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Python-Introduction to Data Science and Machine learning A-Z
Introduction
Introduction (8:21)
What is Data Science (21:32)
Installation of Anaconda and Jupyter Part 1 (3:45)
Introduction to Jupyter Part 1 (6:55)
Introduction to jupyter part 2 (9:25)
Basic Statistics knowledge
The Basics of Data (11:29)
The basics of statistics part 1 (9:49)
The Basics of statistics part 2 (16:54)
The Basics of Statistics Part 3 (5:55)
The Basics of Statistics Part 4 (10:51)
The Basics of Statistics Par 5 (10:42)
The basics of statistics part 6 (15:03)
Python library: NumPy
Introduction to NumPy (7:49)
Setting up NumPy (3:15)
Basics of NumPy part 1 (6:15)
Basics of NumPy Part 2 (10:13)
Basics of NumPy Part 3 (10:31)
Basics of NumPy Part 4 (8:41)
Basics of NumPy Part 5 (4:30)
Python library: Pandas
The Basics of Pandas (7:19)
Setting up Pandas (2:52)
Pandas operations Part 1 (6:05)
Pandas operations Part 2 (3:37)
Pandas operations Part 3 (9:25)
Pandas operations Part 4 (8:26)
Pandas operations Part 5 (5:39)
Python Library: SciPy
The Basics of SciPy (5:53)
SciPy operations Part 1 (8:48)
SciPy operations Part 2 (8:34)
SciPy operations Part 3 (8:22)
SciPy operations Part 4 (5:56)
SciPy operations Part 5 (9:10)
Python library: MatPlotlib
Introduction to Matplotlib (6:13)
Setting up Matplotlib (1:28)
The Basics of Matplotlib Part 1 (12:42)
The basics of Matplotlib Part 2 (7:18)
The basics of Matplotlib Part 3 (9:13)
The basics of Matplotlib Part 4 (6:57)
The basics of Matplotlib Part 5 (5:40)
Python library: Seaborn
Introduction to seaborn (6:07)
Setting up Seaborn (2:24)
Seaborn operations part 1 (9:16)
Seaborn operations part 2 (5:49)
Seaborn operations Part 3 (8:23)
Seaborn operations Part 4 (7:13)
Machine learning
Introduction to machine learning (11:24)
Different machine learning algorithms (20:41)
Machine learning algorithm part 1 (8:43)
Machine learning algorithm part 2 (24:04)
Machine learning algorithm Part 3 (12:13)
Conclusion
Conclusion (2:48)
The basics of statistics part 1
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