Course Content

1. intro to python

2. variables and data types

3. Operators in python

4. Control flow

Quiz_1

5. Data collection

6. functions and modules

Quiz_2

7. files and directories

8. “Object Oriented Progrmming “OOP

9. 2_OOP

Quiz_3

10. databases

11. 2_DataBases

12. 3_Database

Quiz_4

13. Errors in python

14. Handling Errors

Quiz_5

Intro to data science

2.linear Algebra(Matrices)

3.matrices عملي

4.Descriptive statistics

5.Probabilities

Quiz_6

numpy library

numpy library 2

Numpy 3

Numpy 4

Pandas Basics

pandas 2

pandas 3

pandas 4

Quiz_7

Data Cleaning

Data Manupilation

Case Study

Data Visualization_1

data visualization_2

data_visualization_3

Data_preprocessing_1

Data_preprocessing_عملي

Quiz_8

1.intro to machine learning

2.Classification

3.classification_عملي

4.classification_عملي_2

Quiz 9

5.Regression

6.Regression_عملي

7.Evaluation&Regularization

Quiz 10

8.Classification_models_1

9.Classification_models_Decision

10.Decision_tree_عملي

Quiz 11

11.Unsupervised_kmeans

12.kmeans_عملي

13.Hirarical_model

14.Hirarical_model_عملي

15.DBSCAN

16.DBSCAN_عملي

Quiz 12

Resampling عملي

Ensample Learning

resampling_techniques

Ensample_learning

Intro_to_Deep_learning

ANN Components

intro to Backpropagation

Gradient Descent

Quiz 13

Optimizers

perceptron_عملي

img_classification_عملي

Optimizers2

functional_API

Quiz 14