2023 Master class on Data Science using Python A-Z™ : for ML

سرفصل های دوره

Python NumPy, Pandas, Matplotlib and Seaborn for Data Analysis, Data Science and ML. Pre-machine learning Analysis.

1 - BONUS Python Crash Course

1 - Variables in Python

2 - Conditionals If statement

3 - Example for If statement

4 - If else statement

5 - Example of If else statement

6 - Nested If statement

7 - Example for Nested If statement

8 - Elif statement

9 - Example for Elif statement

10 - While loop

11 - Example of while loop

12 - For Loop

13 - Example of For Loop

14 - Break Continue Statement

15 - Introduction to containers

16 - Creating and accessing lists in Python

17 - List indexing and slicing

18 - Working with List methods

19 - Working with operators on lists

20 - List Comprehension

21 - Tuple definition

22 - Tuples

23 - Tuple Indexing Slicing

24 - Manipulating Tuples

25 - Unpacking Tuples

26 - Sets

27 - Dictionaries

28 - Basics of dictionary

29 - Accessing dictionary

30 - len str type functions in dictionary

31 - Functions in python

32 - Example program1 on Functions

33 - Example program2 on functions

2 - Data Handling using Numpy

34 - Introduction to modules in python

35 - Creating Displaying 1D array

36 - Understanding 1D array Index

37 - Creating Array of 0s and Array of 1s

38 - Sorting elements in 1D array

39 - Slicing a 1D array

40 - Mathematical Operations on Array

41 - Searching an element in a Array

42 - Filtering an array

43 - Checking whether given array is empty or not

44 - Creating Displaying 2D array

45 - ndim Attribute

46 - Size Attribute

47 - Shape and reshape of array

48 - Creating an Identity Matrix

49 - arange

50 - linspace

51 - Random array

52 - Random matrix

53 - Creating a diagonal matrix

54 - Flatten a Matrix

55 - Computing Trace of a Matrix

56 - Finding Transpose of a Matrix

57 - Negative indexing to access elements in a 2D array

3 - Data Handling using Pandas

58 - Introduction to Pandas

59 - Working with series in Pandas

60 - Combining series with Numpy

61 - Finding number of elements in a series

62 - Computing mean max and min in a series

63 - Sorting a Series

64 - Displaying Unique values in a Series

65 - Summary of series statistics

4 - Data Visualization using Matplotlib in Python

66 - Introduction to Matplotlib

67 - Creating Line Graph

68 - Creating Bar Graph

69 - Creating Scatter Graph

70 - Creating Histogram Graph

71 - Creating Pie Chart

72 - Creating 3D Plot

73 - Creating 3D Line graph

5 - Data Visualization using Seaborn in Python

74 - Understanding a sample Dataset Downloadable

74 - tips.csv

75 - Introduction to Seaborn

76 - Swarm Plot

77 - Violin Plot

78 - Facet Grids

79 - Heatmap

6 - Problem Solving Assignments

7 - Projects

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تولید کننده: Udemy-Training