Just read a post from http://blog.bigml.com/2013/02/21/everything-you-wanted-to-know-about-machine-learning-but-were-too-afraid-to-ask-part-two/
What is Feature Engineering?
We’ll start out this time with a topic that is so important that it deserves an instructive example. In fact, Domingos calls it “easily the most important factor” in determining the success of a machine learning project, and I agree with him.
Suppose you have a dataset in which you have pairs of cities, coupled with a prediction of whether most people would consider the two cities to be comfortably drivable within a single day. You’ve got a nice database with the longitudes and latitudes for all of your cities, and so these are your input fields. Your dataset might look something like this (note that the values don’t correspond to actual city locations – they are random):
| CITY 1 LAT. | CITY 1 LNG. | CITY 2 LAT. | CITY 2 LNG. | DRIVABLE? |
|---|---|---|---|---|
| 123.24 | 46.71 | 121.33 | 47.34 | Yes |
| 123.24 | 56.91 | 121.33 | 55.23 | Yes |
| 123.24 | 46.71 | 121.33 | 55.34 | No |
| 123.24 | 46.71 | 130.99 | 47.34 | No |
And you expect to construct a model that can predict for any two cities whether the distance is drivable or not.
Probably not going to happen.
The problem here is that no single input field, or even any single pair of fields, is closely correlated with the objective. It is a combination of all four fields (the distance from one pair of geo-coordinates to the other), and a combination by a fairly complex formula, that is correlated with the input. Machine learning algorithms are limited in the way they can combine input fields; if they weren’t, they could totally exhaust themselves trying everything.
But all is not lost! Even if the machine doesn’t have any knowledge about how longitudes and latitudes work, you do. So why don’t you do it? Apply the formula to each instance and get a dataset like this (again, random values):
| DISTANCE (MI.) | DRIVABLE? |
|---|---|
| 14 | Yes |
| 28 | Yes |
| 705 | No |
| 2432 | No |
Ah. Much more manageable. This is what we mean by feature engineering. It’s when you use your knowledge about the data to create fields that make machine learning algorithms work better.
Domingos mentions that feature engineering is where “most of the effort in a machine learning project goes”. I couldn’t agree more. In my career, I would say an average of 70% of the project’s time goes into feature engineering, 20% goes towards figuring out what comprises a proper and comprehensive evaluation of the algorithm, and only 10% goes into algorithm selection and tuning.
How does one engineer a good feature? One good rule of thumb is to try to design features where the likelihood of a certain class goes upmonotonically with the value of the field. So in our example above, “drivable = no” is more likely as distance increases, but that’s not true of longitude or latitude. You probably won’t be able to engineer a feature where this is strictly true, but it is a good feature even if it is somewhat close to that ideal.
Typically, there isn’t a single data transformation that makes learning immediately easy (as there was in the above example), but at least as typically there are one or more things you can do to the data to make machine learning easier. There’s no formula for this, and a lot of it happens by itch and by twitch. BigML attempts to do some of the easy ones for you (automated date parsing is an example) but far more interesting transformations can happen with detailed knowledge of your specific data. Great things happen in machine learning when human and machine work together, combining a person’s knowledge of how to create relevant features from the data with the machine’s talent for optimization.
113 Comments:
Feature engineering is the way toward utilizing space information to separate highlights from crude information through information mining procedures. These highlights can be utilized to improve the exhibition of AI calculations. Highlight building can be considered as applied AI itself. law essay writing service
I am a writer in and provide the lecture on law dissertation topics and your blog is really helpful for me so thank you so much for sharing your experience with us.
Amazing post, Thanks for sharing this wonderful information!
Top Dissertation Writing Services UK
Feature engineering is quite interesting and fun to do as I have studied it all my life, however I took a different elective this semester of accounting for more credit hours and have no idea what to do as I have an assignment to write up. After weeks of despair and searching I googled best accounting essay writers UK and found my knight in shining armor to save me from this trouble. Now I have the best grade and can relax easily.
I always like to read a quality content having accurate information regarding the subject and the same thing I found in this post.
Website Development Company |
Great information, i was searching of this kind of information, thank you very much for sharing with us.
Craigslist Posting Service for Car Dealers |
This is really amazing website that I have been found on google regarding website Blog Commenting sites. and I would like to thank admin who also given us to post the link on his side.
