Data Modelling - (Predictive Analysis,Customer Segmentation,etc)Suhail C
I provide end-to-end data modeling solutions, from data preprocessing to model development and deployment. Using advanced machine learning techniques, I build optimized models that deliver accurate predictions and business insights. What sets me apart is my focus on model interpretability, performance tuning, and seamless deployment, ensuring real-world usability and impact.
What's included
Outcomes(Processed data with insights and modelling)
1️⃣ Data Preparation & Preprocessing
Cleaned and structured data with missing values handled, feature engineering applied, and ready for modeling.
2️⃣ Model Selection & Development
Implementation of suitable machine learning models (Regression, Classification, Clustering, etc.) based on data and business needs.
3️⃣ Hyperparameter Tuning & Optimization
Fine-tuned models using GridSearch, RandomizedSearch, or other optimization techniques for better accuracy.
4️⃣ Performance Evaluation Report
Detailed metrics like Accuracy, Precision, Recall, RMSE, and ROC curves with clear interpretations.
5️⃣ Feature Importance & Interpretability
Insights into key features driving predictions using SHAP values, permutation importance, or correlation analysis.
6️⃣ Model Deployment (If Required)
Deployment of the trained model using Streamlit, Flask, or FastAPI for real-time usage.
7️⃣ Final Report & Documentation
A structured report summarizing methodology, results, and recommendations, along with a PowerPoint presentation.
Contact for pricing
Tags
Jupyter
Python
scikit-learn
Data Analyst
Data Modelling Analyst
Data Scientist
Service provided by
Suhail C Mumbai, India
Data Modelling - (Predictive Analysis,Customer Segmentation,etc)Suhail C
Contact for pricing
Tags
Jupyter
Python
scikit-learn
Data Analyst
Data Modelling Analyst
Data Scientist
I provide end-to-end data modeling solutions, from data preprocessing to model development and deployment. Using advanced machine learning techniques, I build optimized models that deliver accurate predictions and business insights. What sets me apart is my focus on model interpretability, performance tuning, and seamless deployment, ensuring real-world usability and impact.
What's included
Outcomes(Processed data with insights and modelling)
1️⃣ Data Preparation & Preprocessing
Cleaned and structured data with missing values handled, feature engineering applied, and ready for modeling.
2️⃣ Model Selection & Development
Implementation of suitable machine learning models (Regression, Classification, Clustering, etc.) based on data and business needs.
3️⃣ Hyperparameter Tuning & Optimization
Fine-tuned models using GridSearch, RandomizedSearch, or other optimization techniques for better accuracy.
4️⃣ Performance Evaluation Report
Detailed metrics like Accuracy, Precision, Recall, RMSE, and ROC curves with clear interpretations.
5️⃣ Feature Importance & Interpretability
Insights into key features driving predictions using SHAP values, permutation importance, or correlation analysis.
6️⃣ Model Deployment (If Required)
Deployment of the trained model using Streamlit, Flask, or FastAPI for real-time usage.
7️⃣ Final Report & Documentation
A structured report summarizing methodology, results, and recommendations, along with a PowerPoint presentation.
Contact for pricing