Tutors

Innomatics Research Labs

PROGRAM OVERVIEW

CURRICULUM

  Machine Learning

  • ML and DL Overview
  • ML and DL Overview
  • DS_ Lifecycle & Machine Learning Types
  • ML Intuition and DataTypes Encoding
  • DS_LifeCycle&ML_Types PDF
  • DataTypes Encoding PDF
  • ML Intuition PDF
  • Data Preprocessing
  • Data Pre Processing - Data Types Encoding and train and test spliting Files
  • NLP Basics
  • NLP Basic
  • Mathematical Foundation
  • Mathematical Foundation PDF
  • k NN
  • kNN Files
  • Linear Regression Files
  • kNN
  • Linear Regression
  • Linear Regression - II
  • Linear Regression - II PDF
  • Linear Regression - III on Lab
  • Linear Regression Lab Files
  • Polynomial Regression and k NN Project discussion
  • Regularization Techniques and Bias Variance
  • kNN with Hyperparamete Fils
  • Naive Bayes Files
  • polynominal regression and kNN Project File
  • Naive Bayes
  • Logistics Regression part Files
  • Logistic Regression Part - 1
  • Logistic Regression - Part 2
  • Logistic _MLE Pdf
  • Logistic Regression Citrus Bias Variance
  • Classification Metric Files
  • Classification Metrics
  • NLP Test Lab Files
  • NLP Revision and Model Building
  • SVM
  • SVM PDF
  • SVM Lab
  • SVM Lab
  • Decision Tree and Revision
  • Decision tree and revision File
  • Decision Tree - Part 2
  • Decision Tree -Part 3
  • Decision Tree Part - III Files
  • Ensemble - Bagging
  • Ensemble - Boosting
  • Boosting File
  • Bagging File
  • Ensemble - Boosting - II
  • Ensmeble_Boosting - II
  • Regularlization and cross validation Part - 1
  • Regularlization and cross validation - Part II
  • Regularlization and cross validation
  • Regularization - SVM _DT and Logistic and Cross Validation
  • egularization - SVM _DT and Logistic and Cross Validation File
  • Model Selection and Sampling_ImbalancedData
  • Model Selection PDF
  • Cross Validation PDF
  • Sampling_ImbalancedData File
  • Gradient Descent PDF
  • Sklearn_Pipeline_simple File
  • USE CASE -House price Prediction - EDA
  • House price Prediction Use Case EDA.
  • USE CASE -House price Prediction - Model Building
  • Classification Use case and Anomaly Detection
  • Classification Problem and Anomolgy File
  • Unsupervised Learning - Clustering
  • Clustering Class PDF
  • Clustering Profiling

  Assignments

  • KNN from Scratch

  Projects

  • kNN Scratch
  • NLP Project