Definition and applications of machine learning
Data deluge and the definition of machine learning
Machine learning examples and related fields of knowledge
Types of machine learning
Machine learning tools used in the course
Programs used in the course
Orange Data Mining
Jupyter Lab
Supervised machine learning
Machine learning process
Data collection, labeling and analysis
Feature engineering and division into training and testing sets
Model training and evaluation
Model export, corrective actions
Regression example
Classification example
K-nearest neighbors
Support vector machine method
Decision trees and random forests
Linear regression – learning process
Logistic regression
Unsupervised machine learning
K-means
Principal component analysis
Reinforcement learning
Examples of reinforcement learning
Forecasting
Forecasting definition
Time series processing example
Natural language processing
Natural language definition
Example of text normalization and tokenization
Text classification example
Text data analysis
Recognizing named entities
Marking parts of speech and parts of a sentence
Detecting relationships between words
Sentiment analysis
Topic modeling
Artificial neural networks
Definition of artificial neural networks
An example of a shallow neural network
How machines learn – gradient descent
Large text models
Large text models, transformers
Prompt engineering
Example of generating and translating texts
Computer vision
The field of computer vision
Face recognition – example
Autonomous vehicle
Example of training an autonomous vehicle
Audio analysis
Analysis of sound signals
Audio recognition example
Speech recognition example
Cloud solutions in machine learning
The use of cloud solutions in machine learning
Examples of cloud solutions in machine learning
