.. toctree::
:maxdepth: 1
:caption: Probability & Statistics
PracticalStatistics/Statistics
Probability/basics
Probability/Distributions
Probability/estimation_probability
.. toctree::
:maxdepth: 1
:caption: ML Basic Concepts
PracticalStatistics/Sampling
MathExploration/bias_variance_tradeoff
Intuition/loss
PracticalStatistics/Correlation
.. toctree::
:maxdepth: 1
:caption: Experimentation
PracticalStatistics/Hypothesis
PracticalStatistics/HypTestingEx
.. toctree::
:maxdepth: 1
:caption: Linear Models
perceptron/explore
LinearRegression/Explore
LinearRegression/ridge
LinearRegression/lasso
LogisticRegression/Explore
MathExploration/trend_slope
.. toctree::
:maxdepth: 1
:caption: SVM
SupportVectorMachine/Explore
SupportVectorMachine/Kernels
.. toctree::
:maxdepth: 1
:caption: Proximity Models & Methods
MathExploration/distances
NearestNeighbors/explore
NearestNeighbors/curse_of_dim
.. toctree::
:maxdepth: 1
:caption: Tree Based and Ensemble Models
TreeBasedModels/ExploreDecisionTree
EnsembleMethods/ExploreRandomForest
EnsembleMethods/ExploreBoosting
.. toctree::
:maxdepth: 1
:caption: Unsupervised
MathExploration/SingularValueDecomposition
MathExploration/PrincipalComponentAnalysis
MathExploration/SVDLinearSystems
Clustering/kmeans
.. toctree::
:maxdepth: 1
:caption: RL
RL/mab
.. toctree::
:maxdepth: 1
:caption: Image & Signal Procressing
ComputerVision/Convolution
ComputerVision/ImageProcessing
ComputerVision/ImageSegmentation
MathExploration/Fourier
MathExploration/SignalProcessingFFT
MathExploration/AudioProcessing
.. toctree::
:maxdepth: 1
:caption: Feature Engineering
MathExploration/woe_iv
MathExploration/MovingWindow
MathExploration/sparse
DataPreprocessing/techniques
.. toctree::
:maxdepth: 1
:caption: Intuition & Evaluation
SupportVectorMachine/vectors
Intuition/classification_boundaries
Evaluation/classification
MathExploration/matrix_multiplication
.. toctree::
:maxdepth: 1
:caption: Visualizations
MatplotlibExploration/visualization
MatplotlibExploration/LiveVisual
MatplotlibExploration/Surface
PlotlyExploration/plotly
.. MatplotlibExploration/plot_learning_curve
.. toctree::
:maxdepth: 1
:caption: Miscellaneous
PracticalStatistics/StatisticalModelling
GraphNetwork/networkx_exp
.. toctree::
:maxdepth: 1
:caption: Additional Docs
Reco Guide Book <https://reco.mlguidebook.com>
Deep Learning Guide Book <https://dl.mlguidebook.com>
NLP Guide Book <https://nlp.mlguidebook.com>
Python Guide Book <https://python.mlguidebook.com>
mightypy <https://mightypy.readthedocs.io/>
graphpkg <https://graphpkg.readthedocs.io/>
.. toctree::
:maxdepth: 1
:caption: Work In Progress
ProbabilisticModel/bayes
AnomalyDetection/Explore
TimeSeriesMethods/tsforcasting
ProbabilisticModel/markov_chain