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You will get Clean & Prepare Your Dataset for Machine Learning (Python, pandas)
Project details
I’ll clean and preprocess your dataset to make it ready for machine learning. Whether it’s messy CSVs, missing values, inconsistent formats, or noisy features—I’ll transform your raw data into a clean, structured format that’s ready for modeling.
🔹 Handle missing values (drop, impute, flag) 🔹 Remove duplicates and outliers 🔹 Standardize column names and formats 🔹 Encode categorical variables 🔹 Normalize or scale numerical features 🔹 Deliver clean CSV or pandas DataFrame
Perfect for data scientists, analysts, and founders, reliable, reproducible preprocessing.
🔹 Handle missing values (drop, impute, flag) 🔹 Remove duplicates and outliers 🔹 Standardize column names and formats 🔹 Encode categorical variables 🔹 Normalize or scale numerical features 🔹 Deliver clean CSV or pandas DataFrame
Perfect for data scientists, analysts, and founders, reliable, reproducible preprocessing.
Data Tool
PythonWhat's included
| Service Tiers |
Starter
$30
|
Standard
$60
|
Advanced
$100
|
|---|---|---|---|
| Delivery Time | 1 day | 1 day | 2 days |
Number of Revisions | 3 | 5 | Unlimited |
Number of Pages Mined/Scraped | 1 | 3 | 4 |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$10About Amna
Data Scientist | ML Workflows & Dashboard Automation| Power BI| and R|
Rawalpindi, Pakistan - 3:10 am local time
✅ I’ve built and deployed dashboards for customer churn prediction, house price modeling, and real-time e-commerce scraping using GPT-4 and Crawl4AI.
✅ I specialize in automating workflows across Colab, GitHub Actions, and Streamlit Cloud — ensuring your data apps run smoothly and scale effortlessly.
✅ My work is modular, well-documented, and designed for clarity and impact.
Whether you need a predictive model, a polished dashboard, or end-to-end automation, I’m here to deliver results that are fast, reliable, and future-proof.
Steps for completing your project
After purchasing the project, send requirements so Amna can start the project.
Delivery time starts when Amna receives requirements from you.
Amna works on your project following the steps below.
Revisions may occur after the delivery date.
File to be cleaned
The Client provides the file in formats such as CSV, Excel. I will clean and preprocess the data file and will return it in the format required by the client.