Lubbock moving company |
This was something I was looking for, really helpful, and great work is done. Thank you so much for sharing such valuable information.
Car Auction Software |
It’s really a cool and helpful piece of information. I am glad that you shared useful information with us. Please keep us up to date like this. Thanks for sharing.
Best CRM for Small Businesses |
Thank you very much for writing this blog. It was very easy to understand.
Marriage Garden in Gwalior |
Thanks for sharing this.,
Leanpitch provides online training in CSPO during this lockdown period everyone can use it wisely.
Join Leanpitch 2 Days CSPO Certification Workshop in different cities.
CSPO certification
Product owner certification
Thanks for sharing this.,
Leanpitch provides online training in CSPO during this lockdown period everyone can use it wisely.
Join Leanpitch 2 Days CSPO Certification Workshop in different cities.
CSPO certification online
Certified scrum product owner
Such an interesting story. You are a great writer. Keep up sharig valuable pieces of information. You can also check out the string theory essay The article is also very enlightening.
Excellent Blog! I would like to thank you for the efforts you have made in writing this post. Gained lots of knowledge.
Data Analytics Course
What an incredible message this is. Truly one of the best posts I have ever seen in my life. Wow, keep it up.
AI Courses in Bangalore
Awesome article. I enjoyed reading your articles. this can be really a good scan for me. wanting forward to reading new articles. maintain the nice work!
Data Science Courses in Bangalore
I am sure it will help many people. Keep up the good work. It's very compelling and I enjoyed browsing the entire blog.
Business Analytics Course in Bangalore
This field has a big scope and new students can adjust to it easily. If you are worried about your future, you should join this field and enjoy a secure future. Masters dissertation writing service.
Thanks for sharing this.,
Leanpitch provides crash course in Brain hacks using NLP everyone can use it wisely.
NLP training
NLP crash course
You have completed certain reliable points there. I did some research on the subject and found that almost everyone will agree with your blog.
Data Science Training in Bangalore
I have voiced some of the posts on your website now, and I really like your blogging style. I added it to my list of favorite blogging sites and will be back soon ...
Digital Marketing Training in Bangalore
You have finished certain solid focuses there. I did some examination regarding the matter and found that nearly everybody will concur with your blog. Do My Dissertation For Me
How does one go about designing an excellent feature? One excellent rule of thumb is to try to develop features that increase the possibility of a certain class in lockstep with the field's
Finance Writing Services
value. In our example, “drivable = no” becomes more likely as distance grows, but this is not the case for longitude or latitude.
I ordered a diploma work in logistics from https://ratewritingservices.com/review/essaysprofessors-com-review.html In addition, I immediately ordered a speech with a presentation. I needed at least 80% originality
Hello, I am Eva, and my essay critiquing these problems I am writing now includes feature engineering. I will be glad to communicate with you on this issue.
I'm happy to read your blog. I often use additional services for my university studies. I started using the custom essays service. It helps me be a better student. I can get help with essays at any time.
Amazing website, Love it. Great work done. Nice website. Love it. This is really nice.
office.com/setup
Mcafee.com/activate
Microsoft365.com/setup
office.com/myaccount
ij.start.canon
Running out of time? Struggling to understand the homework questions? Is it too tough for you to master the key concepts? All these problems have one solution – assistance from homework experts. Students often ask us “should I take my online class?” And, we always respond “yes”. Instead of continuing the struggle without any improvement will lead to inevitable failure. Thus, we always advice young minds to find a mentor who can help in finishing their task within the deadlines and guiding with the subject as well. If you were confused until now, we hope that this passage has cleared your doubts.
modular partition for office are a configuration of walls that are pre-assembled into your desired design. These Industrial Doors systems can then be quickly put into place when and where a private office, meeting room, or conference room is needed.
Reading is my passion. That’s why I become super crazy to see what new is going in your post. I want to see interact you with the navigational link of Assignment Help service.
Here I am for the first time, and I found beneficial information. Very nice and well-explained article. Thanks for sharing!
mcafee.com/activate | mcafee.com/activate | geek squad appointment
A Quick Guide to Canon Printer SetupMake sure your printer hardware is configured.
On your PC browser, go to cannon.com/ijsetup
Click Set Up.
Using your Canon IJ printer model, the download printer software.
Double click to install it.
Connect a network to your printer and PC.
Finish the Canon IJ printer setup.
