Full Python Programming Course for Data Science & Machine Learning w/ Jupyter Notebooks & Exercises
#machinelearning #datascience #python
GitHub Repo containing Jupyter notebooks: https://github.com/farhad-pourkamali/...
Full Python Programming Course for Data Science and Machine Learning, 11 hours
Topics:
Python Basics: Arithmetic/Comparison/Logical Operators: • Full Python Programming Course for Data Sc...
Python Data Structures: List, Tuple, Set, Dictionary: • Full Python Programming Course for Data Sc...
Python Data Structures: NumPy ndarray: • Full Python Programming Course for Data Sc...
Functions in Python: Built-in/Custom/Lambda Functions: • Full Python Programming Course for Data Sc...
Branching Statements (if, elif, else statements)
Iteration (for/while loop and list comprehension)
Object-Oriented Programming (OOP), Part 1
Object-Oriented Programming (OOP), Part 2
Modules and Packages in Python
Visualizing and Plotting with Matplotlib
Data Manipulation with Pandas DataFrame
Machine Learning in Python using scikit-learn
Regression in Machine Learning
Classification in Machine Learning
Neural Networks, TensorFlow AutoDiff, and Keras