Machine Learning Tutorial for Beginners in Python

Embark on a comprehensive machine learning tutorial series in Hindi, covering fundamental algorithms and Python programming for beginners. Learn to implement various ML techniques from scratch, including linear regression, support vector machines, and decision trees. Explore essential Python libraries like NumPy, Matplotlib, and Pandas, and dive into TensorFlow for neural network development. Master data manipulation, visualization, and analysis skills while building practical projects such as house price prediction and salary classification. Progress from basic concepts to advanced topics like convolutional neural networks, culminating in hands-on experience with the MNIST dataset.

1# Import Announcement related to Machine Learning.
2 . [Hindi]Machine Learning : Installation & Setup of Python 3.7 and Juypyter Notebook.
3 . [Hindi]Machine Learning : Introduction to Python | 2018.
5 . [Hindi]Machine Learning : Variables in Python | 2018 |Python 3.
6 . [Hindi]Machine Learning : String Formatting in Python | 2018 |Python 3.
7 . [Hindi]Machine Learning : Control Flow & Indentation in Python | 2018 |Python 3.
8 . [Hindi]Machine Learning : Functions in Python | 2018 |Python 3.
4 . [Hindi]Machine Learning : Input() Function & Escape Characters | 2018.
9 . [Hindi]Machine Learning : Modules in Python | 2018 |Python 3.
10. [Hindi]Machine Learning : If, Else, Elif in Python | 2018 |Python 3.
11. [Hindi]Machine Learning : Break & Continue in Python | 2018 |Python 3.
12. [Hindi]Machine Learning : For loop in Python | 2018 |Python 3.
13. [Hindi]Machine Learning : While loop in Python | 2018 |Python 3.
14. [Hindi]Machine Learning : Lists in Python | 2018 |Python 3.
15. [Hindi]Machine Learning : Iterators in Python | 2018 |Python 3.
16. [Hindi]Machine Learning : Dictionaries in Python | 2018 |Python 3.
17. [Hindi]Machine Learning : How to install Numpy in Python | 2018 |Python 3.
18. [Hindi]Machine Learning : How to install Numpy Functions in Python | 2018 |Python 3.
19. [Hindi]Machine Learning : How to install Matplotlib in Python | 2018 |Python 3.
20. [Hindi]Machine Learning : Line Plot in Matplotlib | 2018 |Python 3.
21. [Hindi]Machine Learning : Subplot Plot in Matplotlib | 2018 |Python 3.
22. [Hindi]Machine Learning : Bar Plot in Matplotlib | 2018 |Python 3.
23. [Hindi]Machine Learning : Histogram Plot in Matplotlib | 2018 |Python 3.
24. [Hindi]Machine Learning : Scatter Plot in Matplotlib | 2018 |Python 3.
25. [Hindi]Machine Learning : Pie Chart in Matplotlib | 2018 |Python 3.
26. [Hindi]Machine Learning : Plot Merging in Matplotlib | 2018 |Python 3.
27. [Hindi]Machine Learning : Plot Data from CSV & Text Files using Matplotlib | 2018 |Python 3.
28. [Hindi]Machine Learning : How to Install Pandas | 2018 |Python 3.
29. [Hindi]Machine Learning : Live Plot in Matplotlib | 2018 |Python 3.
30. [Hindi]Machine Learning : Series Object in Pandas | 2018 |Python 3.
31. [Hindi]Machine Learning : Attributes in Pandas | 2018 |Python 3.
32. [Hindi]Machine Learning : Methods,Parameters & Arguments in Pandas | 2018 |Python 3.
33. [Hindi]Machine Learning : Read CSV File using Pandas | 2018 |Python 3.
34. [Hindi]Machine Learning : Sort_Values & Inplace in Pandas | 2018 |Python 3.
35. [Hindi]Machine Learning : Sort_index() in Pandas | 2018 |Python 3.
36. [Hindi]Machine Learning : Extract Values by Index Position in Pandas | 2018 |Python 3.
37. [Hindi]Machine Learning : Extract Values by Index Label in Pandas | 2018 |Python 3.
38. [Hindi]Machine Learning : .get() Method in Pandas | 2018 |Python 3.
39. [Hindi]Machine Learning : Math Methods in Pandas | 2018 |Python 3.
40. [Hindi]Machine Learning : .idxmax(), .idxmin() Methods in Pandas | 2018 |Python 3.
41. [Hindi]Machine Learning : .value_counts Methods in Pandas | 2018 |Python 3.
42. [Hindi]Machine Learning : .apply() Methods in Pandas | 2018 |Python 3.
