توسعه یک پروژه علم داده

The task is to create a data science project based on UK government open datasets :related to school performance (provided by the Department for Education). The goal is to 1. Propose a realistic and impactful business scenario (e.g. helping government or private sectors improve education). 2. Download and analyse relevant datasets from this source: DfE School Performance Data 3. Build a predictive machine learning model to address the problem. 4. Document all steps in a Jupyter Notebook (.ipynb) using clear code, comments, and Markdown explanations. 5. Write a concise executive summary report (max 3 pages, in Word or PDF) explaining the problem, approach, and key findings. Requirements: • The whole project must be done in Python. • Jupyter Notebook is required, and all outputs must be kept in the notebook. • Code must be well-commented and clearly structured. • The freelancer must include Markdown narratives to explain each step and decisions. • The executive summary should be written in clear English, suitable for university-level academic submission. • The final delivery should be a ZIP file containing: o The .ipynb notebook o The executive summary o Any supporting files or datasets Let me know if you need more clarification. A strong understanding of data analysis, Python, machine learning, and academic writing is preferred. You are welcome to use LLMs tools for enhancing the output but only to limited extend.