End to End NLP Project | Sentiment Analysis on Amazon Reviews

End to End NLP Project | Sentiment Analysis on Amazon Reviews | Satyajit Pattnaik

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Күн бұрын

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End to End NLP Project | Sentiment Analysis on Amazon Reviews | Satyajit Pattnaik
In this video, we delve into the world of Data Science and NLP. Whether you're a fresher or an experienced professional, selecting the right projects for your portfolio can be a daunting task. In this NLP-focused use case, we explore sentiment analysis using Amazon reviews. We'll build a classifier that can predict whether a review has a positive, neutral, or negative sentiment. Additionally, we'll take this model and create a pipeline, converting it into APIs and building a Flask web application. Join us as we explore this end-to-end NLP case study and gain valuable insights into the world of data science portfolio projects.
𝐓𝐢𝐦𝐞𝐋𝐢𝐧𝐞:
✅ 00:00 Introduction
✅ 02:15 About the Project
✅ 03:37 Data Exploration (EDA)
✅ 20:24 Model Exploration & Building
✅ 27:01 Flask App
🔴 Code: github.com/pik1989/Sentiment-...
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Пікірлер: 182

@SatyajitPattnaik 16 күн бұрын

Run the api.py (python api.py) by going to the directory, its working fine!!

@sudhadpurity 2 ай бұрын

Great Video, learnt alot Here are my feedbacks: 1. Please don't play the background music or make is really low in volume 2. Please don't add in-video captions, rather embed in captions, as most of the time the Text was covering important piece of information

@Gupta123.4 5 ай бұрын

Plz don't play background music

@bhu0091 4 ай бұрын

stfu, background music needed

@muheet_-m1 2 ай бұрын

This music made me sleepy 😴

@raj345to Ай бұрын

yes no music please ,its disturbing.

@jayrajsonawane165 5 ай бұрын

waiting for different different data science end to end video 🙌👍👌

@xdkeshav5454 4 ай бұрын

thankyou sir for this amazing video

@RajaKumar-vq8sj 4 ай бұрын

You did good for us thanks with big ❤

@DataPulse 2 ай бұрын

Amazing !!, very helpful, more complex projects please.

@amrit845 Ай бұрын

thank you sir amazing video

@anusheykhan6415 3 ай бұрын

great teaching!

@harshinivbhat7817 5 ай бұрын

Great explanation

@naveensinghrajput6903 3 ай бұрын

excellent video

@pritisanjekar3227 5 ай бұрын

nice explanation

@osayiprecious1990 Ай бұрын

Awesome video

@akankshabaghel6249 3 ай бұрын

It was a great learning with you 👍

@AshviniHegde 4 ай бұрын

Thanks!

@sricharitha5752 Ай бұрын

sir thank you so much for the project!!! sir would it work with other dataset?

@PriteshRPatel-lr5uh 5 ай бұрын

loved your video. I would have really liked for you to spend more time explaining the latter part of your code with the same level of details that you did for the ED portion. Also, perhaps make the closed captions smaller. I've also seen some youtubers, inlaying themselves inside the video as they talk. I think that makes it more personal. Great video.

@SatyajitPattnaik 4 ай бұрын

Thanks for the tip!

@MdOsman-tj2dr 2 ай бұрын

So, I am new in the field of data however, I have few things which i need more clarity on and that is feature selection, model selection and checking relationship of variables using hypothesis testing. Please make a video it would be a great help.

@wiss1998 8 ай бұрын

waiting for more Data engineering end to end projects!💫

@yashk.9616 3 ай бұрын

kindly tell from where I can find more such dataset to work upon. Also please inform us about the piece of codes to run different analysis techniques. I want to apply these techniques in my internship , it would be a great great help to strengthen my CV. Kindly help. Thank you

@aadithyathejaswini5371 6 күн бұрын

I'm a fresher from statistics background and completed a 6 month data science internship. I'm currently working on projects and looking for a job.

@tejareddy9485 6 ай бұрын

sir i have totally 2 years of IT experinece 1.5 on azure and remaining on python and also basic information i know in nlp how can i proceed with nlp developer can you guide me and which projects is suitable for my resume

@solomondavidson4346 2 ай бұрын

Wow! What an amazing project. You are a cool teacher too. For the data balancing I am going to use the SMOTEENN technique.

@user-wd4tm6bz1b 8 ай бұрын

waiting for more such projects !

