Theoretical formalism of machine learning

Accession Number T 4854 
Call Number  
Research Scholar Blesson George  
Guide Ninan Sajeeth Philip  
Year 2023 
Centre of Research Department of Physics, St. Thomas College, Kozhencherry 
Scholar Address Naduvilemuriyil, Pariyaram P.O, Elanthur, Pathanamthitta - 689 643 
Guide Address Associate Professor, Department of Physics, St. Thomas College, Kozhencherry 
Branch of Study Physics
Keywords Theoretical formalism of machine learning
Machine Learning
Data in Machine Learning
Optimization in Machine Learning
ML model parameters
Empirical Risk Minimization
Feedback Mechanism
Machine learning in Images
Bayesian formalism
Cognition
Similarity based classification
Natural language processing
Similarity index
Image segmentation
Clustering
Pixel level connections
Meaningful features
Semantic segmentation
Discrimination based classification
Discriminative patterns
Discriminative features
Structural patterns
Convolutional Neural Networks (CNN)
Conditional Independence
Naive Bayesian Classifiers
Difference boosting
Visual recognition
TEM Image
Protein studies
CASSPER
Training data generation
Training Process
Pre-processing
Network Architecture
Uniform Pipeline
Noise
Generalization ability
Cross Model
Code availability
Enhanced Difference Boosting Neural Network
Basic Definitions
Bayesian Classifiers
Joint connections