تطبيق بعض الأكواد لتعلم الالة وعمل تقرير

تعلم الالة

اختيار قاعدة بيانات وتطبيق بعض الاكواد الاساسية في قوقل كولاب وبعض اكواد معالجة قواعد البيانات وتدريب القاعدة .

ثم كتابة تقرير بالورد يحتوى على التالي :

1. Project Report Content

a) Project Title

Each project should have a clear title summarizing the project’s objective.

b) Project Overview

Objective: Briefly describe the objective of the project and the problem you aim to

solve using ML.

Expected Outcomes: Specify the results you hope to achieve. This section serves to

contextualize the significance of your work.

c) Dataset

Dataset Source: Use publicly available datasets, such as those from Kaggle or the UCI

Machine Learning Repository.

Description: Briefly describe the content of your dataset (size, variables, data types).

Data Preparation: Explore and clean your dataset. Describe the preprocessing

techniques applied (handling missing values, normalization, etc.) and visualize relevant

descriptive statistics.

d) Model Selection and Training

Model Choice: Select one or more ML algorithms covered in class (and possibly other

relevant methods).

Training: Apply these models on the training dataset after splitting the data into training

and test sets.

e) Model Evaluation and Testing

Evaluation: Test your model on the test dataset and use appropriate metrics (accuracy,

recall, F1-score, etc.) to evaluate its performance.

Result Analysis: Interpret the results obtained, identifying the model’s strengths and

limitations.

f) Discussion

Key Findings: Analyze the main results and what they reveal about the model and the

problem studied.

g) Conclusion

Summary: Conclude by summarizing the project, the challenges encountered, the

lessons learned, and the impact of the model on the problem addressed.

* التسليم النهائي ملف ورد تقرير يحتوى جميع النقاط +ملف اكواد لقوقل كولاب