Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables

codebasics · Beginner ·📐 ML Fundamentals ·7y ago
In this machine learning tutorial with python, we will write python code to predict home prices using multiple variable linear regression in python (using sklearn linear_model). Home prices are dependent on 3 independent variables: area, bedrooms and age. Pandas dataframe is used to fill missing values first and then use that dataset to train a multivariate regression model.You can use exercise at the end to consolidate your understanding on whatever you have learnt in this machine learning tutorial. #MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #Py…
Watch on YouTube ↗ (saves to browser)

Chapters (8)

Linear Regression With Multiple Variables:
0:48 Data set
2:07 Linear Equation
3:28 Load Data in Pandas Data Frame
4:16 Data preeprocessing (Handle Missing Values)
6:17 Train Lemear Model
8:18 Predict home prices using trained model
11:35 Exercise to predict hired candidates salary based on few parameters

Playlist

Uploads from codebasics · codebasics · 0 of 60

← Previous Next →
1 Python Tutorial - 1. Install python on windows
Python Tutorial - 1. Install python on windows
codebasics
2 Python Tutorial - 2. Variables
Python Tutorial - 2. Variables
codebasics
3 Python Tutorial - 3. Numbers
Python Tutorial - 3. Numbers
codebasics
4 Python Tutorial - 4. Strings
Python Tutorial - 4. Strings
codebasics
5 Python Tutorial - 5. Lists
Python Tutorial - 5. Lists
codebasics
6 Python Tutorial - 6. Install PyCharm on Windows
Python Tutorial - 6. Install PyCharm on Windows
codebasics
7 PyCharm Tutorial - 7. Debug python code using PyCharm
PyCharm Tutorial - 7. Debug python code using PyCharm
codebasics
8 Python Tutorial -  8. If Statement
Python Tutorial - 8. If Statement
codebasics
9 Python Tutorial - 9. For loop
Python Tutorial - 9. For loop
codebasics
10 Python Tutorial -  10. Functions
Python Tutorial - 10. Functions
codebasics
11 Python Tutorial - 11. Dictionaries and Tuples
Python Tutorial - 11. Dictionaries and Tuples
codebasics
12 Python Tutorial - 12. Modules
Python Tutorial - 12. Modules
codebasics
13 Python Tutorial - 13. Reading/Writing Files
Python Tutorial - 13. Reading/Writing Files
codebasics
14 How to install Julia on Windows
How to install Julia on Windows
codebasics
15 Python Tutorial - 14. Working With JSON
Python Tutorial - 14. Working With JSON
codebasics
16 Julia Tutorial - 1. Variables
Julia Tutorial - 1. Variables
codebasics
17 Julia Tutorial - 2. Numbers
Julia Tutorial - 2. Numbers
codebasics
18 Python Tutorial - 15. if __name__ == "__main__"
Python Tutorial - 15. if __name__ == "__main__"
codebasics
19 Julia Tutorial - Why Should I Learn Julia Programming Language
Julia Tutorial - Why Should I Learn Julia Programming Language
codebasics
20 Python Tutorial  - 16. Exception Handling
Python Tutorial - 16. Exception Handling
codebasics
21 Julia Tutorial - 3. Complex and Rational Numbers
Julia Tutorial - 3. Complex and Rational Numbers
codebasics
22 Julia Tutorial - 4. Strings
Julia Tutorial - 4. Strings
codebasics
23 Python Tutorial -  17. Class and Objects
Python Tutorial - 17. Class and Objects
codebasics
24 Julia Tutorial - 5. Functions
Julia Tutorial - 5. Functions
codebasics
25 Julia Tutorial - 6. If Statement and Ternary Operator
Julia Tutorial - 6. If Statement and Ternary Operator
codebasics
26 Julia Tutorial - 7. For While Loop
Julia Tutorial - 7. For While Loop
codebasics
27 Python Tutorial  - 18. Inheritance
Python Tutorial - 18. Inheritance
codebasics
28 Julia Tutorial - 8. begin and (;) Compound Expressions
Julia Tutorial - 8. begin and (;) Compound Expressions
codebasics
