05 - Algorithms - Oscaner 的博客

[MLS-C01] [Algorithms] Introduction

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Types of Algorithms Supervised Learning Unsupervised Learning Reinforcement Learning Algorithms for Any Kind of Data Structured data Linear Learner Factorization Machines XGBoost...

Posted by Oscaner on July 18, 2022

[MLS-C01] [Algorithms] Algorithm Concepts

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Generalization Algorithms use example data to create a generalization (a model) that answers your business question After creating a model using example data, use it to answer your business...

Posted by Oscaner on July 18, 2022

[MLS-C01] [Algorithms] Regression Algorithms

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Defined Supervised learning algorithm Performs a regression task where it models a target (dependent variable) prediction based on a vector of independent variables For linear regression...

Posted by Oscaner on July 18, 2022

[MLS-C01] [Algorithms] Clustering Algorithms

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Defined Unsupervised learning algorithm Attempts to find discrete groupings within data, where members of a group are as similar as possible to one another and as different as possible from...

Posted by Oscaner on July 18, 2022

[MLS-C01] [Algorithms] Classification Algorithms

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Defined Supervised learning algorithm Learns from training data then uses the result to classify new observations Two types: binary-class or multi-class Use Cases Voter prediction ...

Posted by Oscaner on July 18, 2022

[MLS-C01] [Algorithms] Image Analysis Algorithms

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Defined Supervised learning algorithms Take images as input and either labels the images or identifies objects in the image Two image analysis algorithms in the SageMaker built-in algorit...

Posted by Oscaner on July 19, 2022

[MLS-C01] [Algorithms] Text Analysis Algorithms

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Defined Both supervised and unsupervised learning algorithms Take text or documents as input and either categorize, sequence, or classify the text or documents Used as preprocessing for man...

Posted by Oscaner on July 19, 2022

[MLS-C01] [Algorithms] Reinforcement Learning Algorithms

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Defined Machine learning technique which learns a strategy, called a policy, that optimizes an objective for an agent acting in an environment Agent performs an action, checks the state of ...

Posted by Oscaner on August 7, 2022

[MLS-C01] [Algorithms] Forecasting Algorithms

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Defined Supervised learning algorithm that forecasts one-dimensional (scalar) time series using recurrent neural networks (RNN) Trains a single model jointly over all of the similar time se...

Posted by Oscaner on August 7, 2022

05 - Algorithms

[MLS-C01] [Algorithms] Introduction

[MLS-C01] [Algorithms] Algorithm Concepts

[MLS-C01] [Algorithms] Regression Algorithms

[MLS-C01] [Algorithms] Clustering Algorithms

[MLS-C01] [Algorithms] Classification Algorithms

[MLS-C01] [Algorithms] Image Analysis Algorithms

[MLS-C01] [Algorithms] Text Analysis Algorithms

[MLS-C01] [Algorithms] Reinforcement Learning Algorithms

[MLS-C01] [Algorithms] Forecasting Algorithms

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