Text Representation Using Word Embeddings: NLP Tutorial For Beginners - S2 E7

[@codebasics]

Check out our premium machine learning course with 2 Industry projects: codebasics.io/courses/machine-learning-for-data-science-beginners-to-advanced

[@fennatthanaphop6623]

Best NLP series I've come across. Thank you, Dhaval!

[@NIKHIL-vn1wu]

Please Complete this playlist fast, can't wait to learn more

[@kirandeepmarala5541]

Hi Nikhil, as said by sir in the past, There are at least 20 to 30 videos left in this amazing playlist. Making good quality tutorials is quite a bit of work and hence it will take time.

[@younessaznag470]

man you're the best at explaining things

[@Kaafirpeado54-6ayesha]

Short, sweet,and useful

[@namanrao9352]

Sir Please make Time-series tutorial playlist after the end of NLP tutorial playlist.

[@AshutoshSharma-df7kg]

Thanku so much Dahavl Sir for providing these wonderfull lectures

[@mackr1581]

This series is amazing. Awaiting for the next post sir.

[@sujaymishra2159]

Hi Dhaval Can you also please make a series on Reinforcement Learning?

[@harshalbhoir8986]

+1

[@daytapy]

Thank you Dhaval

[@VaibhavPatil-rx7pc]

you are a top AI teacher !!!

[@yunicoardianpradana7288]

nice tutorial sir ... thank you

[@degagaalemu7435]

how I can use word embedding in relation extraction between entities

[@falaluibrahimlawan4222]

Thank you Sir 👍

[@parukadli]

Does the word embeddings generated change based on the Dataset they are trained or they are fixed,

[@lemoniall6553]

if we have a sentence "vishy eat bread". then we vectorize the word "eaat"(misspelled word), why does fasttext see that the word "eaat" is more similar to the word "eat"?. How is the architecture?, is it possible for fasttext without using skipgram to be able to classify words?.

[@harshalbhoir8986]

Thank you so much !!!!

[@satishkumar-ir9wy]

What should be the ideal accuracy of a NLP model for a classification model, I have used Linear SVC and it is giving me 66% accuracy, still need improvement. Any thoughts will be appreciable. BTW thanks for these nice videos🙏

[@kirandeepmarala5541]

Hi, Satish, As you know Datscience projects require a lot of experimentation and refinement and there is no single rule of thumb. Based on the inputs you have provided, Linear SVC gives an accuracy of 66%. Can you once try these steps and see if there will be any improvements in the metrics: 1. Try the Naive Bayes model, as this model is the benchmark and works pretty well on text classification tasks. 2. Check whether there is an imbalance in class labels, if it is then try techniques like undersampling, oversampling, and text augmentation techniques. 3. Please ensure that you have done the data preprocessing like stopword removal, cleaning, and lemmatization good. You can try those steps and also you can join the discord channel of codebasics where like-minded people connect and help each other :)

[@harsh2014]

Thanks!

[@pragvanshvyas9529]

Please upload the video fast...as requiremet is high..

[@Shubbham_12]

How to learn Sql amd ms excel plz anyone have an idea plz suggest me courses, KZbin channel etc ,🤗🤗🤗🤗🤗🤗🤗😣

[@tobewanad]

Shashank Kalanithi on KZbin was great for intro to SQL, he did one for Excel too. As a wise man once said (often): "Google is your friend"

[@uptoolate1896]

There's a KZbin course by :"Programming with Mosh," his 3-hour SQL video was great. I ended up buying the full course, I think it was $20, I learned a ton.

[@limameren9605]

✌️🔥

[@limameren9605]

Please give me a shout out 🙏