علوم داده های آموزشی در پایتون

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) 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 ChatGPT or other LLMs for enhancing the output but only to limited extend