HP LaserJet Printer Setup
Configure your HP Printer hardware.
Visit 123.hp.com/laserjet from the browser.Using your LaserJet model name, download software.Double click to start the installation.Connect the printer via wireless network or USB.Add the LaserJet printer to your system devices.Finish the HP LaserJet setup.
Microsoft 365 or Office on your computer. If you are using any other Microsoft service such as OneDrive, Outlook, Skype, or Xbox Live, it means you already have an account that you can use for any Microsoft activity.
Microsoft365.com/setup
Microsoft365.com/setup
www.microsoft365/setup
Defend against the unknown threats and proceed for Trend micro download with www.trendmicro.com/activate having Advanced Machine Learning Technology. Trend micro security is the best way to save your Connected World to all the digital part. Install www.trendmicro/activate from the official site and get the trend micro activation key to complete the process.
Really impressed! Everything is a very open and very clear clarification of the issues. It contains true facts. Your website is very valuable. Thanks for sharing.
Digital Marketing Training in Bangalore
I am sure it will help many people. Keep up the good work. It's very compelling and I enjoyed browsing the entire blog.
Business Analytics Course in Bangalore
The perfect way to get started with microsoft365.com/setup is gathering enough information and purchasing depending on your requirement. You can then easily download and install the software package by visiting .
Canon printers are ideal for every situation wherever you need a document, paper, or photo print or even if you wish to scan, fax, and do more ijstart.canon will make you learn how to set up a canon printer to get advanced printing features ij.start.canon , ij.start.cannon .
What an incredible message this is. Truly one of the best posts I have ever seen in my life. Wow, keep it up.
AI Courses in Bangalore
If you’d like to guest post in the "submit guest post" + "fitness", below are some blogs that are willing to accept your post. If you’re looking for blogs outside of the finance niche, you cancheck out our list of blogs that accept guest posts in other niches.
I am really enjoying reading your well written articles. I am looking forward to reading new articles. Keep up the good work.
Data Science Courses in Bangalore
Happy to chat on your blog, I feel like I can't wait to read more reliable posts and think we all want to thank many blog posts to share with us.
Machine Learning Course in Bangalore
Use your Microsoft account through microsoft365.com/setup for everything you want to with Microsoft 365. Create an account or use the account of services such as OneDrive, Skype, Outlook, or Xbox Live. Use the site microsoft365.com/setup to download and install Microsoft 365 setup that will allow you to use multiple apps like Word, Excel, OneNote, PowerPoint, or more.
We are not Amazon. This website is for information purposes only. For more help, visit
amazon.com/mytv
amazon code
amazon com code
amazon.com/code
amazon.com/us/code
It is important to remember that Amazon Prime Video is not compatible with every streaming device. Perhaps this is due to the fact that Amazon Prime Video is still relatively new. The service is still available on many devices.
amazon.com/us/code
amazon code
www.amazon.com/code
prime video.com/mytv
amazon com code
Hi Good day
It was really useful for me
Thanks for putting it on your site
I come to your site every week – thank you 경마사이트
Hi there, yeah this post is truly nice and I have learned
lot of things from it about blogging. thanks. 사설토토
I want to say thanks to you. I have bookmark your site for future updates.
data science training
Thanks for posting the best information and the blog is very helpful.
Artificial Intelligence Training in Bangalore | Artificial Intelligence Online Training
Python Training in Bangalore | Python Online Training
Data Science Training in Bangalore | Data Science Online Training
Machine Learning Training in Bangalore | Machine Learning Online Training
AWS Training in bangalore | AWS Online Training
UiPath Training in Bangalore | UiPath Online Training
If you had been wondering if you essays or assignments can be given a cosmetic makeover to make it more impressive and out of league. reword my essay is the online service that makes it happen. These applications keep the content and soul of the paper unchanged but replace words with an impressive vocabulary and better references and citations. Various services available on internet can assist students in their essay writing projects.
Can’t find online exam help? Just tell us Take My Exam For Me and pay someone to do my online exam with take your class online.
Great article! This is the kind of info that are meant to be shared around the internet. I'm interesting updates. Come on over and talk over with my site wusto post utme past questions for medicine
A Quick Guide to Canon Printer SetupMake sure your printer hardware is configured.
On your PC browser, go to cannon.com/ijsetup
Click Set Up.
Using your Canon IJ printer model, the download printer software.
Double click to install it.
