Data Cleaning & Validation for ML, Analytics & Reports Karan Singh
I offer professional data cleaning, preprocessing, and validation to ensure your datasets are accurate, consistent, and ready for analysis or machine learning. With expertise in Python (Pandas, NumPy) and real-world AI projects, I help you save time, eliminate data errors, and boost model performance.
What's included
Cleaned & Validated Dataset
Receive a fully cleaned, structured, and validated dataset ready for analysis or model training. This includes handling missing values, removing duplicates, fixing inconsistencies, and standardizing formats (CSV, Excel).
Processing Scripts or Notebook
Python or Jupyter Notebook scripts used during data cleaning and validation, so you can reproduce, modify, or automate the process in future updates.
FAQs
I work with CSV, Excel, JSON, and Google Sheets.
Yes — I can clean and validate large datasets efficiently using Python and batch processing.
Absolutely. All files are handled securely and deleted after project completion.
Small datasets: 1–2 days; larger or complex data: 3–7 days depending on scope.
Starting at$30 /hr
Tags
Matplotlib
pandas
Python
seaborn
Data Analyst
Database Engineer
Data Scientist
Service provided by
Karan Singh Kangra, India
- 10
- Followers
Data Cleaning & Validation for ML, Analytics & Reports Karan Singh
Starting at$30 /hr
Tags
Matplotlib
pandas
Python
seaborn
Data Analyst
Database Engineer
Data Scientist
I offer professional data cleaning, preprocessing, and validation to ensure your datasets are accurate, consistent, and ready for analysis or machine learning. With expertise in Python (Pandas, NumPy) and real-world AI projects, I help you save time, eliminate data errors, and boost model performance.
What's included
Cleaned & Validated Dataset
Receive a fully cleaned, structured, and validated dataset ready for analysis or model training. This includes handling missing values, removing duplicates, fixing inconsistencies, and standardizing formats (CSV, Excel).
Processing Scripts or Notebook
Python or Jupyter Notebook scripts used during data cleaning and validation, so you can reproduce, modify, or automate the process in future updates.
FAQs
I work with CSV, Excel, JSON, and Google Sheets.
Yes — I can clean and validate large datasets efficiently using Python and batch processing.
Absolutely. All files are handled securely and deleted after project completion.
Small datasets: 1–2 days; larger or complex data: 3–7 days depending on scope.
$30 /hr