krishnakumarsekar / Awesome Machine Learning Deep Learning Mathematics
A curated list of mathematics documents ,Concepts, Study Materials , Algorithms and Codes available across the internet for machine learning and deep learning
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awesome machine learning and deep learning mathematics 
A curated list of awesome machine learning and deep learning mathematics and advanced mathematics descriptions,documents,concepts,study materials,videos,libraries and software (by language).
Table of Contents
- INTRODUCTION
- BASICS
- MATHEMATICAL TOPICS FOR MACHINE AND DEEP LEARNING
- ADVANCED MATHEMATICAL TOPICS FOR MACHINE AND DEEP LEARNING
- LINEAR ALGEBRA
-
PROBABILITY AND STATISTICS
- Probability
- Rules of probability
- Mean
- Median
- Mode
- Variance
- Standard Deviation
- Random Variables
- Probability Distribution
- Conditional Probability
- Probability Density Function
- Cumulative Probability Distribution
- Sample or Sampling
- Population
- Statistical Inference
- Maximum likelihood
- Binomial Distribution
- Normal Distribution
- Gaussian Distribution
- Statistical Models
- Expectation Maximization
- Central Limit Theorem
- Adequality
- Local Minima and Maxima
- Regression
- Linear Regression
- Stochastic Process
- Hypothesis
- Bayesian Probability
- Null Hypothesis
- Confidence Interval
- Correlation
- Correlation Coefficient
- Histogram
- Z-Score
- Covariance
- Least Square Fitting
- Posterior Probability
- Bootstrapping
- Cross Validation
- Muller Theorem
-
ADVANCED PROBABILITY AND STATISTICS
- Linear Regression
- Tangent
- Hyperbolic Tangent
- Gompertz curve
- ogee curve
- Sigmoid function
- Activation function
- Generalized logistic curve
- Gompertz function
- Heaviside step function
- Hyperbolic function
- Logistic distribution
- Logistic function
- Logistic regression
- Logit
- Modified hyperbolic tangent
- Softplus function
- Smoothstep
- Softmax function
- Weibull distribution
- Netoid function
- Monte Carlo Method
- Empirical Mean
- Stationary Probability Distribution
- Empirical Measures
- McKean-Vlasov Processes
- Nonlinear Filtering Equation
- Hessian Matrix
- Ising Model
- APPROXIMATION TECHNIQUE or OPTIMIZATION THEOREMS
- OTHER CALCULUS TOPICS
-
TOPOLOGY
- Set Theory
- Axioms
- General Topology
- Topological Space Theory
- Algebraic Topology
- Differential Topology
- Tensor Space Theory
- Low Dimensional Space Theory
- Knot Theory
- Continuous Functions
- Homeomorphisms
- Klein Bottle
- Topological Invariants
- Topological Data Analysis
- Proximity Parameters
- Betti Number
- Persistent Homology
- Klein bottle
- TYPES OF MECHANICS FOR MATHEMATICS AND MACHINE LEARNING
- FACTORIAL
- MEETUPS
- GOOGLE GROUPS
- COMPANIES DOING PRODUCTS
- LINKEDLIN GROUPS
- DEGREES
- CONSOLIDATED BOOKS
- CONSOLIDATED VIDEOS
- CONSOLIDATED Reserach Papers
- CONSOLIDATED Reserach Scientist
License
Dedicated Opensources
- Source code of plenty of Algortihms in Image Processing , Data Mining ,etc in Matlab, Python ,Java and VC++ Scripts
- Good Explanations of Plenty of algorithms with flow chart etc
- Comparison Matrix of plenty of algorithms
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