The Viterbi Algorithm : Natural Language Processing

[@DistortedV12]

NLP students in the future are going to love this

[@utkarshgarg8783]

I am a NLP student and I am lovin' this :)

[@LeonPark]

lovin it

[@thepriestofvaranasi]

Lovin it bro, you're a visionary

[@xzl20212]

I do

[@bedoor109]

True

[@raghavarora3044]

This was honestly one of the few videos where someone has actually explained something so clearly and efficiently! Great job! Keep up the good work!

[@ritwikgoel]

Deadass

[@r2d2b3c4]

Mate, I just had a lecture on Viterbi in NLP context from uni and I was having nearly a breakdown due to all the smart formulas our teacher has gave us. It was not possible to understand it for me from the lecture. But you have shown it and explained it so clearly, I am amazed and shocked at the same time. You are a legend! Please carry on with the videos, you are saving and changing lives with this

[@muradal-ahmad4048]

Awesome video, very informative! Viterbi explanation starts at 07:28, if you're somehow familiar with HMMs basic concept.

[@libertylocsin4666]

NLP student here. Love this. Your my hero. :D

[@sashankvemulapalli6238]

This literally has to be the best resource to understand Viterbi algorithm across the whole of the internet. Even the inventor themselves wouldn't have been able to explain it better!!! THANKS A TON

[@tarunr130]

The best way, anything academic related, has ever been explained to me on KZbin. Amazing!! Thanks a lot.

[@hossainalif3909]

I'm not gonna say I can solve all the problems of veterbi algorithm from now on, but I can say I have a clear concept after watching this, thank you sir....

[@ritvikmath]

Of course!

[@SajjadZangiabadi]

The teacher does an excellent job of explaining the Viterbi Algorithm and providing a clear example. It’s always great to see educators who are passionate about their subject and able to convey complex concepts in an understandable way.

[@flyingsnowball9224]

This is THE BEST lesson on the Viterbi algorithm ever. THANK YOU!

[@kewtomrao]

I had the same doubt you had at around 13:30 , but you cleared it without causing any confusion!!! Awesome explanation!!! Hopefully your channel becomes more popular!! cheers and good day ahead!!

[@Mew__]

Exactly. I couldn't be convinced when I was told Viterbi isn't greedy, but it makes sense now. Essentially, there's a big difference between argmax of the next connection, and argmax of the cumulative previous connections.

[@unlimitedsky8506]

The prove of the dijkstra invariants is very similar to how you would prove the statement with the viterbi algorithm. In case you're interested in the exact prove!

[@croncoder862]

Very well explained, I actually came from the Coursera NLP specialization since I had many doubts over there, but after watching this, everything is clear.

[@devindoinmonkmode]

Me tooo, this guy is damm crazy

[@yurimuniz7]

Same here. My expectations were high with that course given the quality of the deep learning specialization. But I'm kinda disappointed so far. I've been learning much more from materials like this over the internet.

[@YuryGurevich]

This is the best explanation I have encountered. Thank yup very much.

[@anirudhgangadhar6158]

One of the best explanations I have ever come across. I was struggling with POS tagging a bit but now its crystal clear. Thanks a lot :)

[@farnaznouraei8351]

The best explanation I've seen on this topic. Thank you!

[@brendanking6326]

Super helpful explanation on exactly when you can discontinue the candidate paths. I've seen a few explanations of that point and this one is definitely the clearest

[@NaifAlqahtani]

My guy.. you have a way with words. Ma Sha Allah. beautifully explained

[@thealiens386]

I have 11 hours to my algorithms exam, this video helped so much thank you!

[@LIS75608]

The best lecture ever about this concept.

[@ritvikmath]

Thanks!

[@raamdemaas]

The explanation is amazing. Couldn't wrap my head around it earlier with the text book

[@noorulaminbhat]

One of the best videos on the subject, that I have ever watched. Great work and keep it up!

[@utkarshgarg8783]

This video can never have a dislike. Simply amazing Ritvik. Thanks!

[@ginkei]

Genuinely the best explanation there is, Enlightenment reached!

[@lyzhenyang2982]

Thank you so much this is really so clear. My head feels itchy now. I think my brain is finally growing inside my skull.

[@fjoell]

Nicely explained definitely. One thing I could imagine helping a bit would be to show that in the example we're technically always considering DT, NN and VB, but since the emission probabilities are only non-zero for certain words in the sentence only the nodes with non-zero emission probabilities are written down in the example. As in technically from the start for example we would need to consider whether the first word is a definite article, noun or verb. But the emission probabilities for the starting word are 0 for both verbs and nouns so they would never be part of the path leading to maximum probability. In the next step only NN and VB are written down because DT has a 0 emission probability for fans and so on.

[@leonardliu1995]

Very good video! Cleared up my doubts about why we can't have branch pruning of the lower probability branch! Thanks a lot!

[@Ram-vu4lk]

Calmly explained to make this algorithm understandable in intuitive way. :)

[@LiIRobJr]

I understood this the first time he explained it. Great video man

[@mycodeKK]

Thanks man you're thousand times better than my prof.

[@tianmingguo8271]

Thanks a lot. I am taking an AI class that requires implementing this algorithm for my project. This video explains everything well! Thanks, man!

[@AnhNguyen-df1nm]

God damn what a thorough explanation. Respect brother

[@naveen_malla]

Dude this is awesome. I came here because I did not uderstand the explanation of a Coursera course. No offense to them but you did a great job. Thank you.

[@ritvikmath]

Glad it was helpful!

