Form this Machine Learning with Python Online Training you will able to learn all the Concepts of R ProgrammiMachine Learning with Python course with real-time scenarios, live examples by real-time professionals
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Last updated Sat, 03-Dec-2022
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Course overview
First Machine Learning Algorithm Python
Various machine learning algorithms in Python
Apply machine learning algorithms in Python
Feature Selection and Pre-processing
How to select the right data
Which are the best features to use
Additional feature selection techniques
A feature selection case study
Preprocessing Introduction
Preprocessing Scaling Techniques
How to preprocess your data
How to scale your data
Feature Scaling Final Project
Data Manipulation in R Programming
Various phases of Data Cleaning
Functions used in Inspection
Data Cleaning Techniques
Uses of functions involved
Use-cases for Data Cleaning using R
Which Algorithms Perform Best
Highly efficient machine learning algorithms
Bagging Decision Trees
The power of ensembles
Random Forest Ensemble technique
Boosting – Adaboost
Boosting ensemble stochastic gradient boosting
A final ensemble technique
Model Selection Cross Validation Score
Introduction Model Tuning
Parameter Tuning GridSearchCV
A second method to tune your algorithm
How to automate machine learning
Which ML algo should you choose
How to compare machine learning algorithms in practice
Neural Networks and deep learning in Python
Neural Networks introduction
What is deep learning
What is one hot encoding
How to implement one hot encoding
How to handle missing values
How to impute missing values
Introducing the MNIST dataset
Tensor Flow
Programming a neural network in tensorflow
Programming a neural network – multilayer perceptron in tensorflow
Keras
Introduction to keras – a convient way to code neural networks
What is a convolutional neural network
How does a cnn work
CNN and RNNs
Creating a convolutional neural network from scratch
What are RNNs – Introduction to RNNs
Recurrent Neural Networks rnn in python
LSTMs for beginners – understanding LSTMs
long short term memory neural networks lstm in python
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