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Machine Learning (Python Library (Science (math, numpy, scipy), Files…
Machine Learning
Python Library
Science
math
numpy
scipy
Visualizations
Matplotlib
Seaborn
Files
Unipath
Shutil
Pathlib
Multimedia
video
moviepy
scikit videp
image
Pillow
OpenCV
Scikit Image
audio
Wave
AIFC
PyAudioAnalysis
Math for Machine
Link
Linear Algebra
Multivariate Calculus
Probability
Supervised
Classifications
Algoritm
1.1.1.Simple Linear Regression
1.1.2.Multiple Linear Regression
1.1.3.Polynomial Regression
1.1.4.Support Vector Regression
1.1.5.Ridge Regression
1.1.6.Lasso Regression
1.1.7.ElasticNet Regression
1.1.8.Bayesian Regression
1.1.9.Decision Tree Regression
1.1.10.Random Forest Regression
Regression
Algoritm
1.2.1.Logistic Regression/Classification4
1.2.2.K-Nearest Neighbours
1.2.3.Support Vector Machines
1.2.4.Kernel Support Vector Machines
1.2.5.Naive Bayes
1.2.6.Decision Tree Classification
1.2.7.Random Forest Classification
Reinforcement
Types of Reinforcement Learning Algorithms
3.1.Q-Learning
3.2.SARSA [State Action Reward State Action]
3.3.Deep Q-Network
3.4.Markov Decision Processes
3.5.DDPG[Deep Deterministic Policy Gradient]
Unsupervised
Clustering
Types of Dimensionality Reduction Algorithms
2.2.3.Kernel Principal Component Analysis
2.2.2.Linear Discriminant Analysis
2.2.1.Principal Component Analysis
Types of Clustering Algorithms
2.2.Dimensionality Reduction
2.1.2.Hierarchical Clustering
2.1.1.K-Means Clustering
Semi-Supervised Learning