Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Machine Learning Module

  • Introduction to Machine Learning
  • Intro to ML
  • Linear Algebra - Math behind ML
  • Math Behind ML- Linear Algebra PDF
  • Math Behind - II
  • k Nearest Neighbours (kNN)
  • K NN Class File
  • Updated File on Math Behind Topics Class Files
  • kNN lab
  • kNN Lab File
  • Linear Regression - 1
  • Linear Regression - 1 PDF
  • Linear Regression Lab
  • Gradient Descent
  • Gradient Descent Lab
  • Gradient lab - II and Evaluation Metrics both Regression and Classification Algorithms
  • Linear Regression Files
  • Gradient Descent PDF
  • Evaluation Metrices PDF"
  • Linear and Gradient Codes
  • Classification Evaluation Metrics - II
  • Logistic Regression
  • Evaluation Metrics PDF
  • Logistic Regression - II
  • Logistic Regression Usecase and Polynomial Regression
  • Logistic Regression PDFS
  • Logistic Regression Python Files
  • Polynomial Regression PDF
  • SVM PDF
  • SVM
  • SVM - II
  • SVM - III
  • SVM Constrained Optimization PDF
  • SVM - IV
  • SVM - V
  • Decision Tree
  • Soft Margin SVM And Kernels File
  • Decision Trees File
  • Decision Tree - II
  • Decision Tree Lab and Airline Sentiment Analysis Use case
  • Decision Tree 2 & 3 Files
  • NLP basic and Sentiment Analysis _ II Lab
  • Decision Tree Lab Files
  • Sentiment Analysis Lab Files
  • NLP Basiscs and Sentiment Analysis with ML Modeling
  • Naive Bayes
  • Model Selection - I
  • Naive Bayes Algorithm Files
  • Model Selection - II
  • Ensemble Technquies - Bagging and Random Forest
  • Naive Bayes Algorithm updated
  • Model Selection PDF
  • Ensemble - Boosting
  • Ensemble Methods PDF
  • Boosting PDF
  • Ensemble Techniques - Boosting - II
  • Ensemble Lab
  • Ensemble Methods Lab Files
  • Cross Validation Files
  • Gradient Boosting PDF
  • Revision
  • Clustering
  • PCA - I
  • Clustering PDF
  • PCA - i PDF
  • PCA - II
  • Clustering Lab File
  • PCA - III
  • Clustering Lab
  • Case Study
  • Case Study - Part II
  • PCA - II & III PDF Files
  • PCA Lab File
  • Case Study - III
  • Credi Card Multi Linear and Class Imbalance
  • Adult Use case Lab File
  • Class Imbalance File
  • Linear Regression File
  • Adult Income Prediction Files

  Assignments

  • KNN from Scratch

  Projects

  • NLP Project
  • ML - Classification Project
  • Machine Learning Regression - Concrete Strength Prediction