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Enduring Efforts of Students

Student Effort PR

What is Projection?
Star Coordinates
Covariance
Linear Least Square Method
ECG: Measurement of heart rate and probability of heart attack
Understanding Correntropy as a Loss Function
Data Normalization
Chernoff Faces in ESRI
GloVe: Word Representation
Linkage Clustering Algorithm
Word2Vec
SOFM - Clustering and dimensionality reduction
K Nearest-Neighbors KNN
Posterior Distribution Derivation
Least Mean Squares (LMS) Algorithm
Nonnegative Matrix Factorization (NMF) for Clustering
RAG : Retrieval-Augmented Generation

Student Effort ML

Locally Linear Embedding
Explanation of Bias-Variance Trade-Off
Cojugate Prior
Manifold Learning Techniques
Ridge Regression
Midterm Exam - Gaussian Processes
Adaboost for Regression
Midterm Exam - PCA

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By Dr.Hadi Sadoghi Yazdi

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