43. [Hindi]Machine Learning : DataFrames in Pandas | 2018 |Python 3.
44. [Hindi]Machine Learning : Shared Methods & Column Access in Pandas | 2018 |Python 3.
45. [Hindi]Machine Learning : Add New Column to Dataframe in Pandas | 2018 |Python 3.
46. [Hindi]Machine Learning : Broadcasting Operations in Pandas | 2018 |Python 3.
47. [Hindi]Machine Learning : Drop Rows with Null Values in Pandas | 2018 |Python 3.
48. [Hindi]Machine Learning : .fillna() Method for Null Values in Pandas | 2018 |Python 3.
49. [Hindi]Machine Learning : .sort_values() in Dataframes Pandas | 2018 |Python 3.
50. [Hindi]Machine Learning : .sort_values() for Multiple Columns in Pandas | 2018 |Python 3.
51. [Hindi]Machine Learning : Rank Method in Pandas | 2018 |Python 3.
52. [Hindi]Machine Learning : Filtering Dataframe in Pandas | 2018 |Python 3.
53. [Hindi]Machine Learning : Filtering a Dataframe Based on a Condition| 2018 |Python 3.
54. [Hindi]Machine Learning : Filter Dataframe with AND & OR Operators| 2018 |Python 3.
55. [Hindi]Machine Learning : .isin() Method in Pandas| 2018 |Python 3.
56. [Hindi]Machine Learning : .isnull() & .notnull() Method in Pandas| 2018 |Python 3.
57. [Hindi]Machine Learning : .between() Method in Pandas| 2018 |Python 3.
58. [Hindi]Machine Learning : .Duplicated() Method in Pandas| 2018 |Python 3.
59. [Hindi]Machine Learning : .drop_duplicates() Method in Pandas| 2018 |Python 3.
Discussion Related To Machine Learning Tutorial Series.
60. [Hindi]Machine Learning : .set_index & .reset_index() in Pandas| 2018 |Python 3.
61. [Hindi]Machine Learning : Retrieve Row Values Using loc in Pandas| 2018 |Python 3.
62. [Hindi]Machine Learning : Retrieve Row Values Using iloc in Pandas| 2018 |Python 3.
63. [Hindi]Machine Learning : Retrieve Row Values Using ix in Pandas| 2018 |Python 3.
64. [Hindi]Machine Learning : Second Argument ofloc, iloc, ix in Pandas| 2018 |Python 3.
65. [Hindi]Machine Learning : Set New Values for a Specific Cell or Row in Pandas| 2018 |Python 3.
66. [Hindi]Machine Learning : Set Multiple Values in DataFrame in Pandas| 2018 |Python 3.
67. [Hindi]Machine Learning : Rename Index Labels or Columns in Pandas| 2018 |Python 3.
72. [Hindi]Machine Learning : The .query() Methods in Pandas| 2018 |Python 3.
68. [Hindi]Machine Learning : Delete Rows or Columns in Pandas| 2018 |Python 3.
69. [Hindi]Machine Learning : Create Random Sample with the .sample() in Pandas| 2018 |Python 3.
70. [Hindi]Machine Learning : The .nsmallest() and .nlargest() Methods in Pandas| 2018 |Python 3.
71. [Hindi]Machine Learning : The .where() Methods in Pandas| 2018 |Python 3.
73. [Hindi]Machine Learning : The .apply() Methods in Pandas| 2018 |Python 3.
74. [Hindi]Machine Learning : The .apply() Method with Row Values in Pandas| 2018 |Python 3.
75. [Hindi]Machine Learning : How to install Sklearn Module| 2019 |Python 3.
We Had Enough !!!!!!!!!!!!! for Knowledge Shelf Family.
Why Machine Learning videos are not Coming these days ? 2019.
Machine Learning Tutorial Related Announcment.
76. [Hindi]Machine Learning : Types of Machine Learning Algorithms | 2019 |Python 3.
77. [Hindi]Machine Learning : Simple Linear Regression Part-1 | 2019 |Python 3.
78. [Hindi]Machine Learning : Ordinary Least Squares | 2019 |Python 3.
79. [Hindi]Machine Learning : Python Coding Part - 1 | 2019 |Python 3.
80. [Hindi]Machine Learning : Regression Line Piloting Part - 2 | 2019 |Python 3.
81. [Hindi]Machine Learning : Equation Results Verification Part - 3 | 2019 |Python 3.
82. [Hindi]Machine Learning : Multiple Linear Regression Part - 1 | 2019 |Python 3.
83. [Hindi]Machine Learning : Multiple Linear Regression Part - 2 | 2019 |Python 3.
