Types of machine learning:
1.Supervised learning
types ..
a) Regression
b) Classification
types ..
b1) binary
b2) multiclass
2.Unsupervised
3.Reinforcement learning
Expert System defn
Regression (simple, multiple)
types..
a) linear aka least square method
b) logistic
overview ..
https://www.youtube.com/watch?v=OCwZyYH14uw&ab_channel=edureka%21
numericals on linear regression
https://www.youtube.com/watch?v=OXMATSKUlRY
https://www.youtube.com/watch?v=_Q2e4FYkVNg
matrix method for Multi linear regression
https://www.youtube.com/watch?v=Imjfp1cxy6g
Gradient Descent function
https://www.youtube.com/watch?v=vsWrXfO3wWw
Bias, Variance, L1/L2 or Lasso/Ridge REgression
https://www.youtube.com/watch?v=EuBBz3bI-aA&ab_channel=StatQuestwithJoshStarmer
Concept learning
https://www.youtube.com/watch?v=jV0LpWF6UgY&ab_channel=Trouble-Free
https://www.youtube.com/watch?v=zbXa21EJKfc&ab_channel=Trouble-Free
Hypothesis, Version Space, Find S, List and eliminate, Candidate Elimination
Entropy, Info Gain, Decision Tree, ID3
Inductive bias
https://youtu.be/bf5IksffXtw?list=PLmAmHQ-_5ySyQeEryrlomrEvOGNYN3TAL
SVM :: concept
Overview 0-6:32 https://youtu.be/FB5EdxAGxQg
MAthematical Hyperplane eq^n https://www.youtube.com/watch?v=10e-b8AgdVA&ab_channel=CampusX
https://www.youtube.com/watch?v=VJ7WF_Dr3Os&ab_channel=MaheshHuddar
https://www.youtube.com/watch?v=Js3GLb1xPhc&ab_channel=KrishNaik
Numerical
https://www.youtube.com/watch?v=ivPoCcYfFAw&ab_channel=MaheshHuddar
Unsupervised learning :: Kmeans https://www.youtube.com/watch?v=EItlUEPCIzM&ab_channel=codebasics
Naive Bayes CLassifier concept + Numerical
Bayesian belief networks, EM algorithm.
https://youtu.be/hEZjPZ-Ze0A?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
https://youtu.be/qy3WKmSXM64?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
KNN classifier
https://youtu.be/w6hQ3ES6Kbg?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn concept
numerical (all different)
https://youtu.be/Vk9lGGODaJA?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
https://youtu.be/UAIIW3Bs5HE?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
https://youtu.be/T0YkfWssHjk?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Locally weighted regression
https://youtu.be/38kNPkeGoR4?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Cadet/Case based REasoning
ANN, Neuron, Activation Function, Loss/Erorrs
https://www.youtube.com/watch?v=Mubj_fqiAv8&list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO 3 4 8 11 videos
Perceptron and its training
https://www.youtube.com/watch?v=LbLcEiSfA-c&list=PLmAmHQ-_5ySyQeEryrlomrEvOGNYN3TAL&index=25
Backward propagation error
https://youtu.be/zAPHIAGBjwE?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
https://youtu.be/XN5IRqtFhOY?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
Example
https://youtu.be/3oOTnFM-3lg?list=PLmAmHQ-_5ySyQeEryrlomrEvOGNYN3TAL
CNN, Polling, Layers
https://www.youtube.com/watch?v=zfiSAzpy9NM&list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO&index=23
Convolution padding and stride
https://youtu.be/oDAPkZ53zKk?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO
SOM Self organizing Map {Unsupervised learning in CNN}
Crossover, Mutation, Genetic Programming, Models of Evolution and Learning
https://www.youtube.com/watch?v=mNB8NlwhAgg&list=PLmAmHQ-_5ySyQeEryrlomrEvOGNYN3TAL 53 - 56
Reinforcement Learning, Markov Decision process , Q Learning - Q Learning function, Q Learning Algorithm
https://www.youtube.com/watch?v=mNB8NlwhAgg&list=PLmAmHQ-_5ySyQeEryrlomrEvOGNYN3TAL 60 61
https://youtu.be/_O9a5xbBe-s?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn
True/Smaple Error
https://youtu.be/me0ppU4KFwg?list=PLmAmHQ-_5ySyQeEryrlomrEvOGNYN3TAL