End to End NLP Project | Sentiment Analysis on Amazon Reviews | Satyajit Pattnaik
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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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Plz don't play background music
stfu, background music needed
This music made me sleepy 😴
yes no music please ,its disturbing.
waiting for different different data science end to end video 🙌👍👌
thankyou sir for this amazing video
You did good for us thanks with big ❤
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
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
Amazing !!, very helpful, more complex projects please.
thank you sir amazing video
waiting for more Data engineering end to end projects!💫
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
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.
Sir, I am a non-technical student currently learning data analytics. Could you please suggest some projects that I can include on my resume?
Great explanation
sir thank you so much for the project!!!
sir would it work with other dataset?
great teaching!
What is the use already rating tells us whether positive or negative easily
i have error for template not found ....how to i recover pls tell me bro
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.
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
It was a great learning with you 👍
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.
Thanks for the tip!
nice explanation
excellent video
My flask app is not showing predictions
Please help
Thanks!
Sir kaya mein ye project Data science ke interview mein dikha sakta hu ?
Awesome video
waiting for more such projects !
What project u need, be specific and i can prepare 💪
@@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.
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
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 🙏
❤
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
same i also cant able to predict
Could you not use encoding instead of vectorisation to covert text to numerical data
Yes could have
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.
Resume extraction, then skill matching with JDs and giving resume scores
Sir, can you please specify the versions of the libraries and dependies
Since XG Boost and scikit learn will conflict always.
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
i am also trying , can you help me? i can pay money plss i need help
Please stop the Background Music, it is distracting from the main content
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
We have to balance the data using smote, smoteenn etc concepts
Wow! What an amazing project. You are a cool teacher too.
For the data balancing I am going to use the SMOTEENN technique.
sir yesterday i checked choose file option and since then the prediction output isn't working 😭 what to do sir
All the codes provided were working and hence made public, if it doesnt work at your end, pls debug, must be some minor issue
33:58 bro I just enter the details and click on predict. It won't show the results. What i do
Did you get an error?
@@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
did it work for you?? let me know if it did??
@@aankitaaa hey, did uh do this project?pls reply
very informative and catchy tutorial. can you please share dataset link to practice on !
Check description
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?
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 :)
Sir I am a third year engineering student , what nlp project should I do for my resume?
Resume parser, next work prediction, chatbots, rec systems
I want to add more feature in this like detection of language and key phrases also
Anything and everything can be done 😀
I'm a data science fresher please guide me for portfolio project
Can someone share dataset link
I hope we can get the code as soon as possible 🎉
Sure, help to spread the video on Linkedin and other groups and i will share the codes ASAP 😍
Hi @satyajit ji Im a fresher for Data science and having 10+ experience from insurance background kindly let me know what to be done
Can comment after seeing your resume, you can ping me at WhatsApp 8237040802
sir I'm not getting prediction result its not working that front end part
What is the error
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?
Give answer to my problem asap
did you solve error?
its not giving answers.
Please help
Can you please paste link of dataset from where you download this ?
Links are in description, no idea about the original dataset, i dont remember it 😀
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.
Try googling it, its because of the unicode problem, you need to change the encoding technique while reading the file
@@SatyajitPattnaik i m trying but its making file data NaN
@@saharsahar1238 you need to find a way to fix it yourself 😀
Sir, it is showing "Positive" In negative feedback
@@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
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.
Sure
I have had downLoaded the files and installed the requirements, but its not predicting the result. Kindly check upon it.
@@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
@@SatyajitPattnaik i've reported on it
sir, can you share me the code part and dataset! waiting for 3 weeks
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?
I will release the code to you, ping me personally on LinkedIn
Sir, there are very less opportunity in the field of data science and data analysis for a fresher. Can you help me?
Try with different resumes specific to a JD, moreover job market will be down till Jan, keep trying
@@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.
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?
hey did it work??
I didn't tried
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
Sure ping me on whatsapp 8237040802
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?
Send me the JD
Please can you share the source code
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 🙏😊
Ping me on linkedin with your resume
@@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??
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
Can you do a Sentimental analysis project on voice data
Sure, next week 💪
My predict option not working
did it work?
please reply if it worked.
need sarcasm detection for same dataset
Good use case, will see if i can do this 😀
Can you please remove background music from this video and upload it again ? It is so much irritating.
Impressive Sir !! Loved it
Please don't play background music.
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?
I'm fresher suggest me some portfolio project.
For DA or DS?
fresher
Healthcare marketing background with 6 years of experience
remove the background music bro