You will get Developing a Classification Model for Categorical Data Prediction
Project details
🚀 Looking for accurate and actionable predictions? I develop custom Classify Machine Learning models in Python 🐍 to help you make informed, data-driven decisions.
I focuses on Developing a Classification Model for Categorical Data Prediction using advanced Machine Learning techniques in Python. Leveraging libraries like pandas, NumPy, scikit-learn, NLTK, Keras, and TensorFlow, the system handles every stage of the workflow — from Data Preprocessing, Feature Engineering, and Feature Extraction to model training and evaluation.
The workflow includes managing Imbalanced Datasets, applying powerful algorithms such as XGBoost, Logistic Regression, and Random Forest, and validating performance using Accuracy, Confusion Matrix, ROC Curve, and Classification Report. The process ensures high model reliability and interpretability.
Ideal for businesses in Finance, Retail, Healthcare, Gaming, and Manufacturing, this project delivers actionable insights and supports smarter, data-driven decision-making with scalable Machine Learning solutions.
📩 Let’s connect and create a smart, data-powered model that drives real results! 💯
I focuses on Developing a Classification Model for Categorical Data Prediction using advanced Machine Learning techniques in Python. Leveraging libraries like pandas, NumPy, scikit-learn, NLTK, Keras, and TensorFlow, the system handles every stage of the workflow — from Data Preprocessing, Feature Engineering, and Feature Extraction to model training and evaluation.
The workflow includes managing Imbalanced Datasets, applying powerful algorithms such as XGBoost, Logistic Regression, and Random Forest, and validating performance using Accuracy, Confusion Matrix, ROC Curve, and Classification Report. The process ensures high model reliability and interpretability.
Ideal for businesses in Finance, Retail, Healthcare, Gaming, and Manufacturing, this project delivers actionable insights and supports smarter, data-driven decision-making with scalable Machine Learning solutions.
📩 Let’s connect and create a smart, data-powered model that drives real results! 💯
Machine Learning Tools
Keras, Microsoft Power BI, NLTK, NumPy, pandas, Python, Python Scikit-Learn, scikit-learn, SciPy, SQL, TensorFlow, Word2vec, XGBoostWhat's included
| Service Tiers |
Starter
$60
|
Standard
$90
|
Advanced
$120
|
|---|---|---|---|
| Delivery Time | 5 days | 3 days | 2 days |
Number of Revisions | 1 | 2 | 2 |
Number of Model Variations | 1 | 2 | 2 |
Number of Scenarios | 1 | 1 | 1 |
Number of Graphs/Charts | 3 | 3 | 3 |
Model Validation/Testing | |||
Model Documentation | - | - | |
Data Source Connectivity | - | - | |
Source Code |
About Mrinmoy
Machine Learning Expert | Data Science | Machine Learning Python
Bogra, Bangladesh - 5:40 pm local time
With proven expertise in Data Science and Machine Learning, I specialize in transforming messy, unstructured data into clean, scalable, and production-ready solutions.
My goal is to help organizations leverage Artificial Intelligence and Data Modeling to make smarter, data-driven decisions that accelerate growth.
I’m a Machine Learning and Data Expert with over one year of experience in Machine Learning Models, Data Analysis, and Data Engineering. My focus isn’t just on building accurate models but on developing systems that truly deliver business value.
My expertise lies in the end-to-end development of Machine Learning models using the Python ecosystem, including NumPy, Pandas, Python Scikit-Learn, TensorFlow, and Keras.
I also have hands-on experience in Natural Language Processing (NLP), Text Classification, and Feature Extraction for intelligent automation.
What sets me apart is my client-centric approach — I believe in clear communication, transparency, and collaboration to ensure every project exceeds expectations.
I’m committed to guiding clients through every stage of the process — from Data Acquisition and Data Preprocessing to Feature Engineering, Model Training, and Deployment.
💡 My Key Technical Skills Include:
✨ Machine Learning: Regression, Classification, Clustering, NLP
✨ Tools & Libraries: Python, SQL, Scikit-Learn, TensorFlow, Keras, NLTK
✨ Data Handling: Data Wrangling, Data Preprocessing, Feature Engineering
✨ Visualization: Matplotlib, Seaborn, Microsoft Power BI
I am passionate about solving real-world problems through data-driven approaches and artificial intelligence.
Let’s connect to discuss how I can help you develop powerful Machine Learning solutions that transform your business.
Steps for completing your project
After purchasing the project, send requirements so Mrinmoy can start the project.
Delivery time starts when Mrinmoy receives requirements from you.
Mrinmoy works on your project following the steps below.
Revisions may occur after the delivery date.
Data Discovery
I will review all provided materials and have a detailed discussion to confirm the project objective, the target variable to predict, and the key business metrics for success.
Data Preprocessing & Exploratory Data Analysis (EDA)
I will load and clean the dataset, handling missing values, correcting data types, and identifying outliers. I will perform a thorough EDA to understand the distribution of data, correlation, and the balance of the target categories.