Machine Learning & Deep Learning in Python & R Free Udemy Course Coupon Code

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ENROLL NOW: Machine Learning & Deep Learning in Python & R

Coupon Code: JULY4AH

COURSE CONTENT

• Introduction
• Setting up Python and Jupyter Notebook
• Setting up R Studio and R crash course
• Basics of Statistics
• Introduction to Machine Learning
• Data Preprocessing
• Linear Regression
• Classification Models: Data Preparation
• The Three classification models
• Logistic Regression
• Linear Discriminant Analysis (LDA)
• K-Nearest Neighbors classifier
• Comparing results from 3 models
• Simple Decision Trees
• Simple Classification Tree
• Ensemble technique 1 – Bagging
• Ensemble technique 2 – Random Forests
• Ensemble technique 3 – Boosting
• Maximum Margin Classifier
• Support Vector Classifier
• Support Vector Machines
• Creating Support Vector Machine Model in Python
• Creating Support Vector Machine Model in R
• Introduction – Deep Learning
• Neural Networks – Stacking cells to create network
• ANN in Python
• ANN in R
• CNN – Basics
• Creating CNN model in Python
• Creating CNN model in R
• Project : Creating CNN model from scratch
• Project : Creating CNN model from scratch
• Project : Data Augmentation for avoiding overfitting
• Transfer Learning : Basics
• Transfer Learning in R
• Time Series Analysis and Forecasting
• Time Series – Preprocessing in Python
• Time Series – Important Concepts
• Time Series – Implementation in Python
• Time Series – ARIMA model
• Time Series – SARIMA model