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Build a statistical/machine learning model

Indiamart being a product listing platform has given freedom its sellers to upload the products by themselves. Indiamart has restricted few types of product categories to be listed on platform. We call it banned categories.

Whenever a user lists its products it goes through a product approval process which checks whether the listed product falls in banned categories or not.

We have a EMSEMBLE model which uses three model’s output for predicting that any product should fall in banned category or not.

We have three models (CBS, SOA & CAT) which predict that a product should fall in banned category or not. By combining prediction of these three models, ENSEMBLE model finally predicts that a product should be banned or not.

Output of ENSEMBLE model then gets audited manually. May products which were predicted as banned by ENSEMBLE model gets approved after manual audit and some products which were predicted as banned by ENSEMBLE model gets banned

Columns meaning in the data set:

- fk_process_id: Process ID = 1

- predicted_ban: =1 means product was predicted as banned product (0 & -1 means predicted as not banned) by EMSEMBLE model

- PROBABILITY_SOA:

Probability of product being banned

(higher probability means > lower chance of product being banned)

(lower probability means > higher chance of product being banned)

- SUSPECT_BY_SOA_MODEL: whether product was finally marked suspected or not

(1: Suspected, 0: Not suspected)

- SUSPECT_BY_CAT_MODEL:

- PROBABILITY_CAT:

- SUSPECT_BY_CBS_MODEL: 1 Means product got suspected by CBS model, 0 means got approved

- CAT_Name: Category name in which product was listed

- SOA_MODEL_banned_keyword: Keywords due to which SOA model marked a product suspected

- cbs_model_Suspected_Keyword: Keywords due to which CBS model marked a product suspected.

- rejection_code & audit_ban: When Rejection code = 132 and audit_ban =1 then product is banned after manual approval too

Problem Statement:

- We want to minimize the manual effort of auditing the products before finally putting in banned or not banned category.

- We need a statistical or machine learning approach by considering different factors (i.e.

Probabilities of different models, whether it was marked suspected by models or not, in which product category it was listed, due to which banned keyword product got banned) and reduce the manual task of auditing as less as possible

Kĩ năng: Statistics, Machine Learning (ML), Python

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Về Bên Thuê:
( 0 nhận xét ) Noida, India

ID dự án: #27499504

11 freelancer chào giá trung bình $16/giờ cho công việc này

suyashdhoot

Hi I am a very experienced statistician, data scientist and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several comp Thêm

$55 USD / giờ
(146 Nhận xét)
7.2
qaisrani123

HI, I have good experience in AI, ML, and deep learning algorithms. I am working as data scientist from last two years. I can handle task related NLP, Computer Vision, Data Science projects , data mining, Time Series A Thêm

$15 USD / giờ
(39 Nhận xét)
5.3
nehajisharma

Hello, I am Neha.I am a Data Analyst. I have seen your project details carefully and I believe i can finish this task easily . I acquire knowledge in python, machine learning, NLP, tableau, data visualisation, A/B test Thêm

$10 USD / giờ
(1 Nhận xét)
1.7
bizzyvinci

Hello, I'm downloading the excel sheet right away. I have experience with ensemble models and would love to take on this project and help your business.

$12 USD / giờ
(2 Nhận xét)
1.2
subhadeep15

I will do your work in the most efficient way. If required I can deliver the work more early in same price. Price is also negotiable.

$10 USD / giờ
(0 Nhận xét)
0.0
nikhilgarg96

Hi, Nice to meet you. I am a Python/Django developer. I analyze your job requirements and I can surely help you to build a statistical/machine learning model. Recently, Related to python AI programming I develop a Thêm

$12 USD / giờ
(0 Nhận xét)
0.0
jitenp0091

Thanks for project posting   and I respect it  I recently worked on the project like yours and can provide you demo work as well  Do you want free demo ? ping me in freelancer message board  Thanks and Regards,   Thêm

$12 USD / giờ
(0 Nhận xét)
0.0
DrPeixoto

Hello friend, please send me some additional data so i can accurately model your system and send you a sample script. The data you provided doesn't represent you problem well as there are very few false positives, 0.05 Thêm

$11 USD / giờ
(0 Nhận xét)
0.0
ashokmattoo06

Hello, I have gone through your job description, I have 10+ years of experience in the software industry.I hold PhD in AI. I have a great experience in Python and Machine Learning. My expertise lies in:- - Strong e Thêm

$12 USD / giờ
(0 Nhận xét)
0.0
prabhakarmadurai

Hi, I have done quite many projects in machine learning using python. Please provide the details of your requirement. Thanks.

$14 USD / giờ
(0 Nhận xét)
0.0
surats

Dear, I have develop my skill to do a data science methodology with IBM Data Science professional certificate. To do a feature engineering until modeling and evaluating model on your data to solve this classification Thêm

$12 USD / giờ
(0 Nhận xét)
0.0