Connect a network to your printer and PC.
Finish the Canon IJ printer setup.
microsoft365.com/setup allows you to download and activate the Microsoft Office setup. Microsoft 365 plans for personal and home provides robust Office desktop apps including Word, PowerPoint, Excel, Outlook, and OneNote.
The HP smart Tank 4520 is ideally suited for home and working environment use, hp smart app for mac, it appearances somewhat different from different other ink tank printers cause it's uniquely created a particular sort of undertaking. if you check archives in an incredible arrangement, this is the best printer for you.
I read this article fully regarding the resemblance of most recent and preceding technologies, it’s amazing article. 한국야동
Also do visit may web page check this link 야설
You are so awesome! I don’t suppose I have read anything like this before. So wonderful to discover another person with genuine thoughts on this issue. Really.. many thanks for starting this up. This site is something that’s needed on the web, someone with a little originality. 야동
Also do visit may web page check this link 국산야동
Greetings! Very useful advice within this article! It’s the little changes that will make the biggest changes. Thanks for sharing! 국산야동
Also do visit may web page check this link 한국야동
I have to thank you for the efforts you’ve put in penning this blog. I am hoping to check out the same high-grade content from you in the future as well 한국야동
Also do visit may web page check this link 야동
Are you looking for science homework help? Take help from the experts at Help in Homework and gear up for excellent academic scores. Our experts have a great consistency track record of helping students combined with marvelous academic credentials to write homework for students and help them score the coveted A grade. They will complete your homework at a very affordable rate and keep you away from stress. Our experts understand the difficulties of students and hence for them the success of their students is of high priority. So, get in touch with our experts by visiting the official website of Help In Homework- helpinhomework.org and stay assured of an amazing academic life ahead.
Need take my online class services? Reach out to Online Class Help Now. We have the best online class takers to help your Do My Class Online for me needs.
Ij start canon and find out the best way to download Canon printer drivers.
Ij.start.cannon | Ij.start.canon | canon.com/ijsetup
Very informative Blog! There is so much information here that can help thank you for sharing.
Data Analytics Training in Bangalore
ij.start.cannon setup process for every Canon model is almost similar, however the download through http //ij.start.cannon or https //ij.start.cannon and installation process may differ.canon.com/ijsetup is a website to download Canon printer drivers, you can also visit canonsetup-canon.com/ijsetup website for same.Some factors need to be in mind while choosing an inkjet printer for you. Later, you can easily set up your Canon printer through drivers from wireless connection, USB, and a few components.
We are a top rated Uni assignment help Australia Online service here with experts specializing in a wide range of disciplines ensuring you get the assignments that score maximum grades.
Nice Blog. Thanks for sharing with us. Such amazing information.
MyBlogger Club
Guest Posting Site
Best Guest Blogging Site
Guest Blogger
I have recently started a web site, the info you provide on this site has helped me greatly. Thanks for all of your time & work. Feel free to visit my website; 바카라사이트
Keep up the good work , I read few blog posts on this website and I believe that your weblog is rattling interesting. Thank you for this effort, I will give you 5 stars for this. Kindly check the link below Thank you! Feel free to visit my website; 먹튀검증
Thanks for sharing the informative post. If you are looking the Linksys extender setup guidelines . so, we have a best technical expert for handlings your quires. for more information gets touch with us Feel free to visit my website; 바카라사이트
We offer an online clothing website to the people at a cheap price.
Follow cricut.com/setup and it is the online portal that allows you to set up your Cricut machine. A most advanced Cricut machine is best in cutting shapes, text, and photos. It doesn’t only make cuts on card stock or vinyl but adhesive foil, faux leather, balsa wood, and more. So how do you start your circuit machine? You have to download Cricut setup from cricut.come/setup then connect your machine and software to get started.
What does the articulation "enduring getting the hang of" mean? As indicated by Cambridge Dictionary, the term insinuates the most widely recognized approach to getting data and capacities generally through your life, routinely to help you with dealing with your business fittingly. Check this Last Minute Assignment Help
Phantom Writing is a Book Publishing Company that helps authors in anything and everything related to literature. We serve authors globally in writing, Book Writing Services, book editing services, proofreading, book publishing services, book cover designer, printing, Book marketing services, translations, and more. From inception to fruition, our cadre of veteran ghostwriters, editors, and literature aficionados are there to ensure each project reaches the pinnacle of its potential to make the most of the author's efforts.
