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LEIA -- Learning Expectations Incrementally and Autonomously

It is widely believed that "A computer produces nothing more than you put into it." The goal of the LEIA. Project is to prove that this belief is fundamentally wrong. Is still a one-person project, but it is the intention to share the effort as well as the fruits as widely as possible. Read on…. Whats in a name? Is an acronym of four words that summarize the core principles that the project is based on: Learning. A learning system, on the contrary: a learning system gets knowledge out of. Each fragment o...

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LEIA -- Learning Expectations Incrementally and Autonomously | leialearns.org Reviews
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It is widely believed that A computer produces nothing more than you put into it. The goal of the LEIA. Project is to prove that this belief is fundamentally wrong. Is still a one-person project, but it is the intention to share the effort as well as the fruits as widely as possible. Read on…. Whats in a name? Is an acronym of four words that summarize the core principles that the project is based on: Learning. A learning system, on the contrary: a learning system gets knowledge out of. Each fragment o...
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LEIA -- Learning Expectations Incrementally and Autonomously | leialearns.org Reviews

https://leialearns.org

It is widely believed that "A computer produces nothing more than you put into it." The goal of the LEIA. Project is to prove that this belief is fundamentally wrong. Is still a one-person project, but it is the intention to share the effort as well as the fruits as widely as possible. Read on…. Whats in a name? Is an acronym of four words that summarize the core principles that the project is based on: Learning. A learning system, on the contrary: a learning system gets knowledge out of. Each fragment o...

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leialearns.org leialearns.org
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LEIA -- Learning Expectations Incrementally and Autonomously

http://www.leialearns.org/publications

Jeroen van Maanen. Counterfactual Models. Jeroen van Maanen. Interaction History Tree Models. Jeroen van Maanen. Model Growth. In Proceedings of the Twelfth Belgian-Dutch Conference on Machine Learning. Abstract and BibTeX data can be found on Model Growth. Jeroen van Maanen. Aanzet tot een formele beschrijving van leerprocessen. Jeroen van Maanen. The Ghost in the Machine. Unpublished undergraduate paper, 1988. See also Related literature. Project page on GitHub. 2003–2013 Jeroen van Maanen.

2

LEIA -- Learning Expectations Incrementally and Autonomously

http://www.leialearns.org/background/inference-prototype

Prototype of the Inference Part. The prototype is Open Source. Visit the LEIA. Project page on GitHub. A prototype of the inference part of the LEIA. Project is almost ready. It is able to construct a probabilistic model from a text file. The resulting model is chosen from the class of Interaction History Tree Models. The model can also be used to. Text Here is a sample of text generated from a model that resulted from processing approximately 25000 words from the Bible:. Project page on GitHub.

3

LEIA -- Learning Expectations Incrementally and Autonomously

http://www.leialearns.org/deliverables

Open Source implementation of an autonomous learning system that can be used in complex, dynamic, environments — See Road Map. For a list of planned features. Publications on autonomous learning. Publications on the performance of relatively simple probabilistic models on complex environments. Publications on the theoretical limits of a universal autonomous learning system. Publications on the (theoretical) performance of autonomous learning systems in non-zero-sum games. Project page on GitHub.

4

LEIA -- Learning Expectations Incrementally and Autonomously

http://www.leialearns.org/propositions

It is possible for a computer program to learn from its environment. Autonomous learning systems must be. The environment can be measured. Of that envi­ronment. Autonomous learning systems should optimize. A computer program that implements the theory should be. Project page on GitHub. 2003–2013 Jeroen van Maanen.

5

LEIA -- Learning Expectations Incrementally and Autonomously

http://www.leialearns.org/download

Project is in its planning phase still. Your best bet on trying the code would be to check out the source code from the LEIA. Project page on GitHub. Consult the latest API documentation. The last distri­bution. Is quite out of date. To use it you need to have a Java Development Kit (JDK) installed (in official Oracle terminology: a J2SE SDK. The JDK contains an archiving tool named 'jar' that can be used to unpack the zip file:. Project page on GitHub. 2003–2013 Jeroen van Maanen.

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LEIA -- Learning Expectations Incrementally and Autonomously

It is widely believed that "A computer produces nothing more than you put into it." The goal of the LEIA. Project is to prove that this belief is fundamentally wrong. Is still a one-person project, but it is the intention to share the effort as well as the fruits as widely as possible. Read on…. Whats in a name? Is an acronym of four words that summarize the core principles that the project is based on: Learning. A learning system, on the contrary: a learning system gets knowledge out of. Each fragment o...

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LEIA -- Learning Expectations Incrementally and Autonomously

It is widely believed that "A computer produces nothing more than you put into it." The goal of the LEIA. Project is to prove that this belief is fundamentally wrong. Is still a one-person project, but it is the intention to share the effort as well as the fruits as widely as possible. Read on…. Whats in a name? Is an acronym of four words that summarize the core principles that the project is based on: Learning. A learning system, on the contrary: a learning system gets knowledge out of. Each fragment o...

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