Machine Learning Model for Predicting Term Deposit Subscriptions

Închis Postat la acum 2 luni S-au achitat serviciile după ce au fost prestate
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Project Description (within 10,000 characters):

I am seeking a skilled freelancer to create a machine learning model for predicting term deposit subscriptions based on a dataset from a Portuguese banking institution's direct marketing campaigns. The goal of this project is to develop an accurate binary classification model that can determine whether a client will subscribe to a term deposit ("yes" or "no") using client attributes and campaign-related information.

Project Details:

1. Problem Statement:

The primary objective is to build a predictive model that can classify clients into two categories: those who subscribe to term deposits ("yes") and those who do not ("no").

2. Dataset:

I will provide you with the "Bank Marketing" dataset, which includes various client attributes (e.g., age, job, marital status) and campaign-related information (e.g., contact type, last contact duration).

3. Scope of Work:

Data Preprocessing: Clean, preprocess, and explore the dataset to handle missing values and outliers if any.

Feature Engineering: Create relevant features or encode categorical variables as needed.

Model Selection: Experiment with different machine learning algorithms, including but not limited to logistic regression, decision trees, random forests, and gradient boosting.

Model Training: Train and optimize the selected model(s) using appropriate techniques.

Model Evaluation: Evaluate the model's performance using relevant metrics (e.g., accuracy, precision, recall, F1-score).

Interpretability: Provide insights into feature importance and model interpretation.

4. Deliverables:

A well-documented machine learning model that accurately predicts term deposit subscriptions.

Code and documentation outlining the data preprocessing, feature engineering, model selection, and evaluation process.

A report summarizing the findings, model performance, and recommendations.

5. Requirements:

Strong expertise in machine learning and classification tasks.

Proficiency in Python and relevant libraries (e.g., scikit-learn, pandas, numpy).

Experience with data preprocessing, feature engineering, and model selection.

Ability to communicate findings and insights effectively.

6. Timeline:

Please provide an estimated timeline for completing the project, including milestones.

7. Payment:

Payment will be based on the quality and performance of the delivered model.

8. Communication:

Regular communication and progress updates are expected throughout the project.

9. Confidentiality:

The dataset and project details should be treated with confidentiality.

If you are a skilled machine learning specialist with a track record of successfully building predictive models, I invite you to bid on this project. Please include your relevant experience and sample work in your proposal. If you have any questions or need further information, feel free to reach out. Thank you for your interest, and I look forward to collaborating with you on this exciting project!

Please note It is a simple work project.

Python Exploatarea Datelor Machine Learning (ML) Data Engineer Informatică

ID Proiect: #37234396

Detalii despre proiect

19 propuneri Proiect la distanță Activ acum 1 lună

19 freelanceri plasează o ofertă medie de 3369₹ pentru proiect


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Hey there, Glane here. Hope you're doing well. I can help you in ml based project using Python in jupyter notebook/ colab / vs code / kaggle. Feel free to get in touch.

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Hi, My name is Seyed Amirreza and I'm an experienced Python developer with the necessary skills to complete your project. I have a master's degree in electrical engineering and have almost 4 years of experience in mach Mai multe

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Hello there! My name is Collins, and I am a skilled machine learning specialist with extensive experience in the field. I understand that you are seeking a freelancer to create a machine learning model for predicting t Mai multe

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Hello there! Thank you for considering my proposal for Machine Learning Model for Predicting Term Deposit Subscriptions. I am excited to hear that you are seeking a skilled freelancer to create a machine learning model Mai multe

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I have bachelor's and Master degree in statistics. I am an expert statistician, Research Writer, and data analyst with more than five years of experience. I have full command of Excel analysis, SPSS, STATA, R LANGUAGE, Mai multe

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Hi, I have gone through your project and I can handle this project very well as I have 4 years of experience in the data science field. I have done many projects based on your requirement in which I have done data prep Mai multe

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As a fresher, I'm eager to learn and apply my knowledge in building predictive models. While I lack direct experience, I'll approach this project with dedication and a strong commitment to acquiring the necessary skill Mai multe

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Hi,I am Senior Data scientist of one of consulting company and I can do this work efficiently . -MBA (Business Analytics) professional with 7 years’ experience in analytics solution development for retail, cpg,pharma , Mai multe

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I am a machine learning engineer with expertise in Python, deep learning and data science. I have experience in developing and deploying scalable and robust solutions for various domains such as computer vision, natura Mai multe

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Hello there, I am Siddhi Shewale. I have done my masters in statistics and data science. currently I am working as a data science consultant. I am very familiar with machine learning, python and statistics as well. I h Mai multe

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Introduction: I'm an experienced machine learning specialist with a successful history of predictive modeling and data analysis. I'm well-prepared to tackle your project, which involves predicting term deposit subscrip Mai multe

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**Project Proposal: Predicting Term Deposit Subscriptions** We propose developing a machine learning model to predict client term deposit subscriptions using data from a Portuguese bank's marketing campaigns. Our aim Mai multe

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Dear, I understand your complete requirement that your work type is banking customer churn prediction type. This a "Classification" Problems. Where the result based on the data set is "yes" or "no" with binary values Mai multe

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