Machine Learning

by SoftTech Computer Training Institute Claim Listing

Machine Learning course is offered by SoftTech Computer Training Institute. Machine learning (ML) is the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead.

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Course Details

Machine Learning course is offered by SoftTech Computer Training Institute. Machine learning (ML) is the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead.

 

Machine Learning in Python Syllabus:

  • Introduction
  • Concepts
  • Environment Setup
  • Types of Learning
  • Data Preprocessing, Analysis & Visualization
  • Training Data and Test Data
  • Techniques
  • Algorithms
  • Applications
  • Basics
  • Python Ecosystem
  • Methods for Machine Learning
  • Data Loading for ML Projects
  • Understanding Data with Statistics
  • Understanding Data with Visualization
  • Preparing Data
  • Data Feature Selection
  • ML Algorithms − Classification
  • Introduction
  • Logistic Regression
  • Support Vector Machine(SVM)
  • Decision Tree
  • Naïve Bayes
  • Random Forest
  • ML Algorithms − Regression
  • Overview
  • Linear Regression
  • ML Algorithms − Clustering
  • Overview
  • K-Means Algorithm
  • Mean Shift Algorithm
  • Hierarchical Clustering
  • ML Algorithms − KNN Algorithm
  • Finding Nearest Neighbors
  • Automatic Workflows
  • Improving Performance of ML Models
  • Improving Performance of ML Model(contd..)
  • Kolhapur Branch

    1495, Samarth Sankul, Basement, Konda Oal Rd, beside Hotel Neelam, Kolhapur

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