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Machine Learning Using Python
Duration

Duration

40 hours

Eligibility

Eligibility

  1. Good knowledge of Mathematics(Undergraduate)
  2. Good understanding of Python programming
Course Fees

Course Fees

Class Room Training: Rs.16,000/-
Inclusive of all taxes

Online: Rs.26,000/-
Inclusive of all taxes

Course Details

Introduction
  • What is Machine Learning
  • Why Machine Learning
  • Application of Machine Learning
  • Data and Data Preprocessing
Regression
  • Simple Linear Regression
  • Multiple Linear Regression
  • Polynomial Regression
  • Support Vector Regression (SVR)
  • Decision Tree Regression
  • Random Forest Regression
  • Regression Models Performance
Classification
  • Logistic Regression
  • K-Nearest Neighbors (K-NN)
  • Support Vector Machine (SVM)
  • Kernel SVM
  • Classification Models Performance
Clustering
  • K-Means Clustering
  • Hierarchical Clustering
Natural Language processing
Dimensionality Reduction
  • Principal Component Analysis (PCA)
  • Linear Discriminant Analysis (LDA)
  • Kernel PCA
Model Selection and boosting
  • Model Selection
  • XGBoost
Project/Assignment

 

 

Advanced Level

Duration

Duration

40 hours

Eligibility

Eligibility

  1. Basic Knowledge of Machine Learning
  2. Good knowledge of Mathematics(Undergraduate)
  3. Good understanding of Python programming
Course Fees

Course Fees

Class Room Training: Rs.16,000/-
Inclusive of all taxes

Online: Rs.26,000/-
Inclusive of all taxes

Course Details

Introduction
  • Introduction to Advanced Machine Learning
  • Supervised Learning
  • Unsupervised Learning
  • Data and Data Preprocessing
Classification
  • Naive Bayes
  • Decision Tree Classification
  • Random Forest Classification
  • Classification Models Performance
Association Rule
  • Aprion
  • Eclat
Reinforcement Learning
  • Upper Confidence Bound (UCB)
  • Thompson Sampling
Deep Learning
  • Artificial Neural Networks
  • Convolutional Neural Networks
Probability
  • Random Variable
  • Mean and variance
  • Probability
  • Conditional Probability
  • Bays Theorem
  • Estimation
  • Sampling
Machine Learning in Information Security
  • Data Exploration
  • Spam Filtering
Project/Assignment

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Total Amount Payable: Rs. 16000/-