NLP Tutorial 11 - Automatic Text Generation using TensorFlow, Keras and LSTM

In this video, we will learn about Automatic text generation using Tensorflow, Keras, and LSTM. Automatic text generation is the generation of natural language texts by computer. It has applications in automatic documentation systems, automatic letter writing, automatic report generation, etc. In this project, we are going to generate words given a set of input words. We are going to train the LSTM model using William Shakespeare’s writings.

🔊 Watch till last for a detailed description
01:20 Text generation using TensorFlow, Keras, and LSTM
05:28 Get started with code
27:53 Build LSTM model and prepare x and y
42:25 LSTM model

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[KGPTalkie]

at IN [78], please assign seed_text = lines[12343]

[boredeggyolk]

You didn't do any new video? Bro, I just found your channel. And I swear this is the easiest to understand compared to any machine learning channel. it's very straightforward and educating. please know by doing this you help many people and next future generation to study. please keep it up! i'm rooting for you!

[muhammadzubairbaloch]

My best channel and guider teacher have a very good and awesome lecture. I wait for your lecture anxiety

[BiranchiNarayanNayak]

Nice tutorial. Sir also upload the character based LSTM text generation, which handles the out of vocabulary words.

[ijeffking]

Good one. Thank you so much . I appreciate your easy-to-understand explanation..

[abdulaitj]

Thanks for all your wonderful videos you have been posting. I really enjoy them, but been a newbie in Machine learning it has increased my knowledge and understanding. Pls can you make a video on NLP using RNN (GRU model) to predict sentiment. Thanks from UK

[anuraggupta]

Good tutorials. I wanted to just have a high-level understanding. But they are so interesting that I am going in details

[venkatesanr]

Your explanation and work are awesome, Laxmikant

[gopalraichand]

Hello sir ur tutorial is very good but i have a doubt in generate_text function what is the value n_words which we used for iterating through?

[victoretim]

This video is really fantastic, thank you very much sir. Is it possible for you to post the code here so that we can use it to practice on our own.

[pratirupgoswami]

Pls make a video on skipthoughts models

[dreamscapeai]

Bro your voice is so relaxing, you put me to sleep.

[aadarshlalchandani]

PLEASE REPLY FAST
Hello the video and explanation are great but I'm getting an error:
AttributeError: 'Sequential' object has no attribute 'predict_classes'

[musesafayigatalo]

very interesting thank you very much!!!! can i change this code to spell checker work?

[pratikshaunale]

Thank you sir for this tutorial..your teaching is very simple for understanding purpose..I want this artical link...can u send this artical

[jalalkasmani]

Which video should I watch to learn automatic questions generation from paragraph in a text file.

[sudheerrao]

Thanks for the video...why don't you use spacy or NLTK for text pre processing and why not word2vec for embedding purpose?

[Sawarn]

Very good explanation. Start making more videos on cool projects and videos on blogs.

[nipungupta]

Hello Sir, Thank you for this tutorial. The explanation is very informative. I have a doubt. While writing the function generate_text_sequence, why did you use 0 in Also, , why did you add 1 to the vocabulary size? Please help me understand this. Thank you!

[ikhlask]

Hello, is there any tutorial for doing this with a transformer model?