84. [Hindi]Machine Learning : Multiple Linear Regression Part - 3 | 2019 |Python 3.
85. [Hindi]Machine Learning : Multiple Linear Regression Part - 4 | 2019 |Python 3.
87. [Hindi]Machine Learning : Backward Elimination Coding Part - 6 | 2019 |Python 3.
86. [Hindi]Machine Learning : Backward Elimination Part - 5 | 2019 |Python 3.
88. [Hindi]Machine Learning : Backward Elimination Coding Part - 7 | 2019 |Python 3.
89. [Hindi]Machine Learning : Polynomial Linear Regression Part - 1 | 2019 |Python 3.
90. [Hindi]Machine Learning : Polynomial Linear Regression Part - 2 | 2019 |Python 3.
91. [Hindi]Machine Learning : Polynomial Linear Regression Part - 3 | 2019 |Python 3.
92. [Hindi]Machine Learning : Decision Tree Algorithm Part - 1 | 2019 |Python 3.
93. [Hindi]Machine Learning : Decision Tree Algorithm Part - 2 | 2019 |Python 3.
94. [Hindi]Machine Learning : Random Forest Algorithm Part - 1 | 2019 |Python 3.
95. [Hindi]Machine Learning : Random Forest Algorithm Part - 2 | 2019 |Python 3.
96. [Hindi]Machine Learning : Logistic Regression Algorithm Part - 1 | 2019 |Python 3.
97. [Hindi]Machine Learning : Logistic Regression Algorithm Part - 2 | 2019 |Python 3.
98. [Hindi]Machine Learning : Logistic Regression Algorithm Part - 3 | 2019 |Python 3.
99. [Hindi]Machine Learning : Logistic Regression Algorithm Part - 4 | 2019 |Python 3.
100. [Hindi]Machine Learning : Logistic Regression Algorithm Part - 5 | 2019 |Python 3.
101. [Hindi]Machine Learning : Logistic Regression Algorithm Part - 6 | 2019 |Python 3.
102. [Hindi]Machine Learning : KNN Algorithm Part - 1 | 2019 |Python 3.
107. [Hindi]Machine Learning : Support Vector Machine(SVM) Algorithm Part - 1 | 2019 |Python 3.
103. [Hindi]Machine Learning : KNN Algorithm Part - 2 | 2019 |Python 3.
104. [Hindi]Machine Learning : KNN Algorithm Part - 3 | 2019 |Python 3.
105. [Hindi]Machine Learning : KNN Algorithm Part - 4 | 2019 |Python 3.
106. [Hindi]Machine Learning : KNN Algorithm Part - 5 | 2019 |Python 3.
108. [Hindi]Machine Learning : Support Vector Machine(SVM) Algorithm Part - 2 | 2019 |Python 3.
109. [Hindi]Machine Learning : Support Vector Machine(SVM) Algorithm Part - 3 | 2019 |Python 3.
110. [Hindi]Machine Learning : Support Vector Machine(SVM) Algorithm Part - 4 | 2019 |Python 3.
[Hindi]Tensorflow Tutorial 00 - Announcement and Software Installation | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 01 - What is Neural Networks ? | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 02 - Activation Function, Cost Function, | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 03 - Basic Fundamentals & Syntax | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 04 - Tensorflow Graphs | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 05 - Variables & Placeholders | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 06 - First Perceptron | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 07 - First Neural Network | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 08 - Simple Regression Example | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 09 - Regression Part-1 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 10 - Regression Part-2 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 11 - Regression Part-3 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 12 - Regression Part-4 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 13 - Classification Part-1 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 14 - Classification Part-2 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 15 - Classification Part-3 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 16 - Classification Part-4 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 17 - Classification Part-5 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 18 - Classification Part-6 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 19 - Classification Part-7 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 20 - House Price Pred. Regression Part-1 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 21 - House Price Pred. Regression Part-2 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 22 - House Price Pred. Regression Part-3 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 23 - Salary Slab Classification Part-1 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 24 - Salary Slab Classification Part-2 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 25 - Salary Slab Classification Part-3 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 26 - MNIST Dataset Introduction | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 27 - MNIST Basic Approach Part-1 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 28 - MNIST Basic Approach Part-2 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 29 - MNIST Basic Approach Part-3 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 30 - MNIST with CNN Part-1 | Python | Tensorflow | 2019.
[Hindi]Tensorflow Tutorial 31 - MNIST with CNN Part-2 | Python | Tensorflow | 2019.
[Hindi]Final Video of Machine Learning Tutorial Series | Python | Tensorflow | ML | 2019.