Course Name : Deep Learning With Python Power Bootcamp

Duration : 5 Days

Prerequisite: Python, Data Science With Python, Machine Learning With Python

Course Index:

Day 1: Introduction to Deep Learning

What is Deep Learning:

• -What is Weight ?
• -What is Bias ?
• -What is Accuracy ?
• -What is Neuron ?
• -What is Perceptron ?
• -What is Multi Layer Perceptron ?
• -What is Activation Function ?
• -What is ReLu ?
• -What is Elu ?
• -What is Sigmoid ?
• -What is Loss ?
• -What is Accuracy ?
• -What is Adam ?
• -What is the difference between ML & ML ?
• -Types Of Deep Learning

Advanced Algorithms

• -See the difference between 2 reports
• -Automaticaly create new log file from selected inputs of 2 log files
• -Advanced Algorithms in OS level: HR Program Management For Folders, Files, Input Level

Testing in Python:

• -Test Functions : Assert
• -UnitTest Library
• -If __name__ == 'main'
• -Create a Unit Test in Python

Sending Emails With Python:

• -Without Subjects
• -With Subjects
• -Time Scheduled Email For Linux & Mac
• -Time Scheduled Email For Windows
• -Sending Attached Email With Python
• -Sending Multiple Attached Emails To Multiple Recipients With Python
• Set Your Parameters and Get Alarms From Web Server: -BitCoin API Management With Automatic Email Management
• Creating ChatBot With WebHook For Webex API

Day 2: Classifier & FNN

• -TensorFlow Playground
• -Classifier patterns with Keras: Diabetic Prediction
• -Classifier patterns with Keras: Heart Attack Prediction
• -Image Processing With OpenCV, CVlib & Tensor Flow
• Introduction to Feedforward neural networks (FNN)
• -FNN Regression: KC House (Seattle)
• -FNN Classification: Breast Cancer

Day 3:

• Intro to convolutional neural networks (CNNs)
• -CNN architectures
• -CNN Convolutional NN => MNIST Digits, MNIST Fashion, CIFAR-10

Day 4:

• Intro to recurrent neural networks (RNNs)
• -Training recurrent neural networks
• -Sentiment analysis of movie reviews using RNNs and Keras

Day 5:

• -Introduction to RPA
• -RPA with Python
• -Sensor Management System With Paho Library
• -IVR: Text to Speech With Python
• -TagUI