Why RNNs are needed | RNNs Vs ANNs | RNN Part 1

A recurrent neural network (RNN) is a class of artificial neural networks where connections between nodes can create a cycle, allowing output from some nodes to affect subsequent input to the same nodes. This allows it to exhibit temporal dynamic behavior.
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⌚Time Stamps⌚
00:00 - Intro
00:45 - Sequential Data
07:35 - Why Use RNN?
17:00 - Reasons
20:30 - Demo and Applications of RNN
28:07 - Roadmap for RNN

Пікірлер: 79

  • @Shuraim843
    @Shuraim8436 ай бұрын

    Recurrent Neural Networks (RNNs) ke kai applications hain jinmein ye sequence data ko handle karna important hota hai. Yahan kuch common applications hain: 1. **Language Modeling:** - RNNs ko language modeling mein use kiya jata hai, jaise ki next word prediction tasks. 2. **Speech Recognition:** - Awaz ko text mein convert karne mein RNNs ka istemal hota hai. 3. **Time Series Prediction:** - RNNs time series data, jaise stock prices, weather data, aur sensor readings ke prediction mein kaam aate hain. 4. **Natural Language Processing (NLP):** - Sentiment analysis, text summarization, aur machine translation jaise NLP tasks mein RNNs ka istemal hota hai. 5. **Video Analysis:** - Video frames ko analyze karne aur sequential information ko capture karne ke liye RNNs ka istemal hota hai. 6. **Generative Models:** - RNNs ko generative models banane mein use kiya jata hai, jismein naye data points generate kiye ja sakte hain. 7. **Robotics:** - Sequential decision-making problems mein, jaise ki robotic path planning, mein RNNs ka istemal hota hai. 8. **Healthcare:** - Medical data, patient monitoring, aur disease prediction mein RNNs ka istemal hota hai. 9. **Financial Forecasting:** - RNNs ko financial data analysis mein use kiya jata hai, jaise stock market trends predict karne ke liye. 10. **Game Playing:** - Sequential decision-making problems in games mein RNNs ka istemal hota hai. RNNs sequential information ko handle karne mein expert hote hain, lekin long-term dependencies ko capture karne mein kuch challenges hote hain jinhein LSTM (Long Short-Term Memory) aur GRU (Gated Recurrent Unit) jaise architectures se address kiya jata hai.

  • @abdulqadar9580
    @abdulqadar95809 ай бұрын

    IF I would have power to give top ranking of teaching AI, then I would give Sir Nitish. Love from Pakistan.

  • @venkataramana-tj7qu
    @venkataramana-tj7quАй бұрын

    i have seen your videos while i'm doing my internship ,it assist me a lot and gained ample amount of knowledge thorough your videos brother. we are so appricaite you the way of teaching and explaining each and every concept.

  • @satyamgupta4808
    @satyamgupta4808 Жыл бұрын

    u r amazing sir u teach very well and in very depth. i also bought one paid course but your course is far much much better than that course. thanku so much sir.

  • @gauravlochab9614
    @gauravlochab9614 Жыл бұрын

    Happy diwali Nitish bhai! Love your videos, helps me brush up my knowledge!

  • @abhishekranjanprusty6156
    @abhishekranjanprusty6156 Жыл бұрын

    It would be really helpful if you can make videos on Transformers, LSTMs, LLMs within this playlist.

  • @Shuraim843

    @Shuraim843

    6 ай бұрын

    Sir please make a video on "attention is all you need " research paper and transformer architecture

  • @aberforthdumbledore3961
    @aberforthdumbledore39617 ай бұрын

    You're really saviour for my project.

  • @sreedharreddy472
    @sreedharreddy47211 ай бұрын

    Very well explained sir. Thank you a lot 🙂

  • @siddhant_n
    @siddhant_n6 ай бұрын

    खतरनाक सर, Very informative

  • @StartGenAI
    @StartGenAI Жыл бұрын

    Happy Diwali Sir. Nice roadmap for RNN. I am very excited to learn it.

  • @sujithsaikalakonda4863
    @sujithsaikalakonda4863 Жыл бұрын

    Great explanation sir.

  • @RichaSharma-pf6eh
    @RichaSharma-pf6eh4 ай бұрын

    really your videos are amazinggggggg n so simple to understand

  • @miscellaneoushub1956
    @miscellaneoushub1956 Жыл бұрын

    Thank you very much, dying to learn LSTM from you.

