You will get a predictive ML model for classification or regression
Project details
I will build a reliable predictive machine learning model to help you forecast outcomes from your structured business data. Whether you need classification (yes/no, churn, risk, conversion) or regression (sales, demand, pricing), you’ll get a clean, well-evaluated model tailored to your goals.
My workflow includes data cleaning, feature engineering, model development using proven ML algorithms such as XGBoost and scikit-learn, thorough validation, and final delivery with clear results. I focus on building models that are accurate, interpretable, and practical for real-world use.
This project is ideal if you need data-driven predictions for decision-making, automation, or optimization, without experimental complexity. You’ll receive working code, evaluated results, and guidance to use the model confidently.
My workflow includes data cleaning, feature engineering, model development using proven ML algorithms such as XGBoost and scikit-learn, thorough validation, and final delivery with clear results. I focus on building models that are accurate, interpretable, and practical for real-world use.
This project is ideal if you need data-driven predictions for decision-making, automation, or optimization, without experimental complexity. You’ll receive working code, evaluated results, and guidance to use the model confidently.
Machine Learning Tools
NumPy, pandas, Python, Python Scikit-Learn, scikit-learn, XGBoostWhat's included
| Service Tiers |
Starter
$125
|
Standard
$300
|
Advanced
$600
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 14 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 1 | 2 | 3 |
Number of Graphs/Charts | 2 | 4 | 6 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
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KK
Konstantinos K.
Jul 16, 2026
Data Science professional
Great professional, very knowledgable in data science and really helpful in all my questions, thank you
ML
Maggie L.
Mar 27, 2026
Applied ML / AI Engineer
About Ratnapriya
Senior Data Scientist | Machine Learning, NLP & Predictive Modeling
100%
Job Success
Ahmedabad, India - 4:52 am local time
What I deliver:
• Text summarization, sentiment, topic & NLP pipelines (transformers + classical)
• Speech emotion & audio analysis (MFCCs, spectrograms)
• Predictive models & lead scoring (XGBoost, tabular pipelines)
• Clustering/EDA for root-cause analysis and automation workflows
I focus on clear results, reproducible code, and outputs non-technical teams can use. I can start immediately.
Steps for completing your project
After purchasing the project, send requirements so Ratnapriya can start the project.
Delivery time starts when Ratnapriya receives requirements from you.
Ratnapriya works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement & Data Review
I review your dataset, prediction goal, target variable, and success criteria to clearly define the scope of the predictive model.
Data Cleaning & Feature Engineering
I clean the dataset, handle missing values, encode variables, and engineer features required for effective model training.