Machine Learning Model Development with MLflow

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About this service

Summary

I, being the data scientist offer you with a step by stem ML development services exactly as per your requirements. If you are a startup, SMB or an Enterprise and seeking to adopt machine learning in making the best use of data for informed & forward thinking decisions as well extending intelligence on your products/services; let me help.
1. Identifying The Problem and Scoping:
- I work with you to learn your business goals, where the data is coming from and what your challenges are.
- We define clear problem statements and scope the ML project in a way that aligns with your goals.
2. Data Handling
- Data preprocessing affects model performance. This is where I take care of missing values, outliers etc., and do feature engineering.
3. Exploratory Data Analysis (EDA):
- I conduct EDA to know your data. You can identify patterns with visualizations, statistical summaries and correlation analyses.
4. Model Selection and Training:
- Based on the problem type (classification, regression, clustering... etc), I go through choose appropriate ML algorithms (scikit-learn, XGBoost,TensorFlow )
- training models and hyperparameter tuning, as well as cross validation for this!
5. Deployment and Monitoring of a Model:
- I run ML models on the cloud or server side.
- Regular monitoring for model stability, accuracy and robustness with MLflow
Why Choose My Service?
Experience: To every project, I offer expertise in Python (including scikit-learn and pandas).
Collaboration - you and your team are right there with me, keeping things transparent and aligned.
Outcome-Oriented: I want to provide insights and results that can be used into actionable outcomes.
Get in touch! And let me know how I can help you on your ML journey. 🚀🔍🤖

What's included

  • Machine learning model (as per client demand)

    Machine learning model demanded by client.


Skills and tools

Data Science Specialist
ML Engineer
AI Developer
AWS
Jupyter
Python
scikit-learn
TensorFlow

Industries

Machine Learning
A/B Testing

Work with me