Master Class On Data Science Using Python A-Z
Learn data science from A to Z using Python, covering analytics, machine learning, and real-world applications
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
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
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
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
74 - Understanding a sample Dataset Downloadable
75 - Introduction to Seaborn
76 - Swarm Plot
77 - Violin Plot
78 - Facet Grids
79 - Heatmap
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