was great

[@sudhanshujuneja4695]

Is it a convention that after chosing y1 unit for updation, we have to chose y4 for updation & then y3 & y2...
Can we update y2 unit just after y1 unit???

[@shimulbhattacharjee9560]

Yes you can !!

[@pantepember]

What is this language? Or languages? Hinglish?

[@Rahul-hn5qf]

At step 4 :- when u calculating y4 0+1= 1 will come u kept as -2 bro .I think its wrong , u Just rectify that mistake

[@supriyoghosh9386]

Yes it would be
[1 0 1 0] 1 = 1+1=2.
0
1
-1

[@mrithunjaydeveshnath5486]

This not hopfield, this discrete Hopfield. Brother btw nice video

[@ayushpatel4710]

Y1 ke bad agr randomly na lkr serially koi input choose kare to jese y1,y2 tb v same aayega?

[@Monkeydluffy-we2fk]

Tomorrow exam and I'm here at 12 am 😁 🙏

[@parakhchaudhary7453]

What happens if it doesn't converge at all

[@sarkandawale]

Why did u choose input vector directly

[@sumayyamaqdoom8824]

Can you please provide notes

[@philanixulu4401]

anyone to translate for me as how to get the x and y vectors...

[@Joses255]

Eyy weBafo lo mfo akaykhulumi lento esiyfunayo

[@kalpeshsjoshi]

@4.13 how did you calculated binary representation for (1,1,1,-1) to (1,1,1,0)

[@saranshkhurana7784]

Bipolar to binary. Assume in bipolar -1 = 0 and +1=1. Actually the matrix [1,1,1,-1] is [+1,+1,+1,-1]

[@tokitaohma1578]

@@saranshkhurana7784 thanks man

[@omop5922]

Binary kyo liya.

[@alsabtilaila1923]

Do you have it in English?

[@trz_maier7154]

what language is this?

[@arunjoshi5349]

hindi

[@rohanwarghade7111]

mexican

[@myself5812]

Klingon? ​@@rohanwarghade7111

[@CodinggGalaxy]

Hindi

[@c47tejassamant66]

Which country are you from?

[@Wreckers_B]

thanks bro lol

[@OverConfidenceGamingYT]

Huu, sound at beginning of video...kis kis me notice kiya😄🙈

[@snehalgaikwad6436]

implement the code in matlab please

[@devaryan2201]

Bhai yrr apne in notes ki pdf dede bhai plz😢😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭😭....

[@rohanpendyala1074]

nxt time onwards plss explain in English bro.

[@CS_HimanshuVishwakarma]

Pehle explain toh karte kya hota he hopfeild

[@nishantkd9697]

Bro, what the fuck

[@saurabhmawle8813]

Jai jai bajrangbali

[@idkkidkmaybe9765]

cant get shit about what you said. Not helpful

[@AmanGupta-eu4hb]

bhai thodi padhai likhai kar le

[@joeljoshuarichard1131]

English bro ?!