What's included

• Cleaned and Preprocessed Dataset

  A fully cleaned and preprocessed dataset prepared for analysis or model training, with all missing, duplicate, and inconsistent data addressed. Details: Format: Delivered in a preferred format such as CSV, Excel, or database file. Preprocessing Steps Documented: Includes a summary of cleaning processes (e.g., missing value imputation, outlier removal, normalization). Revisions: Up to 2 revisions to ensure the dataset meets project requirements.

• Data Visualizations and Insights Report

  A comprehensive report featuring data visualizations and insights derived from exploratory data analysis (EDA). Details: Format: PDF report or PowerPoint presentation including visualizations like bar charts, scatter plots, heatmaps, and key findings. Tools Used: Created using tools such as Python (Matplotlib/Seaborn), Tableau, or Excel, based on client preference. Visualizations Included: Up to 5 custom visualizations with insights to explain patterns and trends in the data. Revisions: Up to 2 revisions for adjusting visualizations or adding insights.

• Machine Learning Model and Performance Evaluation

  A trained machine learning model tailored to the client's project needs, with a detailed evaluation of its performance metrics. Details: Model Format: Delivered as a trained model file (e.g., .pkl for Python or TensorFlow model files) along with relevant code/script for reproducibility. Evaluation Metrics: Includes metrics such as accuracy, precision, recall, F1 score, or RMSE, depending on the project. Revisions: One round of revisions for fine-tuning the model parameters based on feedback.

• Documentation and Codebase

  Well-documented codebase and a guide explaining the workflow, including data preprocessing, visualization, and model training steps. Details: Format: Clean, commented code delivered in Python notebooks (.ipynb), and Python scripts (.py) as required. Documentation: Step-by-step instructions are provided in a PDF or markdown file for easy understanding and reproducibility. Revisions: No revisions, but post-delivery clarification support is available for 7 days.