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need python expert now for data cleansing and feature reducing

Sentiment Analysis Project Proposal

I will utilize the Amazon product review database for the sentiment analysis project (Blitzer, Dredze, & Pereira, 2007). This data set contains reviews of products from four different categories. I will utilize the Support Vector Machine (SVM) algorithm in Python to analyze the data. According to Blitzer, Dredze, and Pereira, SVM is the best algorithm while Naïve Bayes is the least accurate, although both methods give close results. Therefore, it may be necessary for more than one algorithm to be utilized to test their theory.

After analyzing the data sets and completing the required clean-up, SVM will be utilized on the test and training sets of data. The text of each of the product reviews, as well as the rating (one to five stars, representing a scale of negative to positive), will be analyzed. The sentiment analysis will train a classifier to identify positive reviews and negative reviews, and then analyze the validity of the algorithm compared to the number of stars given by the reviewer.

One research questions is, “Can the sentiment algorithm correctly classify positive and negative reviews based on text”. This question will be answered by using SVM (or another algorithm, if necessary), on the training and testing sets. If SVM does not accurately identify the text, another method may be used. However, only with testing of the algorithm can this question be answered.

The final step in this project will be to reflect upon the choices made in preparing the data, choosing an algorithm, and testing the data. A report will be completed to discuss the choices made step-by-step, the results, and any possible issues with the research methodologies. Importantly, the report will give an in-depth analysis of the algorithm(s) used and how future research could be completed to enhance the project results.

Compétences : Ingénierie, Python, Langage de programmation R, Statistiques SPSS, Statistiques

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Concernant l'employeur :
( 136 commentaires ) Calcutta, India

N° du projet : #12718110

11 freelance font une offre moyenne de ₹663/heure pour ce travail

₹526 INR / heure
(69 Commentaires)
6.5
tudiptechnology

Hi, Let me keep this really short as i am sure you would be swamped with proposals :)! We have been developing/maintaining various web applications in Python Django. Mostly these applications are hosted on clouds Plus

₹888 INR / heure
(4 Commentaires)
5.3
gutierrezmario

Greetings Mr./Mrs. How are you? . I read through the job details extremely carefully and I am truly convinced that my skills could help you accomplish and exceed your project proposal's expectations. Let me introduc Plus

₹388 INR / heure
(3 Commentaires)
3.2
Omie217

Hi, I am just adding this price as freelancer doesn't allow me to bid below the Australian minimum wage, but looking forward to morw details and agreeing on a price

₹2222 INR / heure
(3 Commentaires)
2.7
₹111 INR / heure
(5 Commentaires)
2.4
humphrey45

Hi there, I would like to be considered for the Programming position. I have a Bachelors Degree in Computer Science I am not only a competent programmer but also have four years experience in the software development Plus

₹250 INR / heure
(1 Commentaire)
1.9
chetan2160

i am expert php / python developer. i do mainly projects of web and android development.

₹388 INR / heure
(0 Commentaires)
0.0
raajanraiyani

I have skill on Perl and Python [url removed, login to view] I will try to do your project within your time limit.

₹277 INR / heure
(0 Commentaires)
0.0
hudsoncode

When do you need this project called "need python expert now for data cleansing and feature reducing" up and running? or is this ongoing work? I'm an experienced software engineer and designer. 7AM - 7PM EST av Plus

₹1688 INR / heure
(0 Commentaires)
0.0
srmsoumya

Based on your requirement, I felt your choice of algorithm is less critical in this case. Since it is a text analytics problem the algorithm will be as good as your training data will be. I am familiar with text ana Plus

₹277 INR / heure
(0 Commentaires)
0.0
₹277 INR / heure
(0 Commentaires)
0.0