NLP Tutorial in Python - Spam Classification

[@GregHogg]

Take my courses at mlnow.ai/!

[@duchahapsari7081]

Wow! This is an amazing tutorial. Learn so much about fundamental NLP, while keeping it so practical to follow. Looking for more crisp contents from you, Greg!

[@GregHogg]

Really glad to hear that Ducha!

[@ashathotan]

I enjoyed watching your illustration on the email spam.

[@Brocollipy]

Great video , just what I needed. Need to test out some models quickly and really can't do another 3hr course!!

[@DarkTobias7]

Amazing video, please do more NLP projects

[@GregHogg]

Thanks so much, and will do!

[@arsheyajain7055]

This is awesome 👏

[@GregHogg]

I thought so too!

[@gustavojuantorena]

Great video!

[@GregHogg]

Thanks so much Gustavo!

[@jspetrolina]

Hi Greg! Old but gold, fabulous video, let me ask you, is that structure that you build what packages like spacy is doing behind the scenes? Thanks again

[@GregHogg]

Thank you :) and what structure sorry?

[@akshitadixit_1068]

Thanks Greg for this amazing video, however i have a doubt, how are we determining that the tokens with the maximum frequency are the ones contributing to the spamy nature of the message, their is a possibility that tokens with a low frequency are equally malicious. Thanks!

[@GregHogg]

Yes that's very true, you could absolutely change how I did things

[@InfernalPasquale]

12:00 Why is features = set() converted to a list, rather than just being a list to begin with?

[@rahulnayak8866]

using a list instead of set will result in getting redundant values, so in order to get unique values set() is used which is then converted into a list.

[@mikekertser5384]

Thank you! Can you please make a video with the review of the word embeddings models and corresponding transfer learning examples? And some nlp feature engineering as well. :)

[@GregHogg]

You're very welcome - and this is in the works :)

[@e_hossam96]

This is great

[@GregHogg]

Thanks so much Hossam!! :)

[@iqrarkhan8129]

thanks that was quite helpful bus can you also please do a malware detection and classification using machine learning algo? if yes please do and upload as soon as possible

[@GregHogg]

You're very welcome! Probably eventually, but won't be able to do that for awhile sorry.

[@writabratadey8048]

nltk.download() is not working. showing WinError 10060 everytime ie. connection attempt failed...plz provide a solution

[@GregHogg]

Probably slow internet unfortunately

[@MyStockz]

Hi Greg Hogg! Hope all is well! Have you tried or heard of a website called logikbot? If yes, what do you think of it?

[@GregHogg]

Never heard :)

[@MyStockz]

@@GregHogg Cool!

[@tareq8109]

Want NLP series

[@GregHogg]

Working on it!

[@dannyrodin1151]

I enjoy your videos, but this one's way too fast. I'll need to watch it 3 times with 0.5 speed.

[@GregHogg]

Hmm, I appreciate the feedback here.