Are you looking for a better assignment service to grow better? Well, you must narrow down your research and find us the imperative option for assignment help. Our Assignment Helper provide you with a better option to make your assignment complete and perfect.
Have problems while doing your accounting assignments? Then you are not alone, it's pretty common among the students. You can take accounting assignment helpfrom us. We are one of the top assignment helpers in the USA.
Visit ij.start canon | ij.start.cannon and find out the best way to download Canon printer drivers. Canon printers are ideal for every situation wherever you need a document, paper, or photo print or even if you wish to scan, fax, and do more.
All-in-one Canon Inkjet printers are suitable for home, business, school, and others to improve productivity. You can easily set up your Canon printer through drivers from Canon.com/ijsetup | canon.come/ijsetup , wireless connection, USB, and a few components.
ij.start.canon
is the manufacturer site to download Canon printer drivers. Install and set up Canon Printer from https: //ij.start.canon and obtain high-quality printing documents straightforwardly.
https//ij.start.cannon is actually the official site of ij start canon that helps you install the latest printer drivers and software. Visiting http //ij.start.cannon
provides you a complete list of all canon printers where you’ve to select your printer model and download the correct setup file
They are stippled and can trap light, with solar cell that do absorbs the photons (Huang, et al 2016). Hence can be a perfect decorative material to suit the environment of the premise that are involved.
religion assignment help
write my case study
cyber security science assignment help
capstone project help
article writing services
content writer online
content writing services
freelance writer for hire online
ghost writer for hire
write my assignment
Thank you for your message. I've been thinking about writing a very similar article for the last few weeks, I'll probably keep it short and to the point and link to this article instead if that's interesting. Thank you.
Business Analytics Course in Ernakulam
Our Assignment Help service acts as an easy and convenient method to select for experts’ help for completing any academic task within the defined time. So, if you have stress for your assignment, hire our professional writers.
Chemical Engineering Assignment Help
Thanks to your article now I know what is feature engineering
If you are searching for assignment helper in Malaysia then you can hire assignment helper from Malaysia assignment help to get the best of the best assignments help services in Malaysia and that too at very low rates.
Hire a professional academic writer for your assignment solutions. qqi assignments have Phd thesis writers that provide thesis writing services to Ireland students and help them in completing their assignments on time. So, don't hesitate and contact us anytime.
Ij.start.canon is an easy and speedy method to provide the ability to connect your printer to any other device, such as Windows, Mac or iPhone. Furthermore, is a web address which provides access to download driver and software of Canon printer for your device.You can easily set up your Canon printer through drivers from , wireless connection, USB, and a few components.
Wow! Great blog you posted here. Easy language and information contact, Thank you for sharing it with us. I am also here to promote my Assignment help web page organically. So kindly read my web page and let me know if you think there are any issues you found in my page.
Can you do my spss assignment? we provide SPSS assignment help to students at affordable prices. Our ambition is to assist students with their needed SPSS assignments. There is no deadline that can stop our experts from delivering quality SPSS assignment help to the students.
For more info- Get Assignment Help Online.
Canon.com/ijsetup/mg2500
is the Canon support link to get you the latest printer drivers and software to set up your PIXMA MG2500 or MG2520.
Translation services of language and document is very tricky that’s need high level of accuracy and knowledge as per client view we all want most accurate and reliable translation services Singapore Transaltors is an singapore registered translation companies and provide translation services last 20 years that have 500+ professionals translators team who are capable to translate document in 200+ different language they understood the client requirement & provides accurate translation services.
Wow, such an awesome blog you have written there and you and I get exactly what information. university assignment help
Essay Help assists to considerably increase the chance of your understanding the law subject and related ventures impeccably. We’re accessible online 24x7 and we help you comprehend and resolve any problem with ease.
Do you get stressed out while preparing assignments or does assignment work bother you? if yes, then end your worry and take QQi assignment help. We are here to help you and provide assignment help service to Ireland students and make them stress-free from their assignment burden at a low cost with the help of top subject experts.
In today’s world people are very much stucked in their personal works, same is happening with the students that’s why we have strated the services of the Law assignment help . Connect with us to avail this premium offer.