@SatyajitPattnaik 8 ай бұрын

What project u need, be specific and i can prepare 💪

@nandiniy1504 2 ай бұрын

@@SatyajitPattnaikSir, I'm into software testing, Could you please do how to test chatbots, summarizations of emails,files, video, creating new contents based organisation data, testing tools etc.

@Muska-tr2vp 3 ай бұрын

Hi sir, it was a great video. Can you provide a code for amazon product review in python and method of laxicon and machine learning please 🙏

@tsahithireddy6234 Ай бұрын

What is the use already rating tells us whether positive or negative easily

@aryasen5169 5 ай бұрын

Sir, I am a non-technical student currently learning data analytics. Could you please suggest some projects that I can include on my resume?

@Nikhil-qi4oz 8 ай бұрын

❤

@navinjakkula4041 5 ай бұрын

Hi satyajit I am a final year data science student i was looking for a similar sentiment analysis project for my major project but I have a different thought like we are going to paste the link of the amazon product reviews section on the input section expecting a output of sentiments like positive negative and neutral in the form of graphs ior pie chart of the reviews of that particular product and we proposed to do this analysis Using bert model . I have seen many videos in the youtube they are give sentiment analysis on complete reviews data but we are expecting for particular product and it should work for all the amazon product Can please help us by doing this project. It will be a great help for us Thanks in advance

@ruchiyadav7873 6 ай бұрын

very informative and catchy tutorial. can you please share dataset link to practice on !

@SatyajitPattnaik 6 ай бұрын

Check description

@Akila_dairy 4 ай бұрын

i have error for template not found ....how to i recover pls tell me bro

@skillpilot6 4 ай бұрын

Sir, im a college student and want to do a project... Need a project which will compare the products especially beauty products and use Web scraping for getting reviews from any platform and use data visualization to view the comparison if web scraping is not possible at least with related data set

@salonimahadule7253 5 ай бұрын

Sir as we know Sentiment Analysis can be done by 3 approaches, lexicon based approach, ML based approach and Pre-trained transformer based approach. Sir can you make a video on how make an end-to-end sentiment analysis project with pre-trained transformer based approach.

@SatyajitPattnaik 4 ай бұрын

Sure

@wiss1998 8 ай бұрын

I hope we can get the code as soon as possible 🎉

@SatyajitPattnaik 8 ай бұрын

Sure, help to spread the video on Linkedin and other groups and i will share the codes ASAP 😍

@Arman_tech_272 3 ай бұрын

I want to add more feature in this like detection of language and key phrases also

@SatyajitPattnaik 3 ай бұрын

Anything and everything can be done 😀

@KonisettiDurgaBadrinath 7 ай бұрын

Sir, can you please specify the versions of the libraries and dependies

@KonisettiDurgaBadrinath 7 ай бұрын

Since XG Boost and scikit learn will conflict always.

@amrutaingle4142 6 ай бұрын

Hello Satyajit, I am an experienced Data scientist having almost 3.5 yrs of experience in ML domain. Looking for the portfolio project in NLP in any of the trending area. Please suggest me a good one.

@SatyajitPattnaik 6 ай бұрын

Resume extraction, then skill matching with JDs and giving resume scores

@isayit6054 5 ай бұрын

Could you not use encoding instead of vectorisation to covert text to numerical data

@SatyajitPattnaik 5 ай бұрын

Yes could have

@anandshaw-ie3qk 6 ай бұрын

Sir kaya mein ye project Data science ke interview mein dikha sakta hu ?

@amiinofficial6272 2 ай бұрын

Thank you sir, I learnt a lot from your video but I have an error which is the feedback part is not giving me feedback negative or positive when i press the predict button. Pls respond.

@AkshatChaudhary-fe3vv 25 күн бұрын

is it resolved, now; i pinged sir about. Its funny bcox just like the project he is also not responding

@sj8725 3 ай бұрын

Impressive Sir !! Loved it

@Madish0046 Ай бұрын

Hi @satyajit ji Im a fresher for Data science and having 10+ experience from insurance background kindly let me know what to be done

@SatyajitPattnaik Ай бұрын

Can comment after seeing your resume, you can ping me at WhatsApp 8237040802

@smartteaminfinity 17 күн бұрын

The landing page is working just fine, but when we give the input data as a string ( single sentence) or CSV file, the predict button is not working. There's no predction showing someone help me?

@SatyajitPattnaik 17 күн бұрын

@@smartteaminfinity the issue is already raised, we are fixing it!!

@joelfernandez5141 5 ай бұрын

Thank you for the video, Sir i am facing a issues with the predict button after typing the text in the box, It is unable to predict

@datascientistknowledge2702 2 ай бұрын

same i also cant able to predict

@virinchinandamuru1437 18 күн бұрын

I also am having this issue. Did you figure out the solution?