[@elaine19931120]

Thank you, it's much clearer than my professor

[@trejohnson7677]

This algorithm is appealing to the sensibilities. You can feel the authors nature & propensities.

[@smangla07]

Awesome video. Clearly explains a difficult to comprehend algorithm

[@ritvikmath]

Glad it was helpful!

[@MattRosinski]

Beautiful clear explanation! Thanks Ritvik!

[@wonbulzhang2240]

teaching slowly, but it is very clear. Good job!

[@simiouch5128]

Very clear and instructive explanation. You're a great teacher :) Thank you for these videos

[@SaiGollapudi]

Awesome job! Simple explanation. Pls continue to make such videos.

[@ritvikmath]

Thanks a lot!

[@MGtvMusic]

Amazing Video! Was Stuck at this part for so long

[@kanikagupta6103]

bhaiya thank you so much ! had some much difficulty coz everyone explained easy half of it.. but you did amazing job !!!!

[@totoro_r1668]

Really like your video, it's super clear even for me, who come from a linguistic background! Thank you

[@supervince110]

Your explanation is brilliant

[@ngocquangle5975]

thank you so much, it took me so much time to learn this

[@jannisn.3600]

Insanely well explained, thank you very much!

[@rxs5556]

This video finally nailed it for me. Thanks!

[@aryasharma9379]

Really well explained! You are a great teacher.

[@agnelomascarenhas8990]

Vitterbi algorithm was well explained. Hidden Markov Model was a bit difficult to follow because the contrast on whiteboard was low. I like the way you explain keeping formal clutter out of the way.

[@sethcoast]

Amazing explanation thank you!

[@sarasterlie4799]

This channel is a lifesaver! Thank You!!!

[@DemianUsul]

This is incredible well explained. Thank you and congratulations 🎉

[@proteus333]

This video was so good I loved it, thank you so much!

[@lechx32]

This is a very clear explanation, thank you

[@wenerjy]

Thank you so much, I had the same questions as you!!

[@xraymao5405]

Huge thank you for this great content. It is truly gold

[@sudhanshurai1146]

you earned a subscriber man. Very well explained.

[@Abhishek-pb8kt]

Wonderful 🎉 very engaging and beautifully explained.

[@emid6811]

Thank you so much! I learned a lot. 👏

[@danieldrew2356]

thanks very intuitive and well planned video - was really easy to follow!

[@ritvikmath]

Glad it was helpful!

[@meghajohn]

Very well explained. Clear and succinct!

[@prepotente_irreale]

Thanks for the amazing, structured and pretty damn good video and explanation :)

[@matthewmoore6116]

You my friend, are very good at teaching

[@vipulmishra8682]

That was a great video! Your exlanation is very clear! Thanks a lot!

[@coupmd]

You're a legend. Thank you so much!

[@darshansolanki5535]

Great content, excited to see more videos on parse trees and sentence correctness grammer

[@brandoncazares8452]

This is a very informative video. Thanks so much!!!

[@funskill-relaxationsounds7521]

This helped a lot bro! God bless you

[@kanhabansal524]

best explanation over internet

[@ritvikmath]

Wow thanks!

[@jerilynliu8956]

Thank you for this amazing video! It is so informative and time-saving :D

[@anandarajguntuku1037]

Thanks a lot...Short and very clear

[@guppy13]

You made this very easy to understand, thank you

[@ritvikmath]

You're very welcome!

[@茱莉-x2o]

very clearly explained. thank you very much

[@souravganguly5680]

Beautiful explanation

[@hhehe24]

very clear and direct, thanks

[@gigabytechanz9646]

very clear and detailed explanation! Thanks

[@GayathriNaranath-Jayakumar]

bro i hope you get whatever you want in life omg

[@marouanebenbetka]

Clear Explanation, Thank you!

[@yangwang9688]

Looking forward to coding viterbi algo from scratch!

[@jetlime08]

Amazing video ! Thanks for the great contribution :)

[@josy4767]

Really great - I was really able to follow along

[@ArminBishop]

Finally, I understood it. thanks.

[@cicidu8577]

This is so clear! Thank you so much!

[@FullStackAmigo]

Very good explanation! Thanks a lot.

[@caitlynkailinchen1216]

Thank you so much for this! I finally understand this

[@murkyPurple123]

Brilliant explanation!

[@Kishan31468]

0 dislikes in the video tell everything. Damn Amazing.

[@narasa12]

Excellent ... Liked, subscribed and clicked on bell icon :) Thanks!

[@sudharakafernando4391]

Great explanation...thank you sir !!!

[@Xnshau]

Brilliantly explained 👍

[@francisst-amour646]

very good presentation

[@mahmoudabdulaal3820]

thank you very much that was amazing and clear explanation

[@monarch0251]

So helpful video! really helped me a lot. I just have one suggestion, instead of green marker. try some dark marker like brown. Green shines a little extra.

[@monarch0243]

I agree

[@אליהשלמה-ב8י]

excellent explanation

[@xy11021]

Great video, greetings from munich, lmu ! Thanks you

[@Sulfyderz]

Thank you. It is well explained👏.

[@annatigranyan6417]

Excellent explanation. Thank you :)

[@Hermioneswand1]

Brilliant explanation, thank you! :)

[@mananlalit]

Very nice explanation!

[@일언-s2p]

Hey, thank you so much for sharing all of these helpful videos with us. I really appeciate it! I can see you explained about the decoding algorithm with HMM. Could you also explain about evaluation and learning algorithms?

[@kiran5918]

So good, it makes me cry

[@ritvikmath]

Thanks!