Thank you very much. Can I refer to your post on my website? Your post touched me a lot and helped me a lot. If you have any questions, please visit my site and read what kind of posts I am posting. I am sure it will be interesting. 카지노커뮤니티
Global Biometric System Market Report and Forecast 2022-2027’, gives an in-depth analysis of the global Biometric System Market, assessing the market based on its segments like authentication types and technologies, offerings, types, verticals, and major regions. The report tracks the latest trends in the industry and studies their impact on the overall market. It also assesses the market dynamics, covering the key demand and price indicators, along with analysing the market based on the SWOT and Porter’s Five Forces models. The rapid digitisation across major end-use sectors and the growing incidences of digital fraud are propelling the growth of the market for biometric system.
Here are some more refrence of reports please check : Asia Pacific Vaccine Market, Micro Inverter Market, Albumin Market, Middle East and Africa Cybersecurity Market,Security Robots Market, Learning Management System Market, States Flooring Market, Sports and Energy Drinks Market, Brazil Healthcare, Sterilisation Services Market, Media Monitoring Tools Market
Having been providing Veterinary Medicine Assignment Help for longer than a decade now, our bespoke preparations are always plagiarism free and fully in sync with the latest criteria and rubrics of the faculty. We amplify and ensure your chances at the most excellent grades only.
https://greatassignmenthelper.com/veterinary-medicine-assignment-help/
Thanks For Visit my blog I agree with the majority of the points in this Blog. assignment helper malaysia
what a fantastic contents you have here, which offers solutions to challenging issues, and contains brief explanations that makes complex ideas simple to grasp, I commend your effort towards these unilag mba past question 2022
Great blog! Thanks for your excellent post and it was really helpful for me. Good work keep doing!
Abogado De Divorcio En Virginia
Abogado De Trafico En Virginia
Quality should never be compromised on building sites, and neither should the need for unneeded repairs. Your soil's issues, SOIL MODIFICATION in Houston as its high plasticity
Prepare to be amazed as you engage in a series of thrilling contests with athletes from across the world at the 4Middle East esports in Dubai
. You can count on an exciting UAE esports in Dubai
at the Dubai gaming competition that you won't soon forget thanks to our first-rate servers and knowledgeable referees. Start planning and making a
It's a good thing that Tacb is there for you whenever you are in need of a commercial loan.We understand the importance of funding your business and helping it grow by providing Trade advisory services in Dubai trusted partners and access to all types of lending options. With our knowledge and experience, we can help you find the perfect solution to meet your needs.
I'd like to express my gratitude to you for giving us with this critical information.
how to grow basil steps and tips
The best karate schools in Dubai can afford to pay for training that is customised for both new students and those who are already enrolled and working very hard to advance their skills. In organisational classrooms, individuals with varying degrees of competence can collaborate and grow as artists by being near to one another.
Nice informative article. The picture in the blog looks funny and interesting. Thanks for sharing this blog. Keep sharing more informative blogs. DUI Attorney Manassas VA
Your webpage contains such a useful data and has lovely designs and it's quite relevant aau institute of education application form
Thanks for sharing beautiful content. I got information from your blog.Keep sharing.
quiebra cerca de mí
Industry Leading Degassing Solution Hasten Cleanse We are a company that specializes in degassing agents and equipment,
It highlights the importance of having accurate location information in order to make reliable predictions. With the right tools and techniques, this data could potentially be used to inform travel planning and decision-making. Additionally, regular Upholstery Cleaning Ottawa is crucial for maintaining the cleanliness and hygiene of your home, especially if you frequently travel between cities.
I'm here to let you know about our projects and to thank you for reading this great blog. Throughout my academic career, I had depended on assignment writing services like they were my lifeline. I usually feel overburdened as a student due to the numerous homework and short deadlines. The playing field has changed as a result of the widespread availability of assignment help providers. I was able to complete outstanding assignments because of their professional advice, which also helped me comprehend the material better.
Great job on your blog!
BCL GLOBIZ
Best Accounting and Bookkeeping Services in Dubai
Great job on your blog!
BCL GLOBIZ
Free Zone Company Formation in Dubai UAE
Extremely pleasant article, I good work. 토토홀리검증목록
A Hub is a central system through which every device that is connected get commands, such as switching on the lights inside at a specific time or regulating the thermostat in anticipation of your arriving at home. Most home automation systems are connected to a Hub. Installing smart appliances that can be controlled by your home's automation centre helps you create a smart or connected home. Home Automation Company in Dubai
Post a Comment