Behavior Analysis with Machine Learning Using R introduces machine learning and deep learning concepts and algorithms applied to a diverse set of behavior analysis problems. It focuses on the practical aspects of solving such problems based on data collected from sensors or stored in electronic records. The included examples demonstrate how to perform common data analysis tasks such as: data exploration, visualization, preprocessing, data representation, model training and evaluation. All of this, using the R programming language and real-life behavioral data. Even though the examples focus on behavior analysis tasks, the covered underlying concepts and methods can be applied in any other domain. No prior knowledge in machine learning is assumed. Basic experience with R and basic knowledge in statistics and high school level mathematics are beneficial. Features: Build supervised machine learning models to predict indoor locations based on WiFi signals, recognize physical activities from smartphone sensors and 3D skeleton data, detect hand gestures from accelerometer signals, and so on. Program your own ensemble learning methods and use Multi-View Stacking to fuse signals from heterogeneous data sources. Use unsupervised learning algorithms to discover criminal behavioral patterns. Build deep learning neural networks with TensorFlow and Keras to classify muscle activity from electromyography signals and Convolutional Neural Networks to detect smiles in images. Evaluate the performance of your models in traditional and multi-user settings. Build anomaly detection models such as Isolation Forests and autoencoders to detect abnormal fish behaviors. This book is intended for undergraduate/graduate students and researchers from ubiquitous computing, behavioral ecology, psychology, e-health, and other disciplines who want to learn the basics of machine learning and deep learning and for the more experienced individuals who want to apply machine learning to analyze behavioral data. 3 Tables, black and white; 90 Line drawings, color; 88 Line drawings, black and white; 6 Halftones, color; 96 Illustrations, color; 88 Illustrations, black and white
how to build a diy model train controller with pwm speed control and multiple channels to control multiple model train. Model train controller using opamp
how to build a diy model train controller with pwm speed control and multiple channels to control multiple model train. Model train controller using opamp
This is the next evolution of the original $5 Mobile/Accessory/Multifunction 17 Channel Configurable DCC Decoder. This edition: 1.expands major functionality to drive a stepper motor , d ual motor control with sound , and even triggered sounds (like a driver cam), servos , and LEDs with 17 function pins, 2.implements long DCC addresses for both mobile decoders and accessory decoders, and 3.and now uses the updated NmraDcc library compatible with the ATTiny84/85 and Teensy 3.x processors. As before, the functions per pin are reconfigurable via CV control. The PC Boards described here can also be used as an add-on daughter board, or in Arduino terms a “shield” for the Pro Mini, including non-decoder projects. NEW Library UPDATED: August 7, 2018 . 7th Decoder Pin Function added Jan 20, 2020 https://forum.mrhmag.com/post/sma20-low-cost-17-channel-dcc-decoders-ver-6-01-with-soundtriggered-soundstepperdual-motorled-and-12201920 Increased power and other enhancements described here: SMA34 More Power to SMA20 Decoders with Tips and Additions https://forum.mrhmag.com/post/sma34-more-power-to-sma20-decoders-with-tips-and-additions-12215355 📷
Design a 3-Way All Pass Crossover for your next Speaker Project.
This is an update to my previous DCC Electrical Fun post. While looking for what I could use for dwarf signals in the Union Station area (the ready made ones are kind of expensive), I found an item called an LED Assembly. They are essentially two bi-polar 3-lead LEDs in a plastic housing. They are a good size for N-scale or HO use. The first picture below shows the first one installed in the Union Station yard. The second is a diagram that shows how I wired the LED assembly. Update - 3/29/16 Diagrams in PDF format are now attached at the end. Remember, most of my turnouts are manually thrown Peco Electrofrogs and I needed some kind of a visible indicator of the direction that they are thrown. 📷 📷 The two part video below shows how I used an LED assembly to simulate a dwarf signal. I plan on using the dwarf signals in the Union Station yard. I purchased the LED assemblies from a vendor in NC that was recommended by one of my YouTube subscribers. The second section shows the area above Michaelson Jct. & just west of Michaelson. Over the past month of running trains on the layout (checking for reliability of the tracks & turnouts), I found a troublesome turnout in Michaelson that needed to be removed and placed in a different location. 📷 That work has now been completed (mostly) and three sets of turnout position indicator LEDs (used regular green & red LEDs) have been installed & those associated with the crossover are demonstrated in the video. They were wired as shown in my first DCC Electrical Fun post. Eventually, the fascia will be installed and a more representative diagram of the track will be placed on it. 📷 My YouTube Channel is - 🎬 Update 3/29/16 - Diagrams in PDF format:
YouTube channel AmazingScience has modified its extremely simple electric train to include a portion in which the tiny locomotive runs outside of the
Back in 2016 I wrote the article Turnout Control with Servos . Since then I have been using servos exclusively on all my layouts. I have learned much since then and have changed some of the ways I …
Complete Guide for Tech Beginners: Every starting is heard but if you have the motivation and strong determination you will be successful. Most of the students especially of the students of engineering want to build and make something. Practical experience of making something makes o…
Complete Motor Guide for Robotics: Robot is an electromechanical device which is capable of reacting in some way to its environment, and take autonomous decisions or actions in order to achieve a specific task. Roboticists develop man-made mechanical devices that can move by themsel…
Wired via an IDC 34 pin connector and a ribbon cable
The Open Systems Interconnection model (OSI model) is a conceptual model that characterizes and standardizes the communication functions of a telecommunication or computing system without regard to their underlying internal structure and technology. Its goal is the interoperability of diverse communication systems with standard protocols. The model partitions a communication system…
Download the Online Education 2D Animation 35447858 royalty-free Stock Video from Vecteezy and explore thousands of other stock footage clips!
This Article Provides the best List of Mini Projects for ECE Students which are used to Develop Academic Mini Projects in Engineering
Traincontroller Gold File including Graphics (October 2015) This is the download link for the TC Gold file, with the icons and backgrounds graphics. Please copy the yrrg file to the folder where yo…
Installing electrical wiring busses and feeders for model train layouts is an easy way to improve operation.
Imagine you are looking at a circuit diagram and there is one symbol that you are unable to interpret, what do you do? Look for your book and start searching
The OSI Model is a 7-layer framework for network architecture that doesn't have to be complicated. We break it all down for you here.
Follow @ASM_Educational Cisco CCNA- PPP Multilink Configuration Now I will do small Lab: The Goal is that create a PPP Multilink on R1 and R2 so that the link between them will be double speed with IP address as follow: R1:10.10.10.1 /30 R2: 10.10.10.2 /30Step 1) go to each router…
Servo Control: Using a potentiometer and 555 timer, you can control a servo motor using PWM (Pulse Width Modulation).
Age and Gender Classification using OpenCV and Deep Learning on Raspberry Pi
Aunque para complacer a un ser humano se requieren habilidades –como la intuición y el tacto– que todavía no están presentes en los robots y sus cerebros cibernéticos, la Inteligencia Artificial juega un papel cada vez más importante en los equipos de Servicio al Cliente en las empresas. La
The lingua franca of electronic design is the schematic. I can pick up a datasheet written in Chinese (a language I do not read or speak) and usually get a half-decent idea of what the part is all abo...
Sensor for Railway Layout Automation: Over time, I will add steps in this post, gradually complicating the project. The first three steps explain the choice of sensors, their installation and working example. I use Arduino, but you can use whatever electronic devices. In this part, an s…
what is a resistor ?Please follow our facebook page for more infoLink : is like a current limiter which limits the amount of current flowing through a device. Suppose you have to apply a c…
We learn how to use the openpose model with OpenCV DNN Module
