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Machine Learning with Python and R

Machine Learning with Python and R
Machine Learning with Python and R

HIGHEST RATED 4/5

Short Description :: With Career ITS machine learning python course, you gain an in-depth understanding of the three major types of machine learning algorithms, including supervised, unsupervised, and reinforcement learning. Learn the various methods for implementing these algorithms with associated business use cases. You will also learn advanced topics of ML such as Natural Language Processing (NLP) and Deep Learning in our machine learning with python training.

Course Outline

  • Introduction to Machine Learning
    • What is ML?
    • Applications of ML
    • Why ML is the Future
    • Types of ML
    • Installing Python and Anaconda (MAC & Windows)
  • Data Preprocessing
    • Importing the Libraries
    • Importing the Dataset
    • For Python learners, summary of Object-oriented programming: classes & objects
    • Missing Data
    • Categorical Data
    • Splitting the Dataset into the Training set and Test set
    • Feature Scaling
  • Regression
    • Simple Linear Regression
    • Dataset + Business Problem Description
    • Simple Linear Regression in Python
    • Multiple Linear Regression
    • Multiple Linear Regression in Python
    • Polynomial Regression
    • Polynomial Regression in Python
    • Support Vector Regression (SVR)
    • SVR in Python
    • Decision Tree Regression in Python
    • Random Forest Regression in Python
  • Classification
    • Logistic Regression in Python
    • K-Nearest Neighbors (K-NN)
    • Support Vector Machine (SVM)
    • Kernel SVM
    • Naive Bayes
    • Decision Tree Classification
    • Random Forest Classification
    • Confusion Matrix
    • CAP Curve
  • Clustering
    • K-Means Clustering in Python
    • Hierarchical Clustering in Python
  • Association Rule Learning
    • Association Rule Learning in Python
    • Apriori
  • Reinforcement Learning
    • Upper Confidence Bound (UCB)
    • Thompson Sampling
  • Natural Language Processing
    • Natural Language Processing in Python
  • Deep Learning
    • Artificial Neural Networks in Python
    • Convolutional Neural Networks in Python
My course on Machine Learning with Python and R and Artificial Intelligence has successfully completed under Rishika madam.Teaching is unique and understandable
My course on Machine Learning with Python and R and Artificial Intelligence has successfully completed under Rishika madam.Teaching is unique and understandable.
My course on Machine Learning with Python and R and Artificial Intelligence has successfully completed under Rishika madam.Teaching is unique and understandable