  • @shrikant136661

    @shrikant136661

    Жыл бұрын

    Mo

  • @shrikant136661

    @shrikant136661

    Жыл бұрын

    Mo

  • @surja06
    @surja068 ай бұрын

    Volume issue in this video while showing the examples. The videos are so awesome! 👌

  • @narendraparmar1631
    @narendraparmar16313 ай бұрын

    Nicely introduced RNN, Thanks

  • @MukeshYadav-nm2wd
    @MukeshYadav-nm2wd7 ай бұрын

    Your explanation are superb awesome ❤❤❤ sir ❤

  • @bhuvanmangalore4483
    @bhuvanmangalore44834 ай бұрын

    You never let us down. ❤‍🔥🔥🔥🔥🔥🔥

  • @RinkiSingh-ph6oo
    @RinkiSingh-ph6oo Жыл бұрын

    Very good explanation

  • @anishkhatiwada2502
    @anishkhatiwada25025 ай бұрын

    Sir, very thankful video.

  • @MukeshYadav-nm2wd
    @MukeshYadav-nm2wd7 ай бұрын

    Sir I can't get your lecture video on autoencoder and VAE ??? Pls make video on these two

  • @piyushsavani1625
    @piyushsavani1625 Жыл бұрын

    Happy Diwali sir....waited for many times

  • @ParthivShah
    @ParthivShahАй бұрын

    Thank You Sir.

  • @dakshbhatnagar
    @dakshbhatnagar Жыл бұрын

    Happy Diwali bhai, Excited to learn RNN

  • @yogendrajoshi8786
    @yogendrajoshi8786 Жыл бұрын

    Kindly make video on LSTM also.

  • @surajitdas2505
    @surajitdas2505 Жыл бұрын

    Well explained. Thanks a lot :)

  • @ganeshmadurkar7601
    @ganeshmadurkar7601Ай бұрын

    One of the best 👏🏻

  • @hey.Sourin
    @hey.SourinАй бұрын

    Thank you sir!!!

  • @ANAND02120
    @ANAND02120 Жыл бұрын

    Please make video on Graphical neural network. Please compare it with CNN and why such generalisation is needed?

  • @AnkurSingh-kj9wu
    @AnkurSingh-kj9wu Жыл бұрын

    Bhaiya you are great!!!

  • @abhijitsaptal2492
    @abhijitsaptal2492Ай бұрын

    good content

  • @yogendrajoshi8786
    @yogendrajoshi8786 Жыл бұрын

    Thank u very much sir it was much awaited.

  • @RichaSharma-pf6eh
    @RichaSharma-pf6eh4 ай бұрын

    Krish pls upload a video on implementation of capsule neural network..on dogs n cats daatset

  • @vamshiharshik6495
    @vamshiharshik6495 Жыл бұрын

    Is label encoding before or after train test split?

  • @pavangoyal6840
    @pavangoyal6840 Жыл бұрын

    Awaiting for your next video pls

  • @PMKB4
    @PMKB4 Жыл бұрын

    Superb

  • @gaajarlasheshugoud4723
    @gaajarlasheshugoud4723 Жыл бұрын

    Happy Diwali Bro...

  • @shubhankarsharma2221
    @shubhankarsharma2221 Жыл бұрын

    Ran sentimet analysis on few comments and enjoying learning

  • @AsifAli-rr7wb
    @AsifAli-rr7wb10 ай бұрын

    Thanks sir

  • @lalitagarwal9155
    @lalitagarwal91558 ай бұрын

    Sir It's hard to understand Yolo please make a magical video on that. Also can you make a video on semantic analysis in order to recommend user on the basis of their semantic which is submitted by user on a website.

  • @vamshiharshik6495
    @vamshiharshik6495 Жыл бұрын

    Sir how to convert a ensemble model into a federated learning model?

  • @sandipansarkar9211
    @sandipansarkar9211 Жыл бұрын

    finished watching

  • @EnglishwithSudha
    @EnglishwithSudha2 ай бұрын

    Tq so much sir

  • @ahmadtalhaansari4456
    @ahmadtalhaansari44569 ай бұрын

    Learning RNNs August 12, 2023😊

  • @ykvlogs4292
    @ykvlogs429210 ай бұрын

    sir please complete this playlist , eagerly waiting

  • @himanshujoshi5908
    @himanshujoshi59083 ай бұрын

    00:02 Recurrent Neural Networks (RNNs) are a special type of neural networks used for sequences and NLP tasks. 03:51 Sequential data is a type of data where the sequence of elements matters 07:34 The need to represent sequential data in neural networks 12:26 The first sentence has the maximum number of words with 5 words. 17:18 The problems of wearing size and unnecessary computation in ANM on sequential data 20:48 Sentiment analysis and sentence completion 23:00 RN has various interesting applications. 25:38 The model can understand and answer questions related to a given paragraph. 28:29 The video discusses back propagation in time and the problems arising in RNN

  • @ritesh_b
    @ritesh_b Жыл бұрын

    Please make video on xgboost as same as you have made for adaboost

  • @abhaykumaramanofficial
    @abhaykumaramanofficial Жыл бұрын

    Happy diwali sir ji

  • @soumeshnayak4546
    @soumeshnayak454611 ай бұрын

    Awesome video sir.😍😍😍 sir LSTM ka video kab aaiga?