@aryan8893 7 күн бұрын

Hey man I did the exact process as mentioned on your github , I cloned the repo in my vs code , created the conda env and ran the flask api.py query and when I try to input any string on the website , no output is being shown , please help

@SatyajitPattnaik 7 күн бұрын

@@aryan8893 i just tested it 2 days back and the code works fine, pls check your logs on the exact reason of failure

@NoorNoor-bl2jr 4 ай бұрын

Assalamualaikum sir can u please run this code by adding csv and prdict that and predict by graph .u add that div but can't run it

@gyanaranjansethy2532 4 ай бұрын

i am also trying , can you help me? i can pay money plss i need help

@rabbiislamyeasin1696 11 күн бұрын

Thank You for this Wonderful Video . I'm from a Computer Science and Engineering Background with a Professional Certification of "IBM Data Science Professional Certification" . Could You Suggest me some Project that will enrich my Data Science Portfolio ?

@Kaar_Megham 4 ай бұрын

Sir I am a third year engineering student , what nlp project should I do for my resume?

@SatyajitPattnaik 4 ай бұрын

Resume parser, next work prediction, chatbots, rec systems

@harshitmishra394 Ай бұрын

I'm a data science fresher please guide me for portfolio project

@SatyajitPattnaik 5 ай бұрын

Check an end to end Gen AI project: kzfaq.info/get/bejne/nb58qsignNWxh3U.html

@vedangshahi3954 5 ай бұрын

Sir i want to take this project to some other level like I want to add some new things and remove the API part so can u please help me?

@SatyajitPattnaik 4 ай бұрын

Join our communities and you can ask me, personally i can't commit to help you on 1-1 basis, but on communities I might respond :)

@michaeljayanth6182 20 күн бұрын

could u plz do a project on web scraping and data extraction in nlp plz

@SatyajitPattnaik 20 күн бұрын

@@michaeljayanth6182 web scraping with nlp? What is this request 😀

@sricharitha5752 Ай бұрын

sir yesterday i checked choose file option and since then the prediction output isn't working 😭 what to do sir

@SatyajitPattnaik Ай бұрын

All the codes provided were working and hence made public, if it doesnt work at your end, pls debug, must be some minor issue

@shrikantsuryawanshi99 4 ай бұрын

Please stop the Background Music, it is distracting from the main content

@amalbiju6883 7 ай бұрын

Can you do a Sentimental analysis project on voice data

@SatyajitPattnaik 7 ай бұрын

Sure, next week 💪

@ytguys7146 6 ай бұрын

33:58 bro I just enter the details and click on predict. It won't show the results. What i do

@SatyajitPattnaik 6 ай бұрын

Did you get an error?

@ytguys7146 6 ай бұрын

@@SatyajitPattnaik no I just copy the code and Install all requirements and finally i can run the flask platform. But after enter the review it cant predict. So on which model I need to check

@aankitaaa 5 ай бұрын

did it work for you?? let me know if it did??

@gyanaranjansethy2532 4 ай бұрын

@@aankitaaa hey, did uh do this project?pls reply

@tarun94060sharma 3 ай бұрын

Can you please paste link of dataset from where you download this ?

@SatyajitPattnaik 3 ай бұрын

Links are in description, no idea about the original dataset, i dont remember it 😀

@user-lp2bj7pi8w 7 ай бұрын

Sir I'm in my Btech 3rd year of college, and my background is Artificial intelligence and Data science, and I want to do some internship and do some real world projects for my knowledge. Suggest me some thing that's help me for my future. Thank you 🙏😊

@SatyajitPattnaik 7 ай бұрын

Ping me on linkedin with your resume

@user-lp2bj7pi8w 7 ай бұрын

@@SatyajitPattnaik yes sir I just want to send my resume through LinkedIn but I can't because of LinkedIn premium , Can I share my resume in mail??

@adityasingh387 5 ай бұрын

While running this using the uploading csv file it will not showing the graph result it is showing the error "starting a matplotlib GUI outside of the main thread will likely fail" Can anyone solve my error?

@adityasingh387 5 ай бұрын

Give answer to my problem asap

@gyanaranjansethy2532 4 ай бұрын

did you solve error?

