You will get Bank Term Deposit Prediction — ML Pipeline
Project details
Overview
End-to-end ML pipeline predicting bank term deposit subscriptions using UCI Bank Marketing Dataset (~45K
records). Demonstrates real-world ML workflow from data processing to model evaluation.
Key Challenges
• Severe class imbalance (~88% vs ~12%)
• Avoiding data leakage
• Ensuring reproducibility
• Improving minority class prediction
Technologies:Python-pandas • NumPy-scikit-learn-matplotlib • seaborn-XGBoost
End-to-end ML pipeline predicting bank term deposit subscriptions using UCI Bank Marketing Dataset (~45K
records). Demonstrates real-world ML workflow from data processing to model evaluation.
Key Challenges
• Severe class imbalance (~88% vs ~12%)
• Avoiding data leakage
• Ensuring reproducibility
• Improving minority class prediction
Technologies:Python-pandas • NumPy-scikit-learn-matplotlib • seaborn-XGBoost
Machine Learning Tools
NumPy, pandas, Python, scikit-learn, XGBoostWhat's included $10
These options are included with the project scope.
$10
- Delivery Time 7 days
- Number of Revisions 0
- Number of Model Variations 3
- Number of Scenarios 3
- Number of Graphs/Charts 3
- Model Validation/Testing
About Ahmed
Turning Data Into Intelligent Solutions.
Zagazig, Egypt - 3:42 am local time
I have solid experience in Python programming and a growing understanding of core ML concepts such as supervised and unsupervised learning, model evaluation, feature engineering, and data preprocessing. I have also worked on big projects involving building predictive models, data cleaning, and applying machine learning algorithms to real-world datasets.
My technical skill set includes:
Python programming for AI and data science
Machine Learning algorithms (Linear Regression, Logistic Regression, Decision Trees, KNN, etc.)
Data preprocessing and feature engineering
Data analysis using Pandas and NumPy
Model evaluation and performance metrics
I am passionate about Artificial Intelligence and eager to apply my knowledge in real freelance projects. I am a fast learner, highly motivated, and always looking to improve my skills through real-world experience. My goal is to build efficient AI solutions that solve practical problems and deliver value.
Steps for completing your project
After purchasing the project, send requirements so Ahmed can start the project.
Delivery time starts when Ahmed receives requirements from you.
Ahmed works on your project following the steps below.
Revisions may occur after the delivery date.
Understand, prepare data, train model, evaluate, optimize, deploy, deliver.