  • @zafarahmed8807
    @zafarahmed88076 ай бұрын

    sir please video on encoder decoder architecture and explain it Attention Mechanism Transformers

  • @onebyzero-4608
    @onebyzero-46088 ай бұрын

    why ANN has no sequence information ? if sequence changes so does order of 1d one hot encoded vector changes ? its like normal input sequence change in normal ANN , and ANN can be trained for all possible sequence in the world ? Only issue is related to sparse and large no of weights to be trained ?

  • @Pushprajgour

    @Pushprajgour

    2 ай бұрын

    as the order will change, but still if you see your entire input data set it will still remain same

  • @hellocutieyt1961
    @hellocutieyt19618 ай бұрын

    sir can you make series on GANs.?

  • @bibhutibaibhavbora8770
    @bibhutibaibhavbora87708 ай бұрын

    Sir please explain the encoder and decoder. Really found it hard.

  • @Funfact74
    @Funfact74Күн бұрын

    24 hrs energy prices, solar power output 24 hrs kya ye sab bhi sequential data hai?

  • @mujibai
    @mujibai Жыл бұрын

    sir plase make a video on LSTM, bi-LSTM, GRU

  • @nikhiliyer8436
    @nikhiliyer8436 Жыл бұрын

    Hi Nitish,If possible please upload 2 videos per week..I would request you to finish FEATURE SELECTION in ML,DBSCAN,XGBOOST,ROC-AOC CURVE ,NLP ADVANCE ,PYTHON 100 DAYS AND MLOPS PLAYLIST ALSO

  • @indianengineer5802

    @indianengineer5802

    Жыл бұрын

    Bhai jaaan lele bande ki 😂

  • @readbhagwatgeeta3810

    @readbhagwatgeeta3810

    Жыл бұрын

    Don't worry his 7th month complete data science course is starting from 7 th nov and he will cover everything from SQL to deployment...for free☺️

  • @nikhiliyer8436

    @nikhiliyer8436

    Жыл бұрын

    @@readbhagwatgeeta3810 ,Its paid course boss not free

  • @readbhagwatgeeta3810

    @readbhagwatgeeta3810

    Жыл бұрын

    @@nikhiliyer8436 No it's for free. Extra features like doubt clearing, interview preparation and last project section are paid but the class which will be occur every mon, tue and wed will be available for everyone.

  • @nikhiliyer8436

    @nikhiliyer8436

    Жыл бұрын

    @@readbhagwatgeeta3810 ,I know man so what about current playlist of NLP,DL and PYTHON which still not finished ,from now he will only care about this classes only

  • @huzaifashamsi6623
    @huzaifashamsi66238 ай бұрын

    plz make a video for transformer too.Can't for this

  • @messi0510
    @messi051011 ай бұрын

    17:00-->20:30 Why we need RNN

  • @muhammadikram895
    @muhammadikram8952 ай бұрын

    my PhD in NLP carreer totaly dependent on you.

  • @hotsizler305
    @hotsizler305 Жыл бұрын

    sir, when is the new data science course going to start, i joined and ever since you have not any new stream ??

  • @campusx-official

    @campusx-official

    Жыл бұрын

    It will start from 7th November

  • @hotsizler305

    @hotsizler305

    Жыл бұрын

    @@campusx-official can you give a pdf on the roadmap of course and how long it will take??

  • @campusx-official

    @campusx-official

    Жыл бұрын

    @@hotsizler305 kzread.info/dash/bejne/oICXqNuHnK_TpZc.html See this video. I have discussed everything here.

  • @user-vy5sg2lp1w
    @user-vy5sg2lp1w11 ай бұрын

    complete playlist

  • @yashjain6372
    @yashjain6372 Жыл бұрын

    best

  • @harshjaiswal3078
    @harshjaiswal3078 Жыл бұрын

    sir RNN ka plan of attack is fire

  • @harishchandrasekaran6096
    @harishchandrasekaran6096 Жыл бұрын

    African Love birds behind the scenes😅

  • @bhupendersharma-l0487
    @bhupendersharma-l04879 ай бұрын

    Sir Complete this Pleylist please

  • @aniruddhadeshmukh3571
    @aniruddhadeshmukh357111 ай бұрын

    sri we have remove name word nitesh

  • @gokulkommisetti615
    @gokulkommisetti6156 ай бұрын

    😊

  • @rashedin6356
    @rashedin63568 ай бұрын

    Race 3 ka review analysis 😂