@ankushprajapati3297 Ай бұрын

Hello im Ankush Prajapati. Recently passed out from mechanical background and i want to shift my domain into data analyst so it might be greatful if u help me or guide me

@SatyajitPattnaik Ай бұрын

Sure ping me on whatsapp 8237040802

@user-wd4tm6bz1b 7 ай бұрын

sir, can you share me the code part and dataset! waiting for 3 weeks

@SatyajitPattnaik 7 ай бұрын

Waiting for 3 weeks but did you put some efforts to post this on Linkedin or any other group? I spend hours to build projects and few hours to shoot and edit, theres a give and take policy, if i dont get the minimum requirements, then what should i do?

@SatyajitPattnaik 7 ай бұрын

I will release the code to you, ping me personally on LinkedIn

@Hamzakhan-pg5uq 2 ай бұрын

Can someone share dataset link

@saharsahar1238 5 ай бұрын

i am having this error while loading data in jupyter file. how can i resolve this issue? UnicodeDecodeError: 'utf-8' codec can't decode byte 0x92 in position 923: invalid start byte.

@SatyajitPattnaik 5 ай бұрын

Try googling it, its because of the unicode problem, you need to change the encoding technique while reading the file

@saharsahar1238 5 ай бұрын

@@SatyajitPattnaik i m trying but its making file data NaN

@SatyajitPattnaik 5 ай бұрын

@@saharsahar1238 you need to find a way to fix it yourself 😀

@moviesadda9788 Ай бұрын

the model is not showing any negative sentence as a negative sentiment, due to unbalanced data, how to deal with it , also the graph result is not showing for the bulk prediction... please provide the help

@SatyajitPattnaik Ай бұрын

We have to balance the data using smote, smoteenn etc concepts

@arunbarikxyzvlogs999 18 күн бұрын

bro are you getting any o/p in the prediction section

@SatyajitPattnaik 18 күн бұрын

@@arunbarikxyzvlogs999 the model and code will be updated soon, have some patience

@user-jx2en8mo2b 7 ай бұрын

I am a DS fresher, I have an interview with Target India. Which projects will help me to perform better in the interview? Can you give please a specific example?

@SatyajitPattnaik 7 ай бұрын

Send me the JD

@rudranipaul 2 ай бұрын

Hi, I am Rudrani I have bachelors in Electrical Engineering, working in a MNC with experience of 2.9 years, worked in SAP Commissions, Snowflake and Azure, I want to shift my career in ML and AI

@animexworld6614 8 ай бұрын

Sir, there are very less opportunity in the field of data science and data analysis for a fresher. Can you help me?

@SatyajitPattnaik 8 ай бұрын

Try with different resumes specific to a JD, moreover job market will be down till Jan, keep trying

@animexworld6614 8 ай бұрын

@@SatyajitPattnaik Sir, I would like to join your Guided mentorship internship. I have already shared my CV. I would like to learn new things from you and improve my skillset. I am hoping to hear from you soon.

@thakuraryansingh3085 Ай бұрын

I have had downLoaded the files and installed the requirements, but its not predicting the result. Kindly check upon it.

@SatyajitPattnaik Ай бұрын

@@thakuraryansingh3085 This project worked well and then files are provided, if it doesnt work, pls debug or else report an issue on github repo, i will check

@thakuraryansingh3085 Ай бұрын

@@SatyajitPattnaik i've reported on it

@AkshatChaudhary-fe3vv 25 күн бұрын

@@thakuraryansingh3085 bro is it resolved. pls advice what to do

@NIKHIL-qm5ow 24 күн бұрын

@@thakuraryansingh3085 u got output??

@SatyajitPattnaik 24 күн бұрын

@@NIKHIL-qm5ow why arent you trying to solve it by yourself, the issue is because of imbalanced y variable, just try smote, smoteenn by yourself and see if it solves the problem

@narahariprasritha9929 6 ай бұрын

Sir you didn't show us the test case by uploading the csv file in this video. Why sir is there any problem in the code. Will this code successfully run when we uplaod csv file?

@aankitaaa 5 ай бұрын

hey did it work??

@narahariprasritha9929 5 ай бұрын

I didn't tried

@alankritraj5816 22 күн бұрын

hi i cloned your repository and loaded your project and runned in my systemas localhost but after clicking predict button nothing is happening

@virinchinandamuru1437 18 күн бұрын

Same thing happened for me. Did I figure out the issue?

@SatyajitPattnaik 16 күн бұрын

Are you running the api.py file or main.py?

