Product length prediction using Machine Learning (NLP) -- 2

₹600-3000 INR

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ungefär ett år sedan

₹600-3000 INR

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PROBLEM STATEMENT: Develop a machine learning model that can predict the length dimension of a product. Product length is crucial for packaging and storing products efficiently in the warehouse. Moreover, in many cases, it is an important attribute that customers use to assess the product size before purchasing. However, measuring the length of a product manually can be time-consuming and error-prone, especially for large catalogs with millions of products. You will have access to the product title, description, bullet points, product type ID, and product length for 2.2 million products to train and test your submissions. Note that there is some noise in the data. Task: You are required to build a machine learning model that can predict product length from catalog metadata. Dataset description: The dataset folder contains the following files: [login to view URL]: 2249698 x 6 [login to view URL]: 734736 x 5 [login to view URL]: 734736 x 2 The columns provided in the dataset are as follows: Column name Description PRODUCT_ID Represents a unique identification of a product TITLE Represents the title of the product DESCRIPTION Represents the description of the product BULLET_POINTS Represents the bullet points about the product PRODUCT_TYPE_ID Represents the product type PRODUCT_LENGTH Represents the length of the product Evaluation metric: score = max( 0 , 100*(1-metrics.mean_absolute_percentage_error(actual,predicted))) Result submission guidelines: The index is "PRODUCT_ID" and the target is the "PRODUCT_LENGTH" column. The submission file must be submitted in .csv format only. The size of this submission file must be 734736 x 2. Note: Ensure that your submission file contains the following: Correct index values as per the test file Correct names of columns as provided in the [login to view URL] file Dataset can be downloaded from below:

Python

Machine Learning (ML)

Data Science

NLP

Deep Learning

Project ID: 36435325

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@glanegonsalves

Hey there, Glane here. Hope you're doing well. I can help you in building ML model in Python. feel free to get in touch.

₹3 000 INR Om 1 dag

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(45 omdömen)

5,2

11 frilansar lägger i genomsnitt anbud på ₹2 400 INR för detta uppdrag

@priyanshu8090

I have Decent knowledge of Python and can help you with your projects. Can we have a chat to discuss it further in detail?

₹1 080 INR Om 7 dagar

4,8

(21 omdömen)

3,9

@MounirHoul

I have carefully gone thorough your description and understand what you want And I am glad to inform you that I have relevant strong experience in machine learning. I'm confident that I can deliver high-quality work within your budget and timeframe. I can start immediately and work fultime for you. Let's discuss further. Mounir

₹4 120 INR Om 3 dagar

5,0

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@Djmon007

The following steps can be taken: Data exploration and preprocessing: Explore the dataset to understand the distribution of features and their relationship with the target variable. Check for missing values and outliers in the data. Preprocess the data by performing tasks such as text cleaning and feature engineering to extract relevant features. Feature selection and engineering: Select the most relevant features for the model by performing feature selection techniques such as correlation analysis and recursive feature elimination. Create new features based on the existing features to capture important patterns and relationships in the data. Model selection and training: Choose a suitable machine learning algorithm for the problem at hand, such as regression or neural networks. Train the model on the training set and evaluate its performance on the validation set using appropriate evaluation metrics. Model tuning and optimization: Tune the hyperparameters of the model to improve its performance. Optimize the model by applying techniques such as regularization and ensemble learning. Final evaluation and submission: Test the final model on the test set and evaluate its performance using the evaluation metric provided. Create a submission file containing the predicted length for each product in the test set, with the correct index values and column names as specified.

₹1 800 INR Om 1 dag

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@soufianefadili

Hi, I am writing to propose my services as a freelance machine learning expert to help you develop a model that can predict the length dimension of your products. As you know, accurately measuring the length of products is critical for efficient packaging, storage, and customer satisfaction. However, manual measurements can be time-consuming and prone to errors, particularly for large catalogs with millions of products.

₹1 300 INR Om 1 dag

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(0 omdömen)

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@Mitesh24m

Dear Sir/Mam, I am writing to propose my expertise and experience for the machine learning project. With 3 years of industry experience, I have developed skills in data preprocessing, feature engineering, model selection, and evaluation I am writing to propose my expertise and experience for the machine learning project of I am confident that my skills and experience in machine learning will enable me to successfully complete this project within the given timeframe. I am committed to providing high-quality work and meeting all project requirements. Thank you for considering my proposal, and I look forward to the opportunity to work with you. Sincerely, Mitesh Masurkar

₹2 500 INR Om 7 dagar

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@aanjalishrma120

Dear Sir, I am writing to express my interest in your project and to propose my services as a freelance Machine Learning (ML) expert. I have reviewed the project requirements and believe that my skills and experience make me an ideal candidate for the job. As a professional ML engineer, I have a solid understanding of data analysis, model development, and deployment. I am proficient in using popular ML libraries such as TensorFlow, Keras, PyTorch, and scikit-learn, and have experience working with deep learning algorithms for computer vision, natural language processing, and speech recognition. My approach to any project is to first understand the client's needs and requirements, and then to develop a comprehensive ML solution that meets those requirements. I am a good communicator and will provide regular progress updates, as well as offer suggestions and recommendations as the project progresses. I believe that my skills, experience, and approach to ML make me an ideal candidate for your project. If you have any questions or would like to discuss the project further, please don't hesitate to contact me. Thank you for considering my proposal, and I look forward to hearing back from you. Sincerely, Anjali

₹1 500 INR Om 7 dagar

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@ArtaGroup

Hello, I have read your job description carefully. I understand you are looking for an ML expert to develop a model to predict the PRODUCT_LENGTH having features including the product title, description, bullet points, product type ID. After preprocessing the text data (removing stop words and stemming the words) , I can use TfidfVectorizer from scikit-learn to extract features from "TITLE", "DESCRIPTION" and "BULLET_POINTS". With my experience in python programming and machine learning, I am confident that I can handle this project successfully. That would be great if we could talk about the deadline and other details. Looking forward to our chat! Naseim

₹3 000 INR Om 7 dagar