Hello there! I am a Kaggle certified machine learning engineer and data scientist with 4 years of experience. I guarantee client's satisfaction as I have helped 10+ clients with AI services and have completed multiple data-driven projects.

My expertise includes:
-Python Programming
- SQL
-Data Cleaning
-Exploratory Data Analysis
-Feature Engineering
-Machine Learning Model Selection and Deployment
-MLOps
-Deep Learning
-Model Optimization
-Model Tuning

I use the following Tools:
-Python
-Jupyter Notebook
-Pandas
-Numpy
-Matplotlib
-Seaborn and Plotly Express
-Scikit-Learn
-Tensorflow
-SQL
-Tableau

Input Data Formats:
Data can be in any format; an excel file, a CSV file, a simple text file, a JSON format file, or any other type.

General Output Files:
-Customized data dashboards in PDF or PNG files
-Python source code
-Optimized NPY model file with interactive Output
-Model deployment architecture file on local machine


Packages Details:
1. Basic Package
Basic data analysis and model implementation. This package is perfect for small-
scale projects and simple predictive analytics.

Key Features:
-Data cleaning and
Preprocessing(data Limit up to
1MB)
-Fundamental Exploratory Data Analysis (EDA)
-Implementation of entry-level Machine Learning models
-Deployment of 1-2 simple ML models.
-Standard model Evaluation and documentation
-Single revision

Deliverables:
-Cleaned dataset
-Basic EDA report
-Implemented Machine Learning model
-Model evaluation summary

2. Standard Package:
Designed for businesses ready to extract deeper insights. It is suited for medium-
scale projects requiring more intricate machine-learning approaches.

Key Features:
-Thorough Data Cleaning and preprocessing(data limit up to 10MB)
- In-depth Exploratory Data Analysis (EDA)
-Customized Machine Learning model development
-Deployment of 3 to 5 models(basic to Advanced) with hyperparameter tuning.
-Advanced model tuning and optimization
-Model interpretability and feature importance analysis
-Up to 3 revisions

Deliverables:
-Detailed EDA Report with insights
-Customized Machine Learning model
-Model tuning report
-Model interpretability documentation

3. Premium Package
Contains advanced analytics, Deep Learning, and personalized model deployment. It is suited for large-scale projects with complex data and high-level predictive modeling requirements.

Key Features:
-Advanced Data Cleaning and Preprocessing(data limit up to 50MB)
-Predictive analytics consultation
-Deployment of multiple base and advanced models(generally 5 to 8) with models Optimization.
-Deep Learning model development (if applicable)
-Ensemble Learning and Model Stacking
-Deployment strategy and implementation
-Unlimited revisions

Deliverables:
-Comprehensive Data analysis and Strategy report
-Advanced Machine Learning and Deep Learning models
-Ensemble Learning summary
-Model deployment plan and implementation

NOTE:
Before placing your order, feel free to message me to get deep understanding of your project.

I will refund the payment if the client is not satisfied.