I will develop an end to end ML pipeline with MLflow and dvc

Starter ML Pipeline

Simple ML pipeline with preprocessing, model training, and MLflow tracking.

Delivery Time
3 Days
Package Includes: see all
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Service details

If you have data but are struggling to turn it into a reliable machine learning solution, I can help you solve that problem.


I specialize in building complete, production-ready machine learning systems that transform raw data into accurate predictions and usable applications. My focus is not just training models, but designing structured pipelines that make your machine learning workflow reliable, scalable, and easy to maintain.


I will help you move from scattered experiments to a professional machine learning system. This includes data preprocessing, feature engineering, model development, evaluation, and deployment. Your project will be built with a clear workflow so that models can be tracked, improved, and reproduced whenever needed.


I use modern MLOps tools such as MLflow and DVC to track experiments, version datasets, and manage models efficiently. This ensures your machine learning system remains organized and reproducible as it grows.


My technology stack includes Python, Scikit-learn, Pandas, NumPy, MLflow, DVC, FastAPI, Streamlit, and AWS S3. With these tools, I build end-to-end pipelines that integrate smoothly into real development environments.


If you need a prediction model, a machine learning pipeline, or a deployable ML application, you can rely on me to deliver a robust and practical solution that works for your business.

Key details

  • Tools
    DockerGithubGithub Actions
  • Framework
    DVC MLFLOW STREAMLIT FASTAPI
  • Cloud Provider
    Amazon Web Services (AWS)Microsoft AzureGoogle Cloud Platform
  • Programming Language
    JavaScriptPythonBashShell
Special note from freelancer
I build clean, reproducible ML pipelines using MLflow and DVC — not just a model, but a complete system you can maintain and scale. Every delivery includes source code, documentation, and setup instructions so you can hit the ground running.
FAQs
Do I need to provide my own dataset?

Yes, you need to provide the dataset. I will handle all preprocessing and pipeline building from there.

What format should my data be in?

CSV is preferred, but I can also work with Excel or JSON files.

Will I be able to run the pipeline on my own machine?

Yes, I will provide clear setup instructions and all required configuration files so you can run it locally.

Do you provide the source code?

Yes, you will receive the complete source code via a GitHub repository.

What if I don't understand the delivered work?

I will include documentation and a README. You can also reach out after delivery and I will explain anything you need.

Vivek Singh

Vivek Singh

    Student

    Machine Learning & MLOps developer building end-to-end ML pipelines with Python, MLflow, and DVC for reproducible experiments and production workflows.

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