29 Python Tutorial - 12.1 - Install Python Module (using pip)
Python Tutorial - 12.1 - Install Python Module (using pip)
codebasics
30 Julia Tutorial - 9. Tasks (a.k.a. Generators or Coroutines)
Julia Tutorial - 9. Tasks (a.k.a. Generators or Coroutines)
codebasics
31 Julia Tutorial - 10. Exception Handling
Julia Tutorial - 10. Exception Handling
codebasics
32 Python Tutorial  - 19. Multiple Inheritance
Python Tutorial - 19. Multiple Inheritance
codebasics
33 Python Tutorial - 20. Raise Exception And Finally
Python Tutorial - 20. Raise Exception And Finally
codebasics
34 Python Tutorial - 21. Iterators
Python Tutorial - 21. Iterators
codebasics
35 Python Tutorial - 22. Generators
Python Tutorial - 22. Generators
codebasics
36 Python Tutorial - 23. List Set Dict Comprehensions
Python Tutorial - 23. List Set Dict Comprehensions
codebasics
37 Python Tutorial - 24. Sets and Frozen Sets
Python Tutorial - 24. Sets and Frozen Sets
codebasics
38 Python Tutorial - 25. Command line argument processing using argparse
Python Tutorial - 25. Command line argument processing using argparse
codebasics
39 Debugging Tips - What is bug and debugging?
Debugging Tips - What is bug and debugging?
codebasics
40 Debugging Tips - Conditional Breakpoint
Debugging Tips - Conditional Breakpoint
codebasics
41 Debugging Tips - Watches and Call Stack
Debugging Tips - Watches and Call Stack
codebasics
42 Python Tutorial - 26. Multithreading - Introduction
Python Tutorial - 26. Multithreading - Introduction
codebasics
43 Git Tutorial 3:  How To Install Git
Git Tutorial 3: How To Install Git
codebasics
44 Git Tutorial 1: What is git / What is version control system?
Git Tutorial 1: What is git / What is version control system?
codebasics
45 Git Tutorial 2 : What is Github? | github tutorial
Git Tutorial 2 : What is Github? | github tutorial
codebasics
46 Git Tutorial 4: Basic Commands: add, commit, push
Git Tutorial 4: Basic Commands: add, commit, push
codebasics
47 Git Tutorial 5: Undoing/Reverting/Resetting code changes
Git Tutorial 5: Undoing/Reverting/Resetting code changes
codebasics
48 Git Tutorial 6: Branches (Create, Merge, Delete a branch)
Git Tutorial 6: Branches (Create, Merge, Delete a branch)
codebasics
49 Git Github Tutorial 10: What is Pull Request?
Git Github Tutorial 10: What is Pull Request?
codebasics
50 Git Tutorial 7: What is HEAD?
Git Tutorial 7: What is HEAD?
codebasics
51 Git Tutorial 9: Diff and Merge using meld
Git Tutorial 9: Diff and Merge using meld
codebasics
52 Difference between Multiprocessing and Multithreading
Difference between Multiprocessing and Multithreading
codebasics
53 Python Tutorial - 27. Multiprocessing Introduction
Python Tutorial - 27. Multiprocessing Introduction
codebasics
54 Python Tutorial - 28. Sharing Data Between Processes Using Array and Value
Python Tutorial - 28. Sharing Data Between Processes Using Array and Value
codebasics
55 Git Tutorial 8 - .gitignore file
Git Tutorial 8 - .gitignore file
codebasics
56 Python Tutorial - 29. Sharing Data Between Processes Using Multiprocessing Queue
Python Tutorial - 29. Sharing Data Between Processes Using Multiprocessing Queue
codebasics
57 Python Tutorial - 30. Multiprocessing Lock
Python Tutorial - 30. Multiprocessing Lock
codebasics
58 Python Tutorial - 31. Multiprocessing Pool (Map Reduce)
Python Tutorial - 31. Multiprocessing Pool (Map Reduce)
codebasics
59 What is code?
What is code?
codebasics
60 Python unit testing - pytest introduction
Python unit testing - pytest introduction
codebasics
Python FastAPI Tutorial (Part 15): PostgreSQL and Alembic - Database Migrations for Production
Next Up
Python FastAPI Tutorial (Part 15): PostgreSQL and Alembic - Database Migrations for Production
Corey Schafer