Chapter 4 - Common ML Models & Methods Referential Book by Sanjeev Katariya
Code by Mahdi Pedramrazi and Sanjeev Katariya

Image by Maher

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Section 4.1
Image by Turing Finance

Img by Turing Finance

Dimensionality Reduction
Topic: Stats, ML, Info Theory
Section 4.2
Image by Jayesh

Img by Jayesh

Artificial Neural Networks
Topic: Neuroscience, Comp Science
Section 4.3
Image by UBC

Img by UBC

Bayesian Networks
Topic: Prob Theory, Stats
Section 4.4
Image by Neeraj

Img by Neeraj

Probabilistic Graph Modeling
Topic: Graph & Prob Theory, Stats
Section 4.5
Image by KD Nuggets

Img by KD Nuggets

Ensemble Learning
Topic: Statistics
Section 4.6
Image by Kian

Img by Kian

Embeddings
Topic: Structural Math
Section 4.7
Image by Jake Hoare

Img by Jake Hoare

Decision Trees
Topic: Graph Theory
Section 4.8
Image by Frank Liang

Img by Frank Liang

Anomaly Detection
Topic: Data Science
Section 4.9
Image by KD Nuggets

Img by KD Nuggets

Reinforcement Learning
Topic: Behaviorial Psych
Section 4.10
Image by JBoss

Img by JBoss

Reasoning Systems
Topic: Behavorial Psych
Section 4.11
Image by Public Domain

Img by Public Domain

Nature Inspired ML
Topic: Natural Science
Section 4.12
Image by Springboard India

Img by Springboard India

Instance Based & Lazy Learning
Topic: Psych, Stats
Section 4.13
Image by Georgios Drakos

Img by Georgios Drakos

Support Vector Machines
Topic: Structural Math
Section 4.14
Image by O'Reilly

Img by O'Reilly

Statistical Classification
Topic: Statistics
Section 4.15
Image by Stack Overflow

Img by Stack Overflow

Latent Variable Modeling
Topic: Structural Math
Section 4.16
Image by Gordon

Img by Gordon

Cluster Analysis
Topic: Stats, Structural Mathy
Section 4.17
Image by UHawaii

Img by UHawaii

Information Filtering
Topic: Information Theory
Section 4.18
Image by Robert John

Img by Robert John

Regularization
Topic: Math, Comp Science
Section 4.19
Image by Pranavathiyani

Img by Pranavathiyani

Quantum ML
Topic: Physics, ML
Section 4.20
Image by Jeff Desjardins

Img by Jeff Desjardins

Biases in ML
Topic: Stats, Comp Sci, Behavior Psych
Section 4.21
Image by Dudu Mimran

Img by Dudu Mimran

Accountable AI
Topic: Politics, Sociology, Governance
Section 4.22
Image by Dipanjan Sarkar

Img by D.Sarkar

Advanced ML
Topic: Behavioral Pysch, Sociology