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Курс: Advanced Machine Learning and Signal Processing. Чтобы вернуться, нажмите
здесь
.
A warm welcome
Linear algebra
High Dimensional Vector Spaces
Supervised vs. Unsupervised Machine Learning
How ML Pipelines work
Introduction to SparkML
What is SystemML (1/2) ?
What is SystemML (2/2) ?
How to use Apache SystemML in IBM Watson Studio
Extract - Transform - Load
Linear Regression
LinearRegression with Apache SparkML
Linear Regression using Apache SystemML
Batch Gradient Descent using Apache SystemML
The importance of validation data to prevent overfitting
Important evaluation measures
Logistic Regression
LogisticRegression with Apache SparkML
Probabilities refresher
Rules of probability and Bayes' theorem
The Gaussian distribution
Bayesian inference
Bayesian inference - example
Maximum a posteriori estimation
Bayesian inference in Python
Why is Naive Bayes "naive"
Support Vector Machines
Support Vector Machines using Apache SparkML
Crossvalidation
Hyper-parameter tuning using GridSearch
Decision Trees
Bootstrap Aggregation (Bagging) and RandomForest
Boosting and Gradient Boosted Trees
Gradient Boosted Trees with Apache SparkML
Hyperparameter-Tuning using GridSeach and CrossValidation in Apache SparkML on Gradient Boosted Trees
Regularization
Introduction to Unsupervised Machine Learning
Introduction to Clustering: k-Means
Hierarchical Clustering
Density-based clustering (Guest Lecture Saeed Aghabozorgi)
Using K-Means in Apache SparkML
Curse of Dimensionality
Dimensionality Reduction
Principal Component Analysis
Principal Component Analysis (demo)
Covariance matrix and direction of greatest variance
Eigenvectors and eigenvalues
Projecting the data
PCA in SystemML
Signal decomposition, time and frequency domains
Fourier Transform in action
Signal generation and phase shift
The maths behind Fourier Transform
Discrete Fourier Transform
Fourier Transform in SystemML
Fast Fourier Transform
Nonstationary signals
Scaleograms
Continous Wavelet Transform
Scaling and translation
Wavelets and Machine Learning
Wavelets transform and SVM demo