Neural Networks - page 26

 
What to read and where to learn about Machine Learning

 

Форум по трейдингу, автоматическим торговым системам и тестированию торговых стратегий

What to read and where to learn about Machine Learning

MetaQuotes Software Corp., 2017.08.25 11:37

There are 10 free books related to machine Learning (based on thepixelbeard.com portal.

1. The Elements Of Statistical Learning : Data Mining, Inference and Prediction

This is an ebook by T.Hastie, R. Tibshirani, J.Friedman that lets readers get knowledge about conceptual underpinnings. There are varied topics included like statistical framework and much more.

2. Inductive Logical Programming

Inductive logic programming is a topic in Machine Learning. It is used in research field at the intersection of machine learning and logic programming.

3. Reinforcement Learning : An introduction by Richard S. Sutton, Andrew G. Barto

This is an ebook written by Richard S. Sutton, Andrew G. Barto. With this ebook users can get a grasp of machine learning the easy way.

4. Information Theory, Inference and Learning Algorithms

This is an ebook by David J.C. Mackay in which information theory topic is well explained in such a way that it helps readers attain good knowledge about the practical communication systems viz. arithmetic coding for data compression, sparse-graph codes for error-correction and more.

5. Gaussian Processes for Machine Learning

This is an ebook by Carl E. Rasmussen, Chritopher K.I Williams. With this ebook one can learn a principled, practical, probabilistic approach to learning in kernel machines in quite a simple way.

6. The LION Way

This ebook is written by Roberto Battiti, Mauro Brunato and has been written in such a way that it helps users in machine learning and Intelligent Optimization (LION).

7. Bayesian Reasoning and Machine Learning

This is an ebook that is written by David Barber that targets the final-year undergraduates and master’s students. The topics include linear algebra and calculus. This book helps users learn basic reasoning, advanced techniques within the framework of graphical models and develop skills.

8. A Course In Machine Learning

This ebook by Hal Daume III is a course book that includes a set of introductory material covering different aspects of modern machine learning.

9. Machine Learning, Neural And Statistical Classification

This is an ebook by D. Michie, D.J Spiegelhalter that aims at providing an up-to-date review of different approaches to classification.

10. Introduction To Machine Learning

This ebook is written by Nilis J Nilsson. It includes different topics in machine learning circa 1996 that helps people pursue a middle ground between theory and practice.


 

Neural Network

Neural Network: discussion/development threads

  1. Better NN EA development thread with indicators, pdf files and so on.
  2. Better NN EA final thread 
  3. taking NEURAL NETWORKS to the NEXT LEVEL - very interesting thread
  4. Neural Networks thread (good public discussion)
  5. How to build a NN-EA in MT4: usefull thread for developers.
  6. Radial Basis Network (RBN) - As Fit Filter For Price: the thread 

Neural Network: Indicators and systems development

  1. Self-trained MA cross!: development thread for new generation of the indicators
  2. Levenberg-Marquardt algorithm: development thread

Neural Network: EAs

  1. CyberiaTrader EA: discussion thread and EAs' thread.
  2. Self learning expert thread with EAs' files here.
  3. Artificial Intelligence EAs threads: How to "teach" and to use the AI ("neuron") EA thread and Artificial Intelligence  thread
  4. Forex_NN_Expert EA and indicator thread.
  5. SpiNNaker - A Neural Network EA thread

Neural Network: The Books

  1. What to read and where to learn about Machine Learning (10 free books) - the post.

The article

CodeBase

Neural Networks Made Easy
Neural Networks Made Easy
  • www.mql5.com
The Artificial Intelligence is increasingly covering various aspects of our life. A lot of new publications appear, stating that "the neural network was trained to..." However, artificial intelligence is still associated with something fantastic. The idea seems to be very complicated, supernatural and inexplicable. Therefore, such a...
 

Taking NEURAL NETWORKS to the NEXT LEVEL - very interesting thread:

This thread won't be about a question or problem, but rather about the anouncement of the presentation and documentation of an exciting trading concept. I plan to do a series of postings here in order to keep you guys updated.

Anybody who has an opinion on the topic, please don't hesitate to comment, even if you don't have profound machine learning knowledge (I'm still learning, too - which never ends).

 
Sergey Golubev:

Taking NEURAL NETWORKS to the NEXT LEVEL - very interesting thread:

thanks, Sergey; I'm the starter of that thread; I wasn't aware of those two articles (above) that you linked in Oct2017. The topics are extremily close to each other, so I realize that I was being a little redundant. I will continue the series nevertheless, because I think the aspect LSTM+autoencoder might still be of interest.

 

Forum on trading, automated trading systems and testing trading strategies

How to Start with Metatrader 5

Sergey Golubev, 2020.03.12 06:42

Neural Networks Made Easy - MT5 

Neural Networks Made Easy - MT5 article

Table of Contents The Artificial Intelligence is increasingly covering various aspects of our life. A lot of new publications appear, stating that "the neural network was trained to..." However, artificial intelligence is still associated with something fantastic. The idea seems to be very complicated, supernatural and inexplicable. Therefore, such a state-of-the art miracle can only be created by a group of scientists. It seems that a similar program cannot be developed using our home PC. But believe me, it's not that difficult. Let us try to understand what the neural networks are and how they can be applied in trading.

 

Easy Neural Network - library for MetaTrader 5

The provided test script has included comments which are easy to follow along.

You can save the returned network configuration in a file then load it in different sessions.

This library has made little use of OOP, and should therefore be easy to follow along even by newer programmers.

Easy Neural Network
Easy Neural Network
  • www.mql5.com
The provided test script has included comments which are easy to follow along. You can save the returned network configuration in a file then load it in different sessions...
 

Practical application of neural networks in trading - the article for MT5

----------------

Practical application of neural networks in trading

This article considers the application of neural networks when creating trading robots. This is the narrow sense of this problem. More broadly, we will try to answer some questions and to address several problems:

  1. Can a profitable system be created using machine learning?
  2. What can a neural network give us?
  3. The rationale for training neural networks for decision making.
  4. Neural Network: is it difficult or simple?
  5. How to integrate a neural network into a trading terminal?
  6. How to test a neural network? Testing stages.
  7. About training samples.


Practical application of neural networks in trading
Practical application of neural networks in trading
  • www.mql5.com
This article considers the application of neural networks when creating trading robots. This is the narrow sense of this problem. More broadly, we will try to answer some questions and to address several problems: Can a profitable system be created using machine learning? What can a neural network give us? The rationale for training neural...
 
Neural networks made easy (Part 3): Convolutional networks
Neural networks made easy (Part 3): Convolutional networks
  • www.mql5.com
As a continuation of the neural network topic, I propose considering convolutional neural networks. These neural networks are usually applied in problems related to object recognition in photo and video images. Convolutional neural networks are believed to be resistant to zooming, changing angles and other spatial image distortions. Their...