Machine Learning Model Development with MLflow by Shubham guptaMachine Learning Model Development with MLflow by Shubham gupta
Machine Learning Model Development with MLflowShubham gupta
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. ๐๐๐ค
Machine Learning Model Development with MLflowShubham gupta
Contact for pricing
Tags
AWS
Jupyter
Python
scikit-learn
TensorFlow
AI Developer
Data Science Specialist
ML Engineer
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. ๐๐๐ค