@virinchinandamuru1437 16 күн бұрын

api file I think

@SatyajitPattnaik 16 күн бұрын

@@virinchinandamuru1437 yes its api.py, people dont read the project ReadMe properly

@michaelsolomon6033 7 ай бұрын

Please can you share the source code

@mohammedfaiz7350 Ай бұрын

sir I'm not getting prediction result its not working that front end part

@SatyajitPattnaik Ай бұрын

What is the error

@arunbarikxyzvlogs999 18 күн бұрын

@@SatyajitPattnaik sir not getting anything in the prediction result part \

@SatyajitPattnaik 18 күн бұрын

@@arunbarikxyzvlogs999 i will fix it by tomorrow!!

@arunbarikxyzvlogs999 18 күн бұрын

@@SatyajitPattnaik Today is the last date to submit our resume for placement drive 😔 Previously i was working on a project for last 2 weeks but it will take some more time so i thought of copying some good projects for now...N i got this good one but some minor issue 😅 couldn't fix it

@arunbarikxyzvlogs999 18 күн бұрын

@@mohammedfaiz7350 thanks a lot gem 💎

@ayushrawat7951 Ай бұрын

Sir, it is showing "Positive" In negative feedback

@SatyajitPattnaik Ай бұрын

@@ayushrawat7951 need to work on the model, seems the model is having a bit of overfitting problem, try to take the model and perform some SMOTE operations

@I-Umer 29 күн бұрын

did you solve the issue? I am having the same problem.

@SatyajitPattnaik 29 күн бұрын

@@I-Umer i will check tomorrow

@ayushrawat7951 29 күн бұрын

@@I-Umer after applying smote, it is little bit improved but still if it write "I am not happy with this product and will not recommend it to anyone" It is showing positive here

@I-Umer 26 күн бұрын

@@SatyajitPattnaik i did some hypertuning on randomforest and it is working fair. still needs improvements. I guess the problem is that there isnt enough negative data for the model to learn properly.

@user-zc2jr1sz4x 12 күн бұрын

Please don't play background music Otherwise all fine

@nagasaichimmili9664 6 ай бұрын

need sarcasm detection for same dataset

@SatyajitPattnaik 6 ай бұрын

Good use case, will see if i can do this 😀

@kavyapagaria2818 2 ай бұрын

My flask app is not showing predictions Please help

@AkshatChaudhary-fe3vv 25 күн бұрын

bro is it resolved now

@mss8082 21 күн бұрын

How???

@SatyajitPattnaik 16 күн бұрын

Just use api.py

@smartteaminfinity 9 күн бұрын

@@AkshatChaudhary-fe3vvhow you resolved it?

@AkshatChaudhary-fe3vv 9 күн бұрын

@@smartteaminfinity When we are making request for the /predict the method was not allowed for the requested url, right, this was due to multiple request being made to /predict from multiple origins, the two templates to be precise, The solution, use flask_cors in your api file as it deals with Cross-Origin Resource Sharing.

@anshumbanga1347 20 күн бұрын

hate that background music, literally irritating other wise good video!

@SatyajitPattnaik 20 күн бұрын

@@anshumbanga1347 already apologised for that, no more bgm henceforth on my videos

@sonujack1 27 күн бұрын

Please remove background music. It divert our focus.

@SatyajitPattnaik 26 күн бұрын

@@sonujack1 sure, noted

@vantrapatisatyavenkatasria6613 5 ай бұрын

My predict option not working

@aankitaaa 5 ай бұрын

did it work?

@ShivamKumar-pg4qz 4 ай бұрын

please reply if it worked.

@AkshatChaudhary-fe3vv 25 күн бұрын

@@aankitaaa is it working??

@tarun94060sharma 3 ай бұрын

Can you please remove background music from this video and upload it again ? It is so much irritating.

@03abhaydeshmukh37 2 ай бұрын

its not giving answers. Please help

@SatyajitPattnaik 16 күн бұрын

Are u running api.py or main.py?

@tarun94060sharma 3 ай бұрын

Please don't play background music.

@riteshmishra7442 8 ай бұрын

I'm fresher suggest me some portfolio project.

@SatyajitPattnaik 8 ай бұрын

For DA or DS?

@ajinkyajadhav4935 4 ай бұрын

fresher

@mahaboobbasha9553 3 ай бұрын

Sir while running your code I am getting following error. 127.0.0.1 - - [27/Apr/2024 14:38:01] "OPTIONS /predict HTTP/1.1" 200 - Can you please helm me in resolving this issue?

@shreyachaudhary431 27 күн бұрын

Did you solve it?

@AkshatChaudhary-fe3vv 25 күн бұрын

@@shreyachaudhary431 did yours code work, i facing difficulty in predicting part