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Python Programming: Machine Learning, Deep Learning | Python
Intro to Deep Learning with Python programming
Introduction to Deep Learning with Python (4:44)
Project Files and Course Documents: Python, machine learning, deep learning, oop
FAQ regarding Python Programming
Data Science: Setting Up Python for Mac and Windows
Installing Anaconda Distribution and Python Programming (4:58)
Overview of Jupyter Notebook and Google Colab (5:32)
Fundamentals of Python Programming
Data Types in Python Programming (12:42)
Operators in Python Programming (10:31)
Conditionals in Python (9:49)
Loops in Python 3 (13:07)
Lists, Tuples, Dictionaries and Sets in Python (17:54)
Data Type Operators and Methods in Python Programming (11:21)
Modules in Python 3 (5:15)
Functions in Python (8:05)
Exercise Analyse in Python Programming (1:46)
Exercise Solution in Python (10:46)
quiz
Object Oriented Programming (OOP)
Logic of OOP (4:58)
Constructor of Object Oriented Programming (OOP) (6:52)
Methods in Object Oriented Programming (OOP) (4:41)
Inheritance in Object Oriented Programming (OOP) (6:42)
Overriding and Overloading in Object Oriented Programming (OOP) (10:33)
object-oriented-programming Quiz
quiz
Numpy Library
What is Numpy? (6:49)
Why Numpy? (4:23)
Array and features (12:08)
Array’s Operators (4:53)
Numpy Functions (18:25)
Indexing and Slicing (10:15)
Numpy Exercises (16:03)
Using Numpy in Linear Algebra (30:14)
NumExpr Guide (9:15)
quiz
Machine Learning
FAQ regarding Machine Learning
AI, Machine Learning and Deep Learning (4:54)
History of Machine Learning (6:52)
Turing Machine and Turing Test (12:10)
What is Deep Learning (5:53)
Learning representations from data (11:15)
Workflow of Machine Learning (9:45)
Machine Learning Methods (13:34)
Supervised Machine Learning Methods - 1 (8:47)
Supervised Machine Learning Methods - 2 (13:26)
Supervised Machine Learning Methods - 3 (13:53)
Supervised Machine Learning Methods - 4 (17:04)
Unsupervised Machine Learning Methods (23:58)
Gathering data (4:54)
Data pre-processing (5:33)
Choosing the right algorithm and model (7:49)
Training and testing the model (5:19)
Evaluation (6:52)
Machine Learning Quiz
Artificial Neural Network
What is Artificial Neural Network (ANN)? (7:19)
Anatomy of Neural Network (9:22)
Creating a Simple ANN (17:33)
Tensor Operations (14:04)
Tensor Operations 2 (8:20)
Keras API (6:46)
Optimizers (10:40)
What is TensorFlow (17:40)
Quiz
Convolutional Neural Network (CNN)
What is CNN? (15:16)
Recurrent Neural Network and LTSM
Understanding RNN and LSTM Networks (13:14)
Transfer Learning with Python
What is Transfer Learning (16:08)
Python Machine Learning Quiz
Projects: Python, Machine learning, deep learning, artificial intellegence
Project - 1 : Python Projects (22:32)
Project - 2 : Python Projects (28:40)
Project - 3 : Python Projects (15:33)
Project - 4 : Python Projects (16:12)
Overview of Jupyter Notebook and Google Colab
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