What comes to your mind when you think of artificial intelligence, machine learning, and deep learning? A generalized notion of how we perceive AI is movielike robots that outperform human intelligence. Some of us also think of AI as machines that consume data and learn by themselves. Apart from this, we also consider intelligent virtual agents, deep learning, neural networks, machine learning, predictive analytics, etc., as a other names for AI.
Whereas, Artificial Intelligence is the capability of a machine to learn from data and evolve. Machine learning algorithms have very limited capabilities and cannot learn without human guidance data labeling is, therefore, the way by which computer systems become a smart. This piece provides detailed information about the data labeling process, the challenges associated, and why you must collaborate with data labeling companies.
Understanding the Process
Data labeling is the process of adding tags to raw data to help the machine learning models easily calculate the attributes. These tags show the smart model the target attributes or answers, it is expected to predict. A tag or a label is the descriptive element that helps the machine learning algorithm learn by example.
Take, for example, the smart model is supposed to predict music genres. So, the training datasets here will be composed of a variety of songs with labels representing genres such as classical, jazz, pop, rock, and so on.
Know the Challenges
Though data labeling is not a rocket to be launched in the sky, yet is a significant undertaking. Errors or inaccuracies while adding labels deviate from the outcomes. Mentioned here are some of the significant challenges associated with the process:
Time Intensive
Getting massive volumes of data (specifically for highly specialized niches like healthcare) is not only a tough challenge, but also a resource-intensive task. The time-consuming nature of the data labeling process makes it extremely difficult for human labelers to manually add tags to the input data sets. Data preparation takes up around 80% of the project time within the full cycle of ML development.
Prone to Errors
The manual tagging and labeling process is prone to human errors; no matter how experienced or attentive the annotators are. It is because the human labelers have to deal with massive volumes of raw data—a person marking 150,000 pictures with up to 10-15 objects each. Just imagine!
Inconsistencies
As different annotators have different levels of expertise, labeling criteria and descriptions themselves might be inconsistent, thus adding on to the challenges list. Besides, there can be disagreement on labels between annotators. For example, one reviewer might take a hotel review as sarcasm and add a negative label; whereas another expert may score it positive.
Taking the Right Approach
There are numerous approaches to the data labeling process. The style you chose varies according to the amount of data to be labeled, the complexity of the problem statement, and the size of the data science team. And how can you miss your financial resources and available time? Let me take you through the different approaches quickly:
Crowdsourcing
There are dedicated crowdsourcing platforms like Amazon Mechanical Turk. These platforms need you to sign in as a requester and assign the labeling tasks to contractors available there. It is a comparatively affordable and relatively faster approach but doesn’t guarantee the quality of the labeled data.
In-house
In-house data labeling is performed by a competent pool of professionals within the company. Usually, it is considered as the holy grail; however, it is not the only solution! You can opt for this option when you have adequate resources in terms of time, money, and trained personnel. Though it offers the highest labeling accuracy possible, it is slow on the flip side.
Outsourcing
Outsourcing is just another and perhaps the most efficient way to get things done within the stipulated time and budget. You can either consult a professional or collaborate with accomplished data labeling companies to outsource such core tasks. They have the potential required to perform the labeling process accurately; thereby, ensuring excellence in every outcome.
AI Data Labeling
Yes, you get that right! The data labeling process can also be assisted by software. Labels and tags can be added automatically via the active learning technique. Putting it simply, human annotators create an AI auto-label model that scripts the raw data. The outputs are then verified. If the model fails to accurately label the datasets, human-in-loop labelers make the corrections and further re-train the model.
Further Takeaways
As a decision-maker, you must leverage an approach that helps you in attaining profits across different aspects. Hence, collaborating with data labeling companies is the most trustworthy solution to optimize operational costs without impacting the quality of outcomes they work as an extended in-house team to help you with AI data labeling and expedite the smart model implementation. Isn’t this a brownie point?
Source: DataFloq
10 thoughts on “Add Value to Your Business with AI Data Labeling”
BITCOIN RECOVERY IS VERY MUCH REAL, AM A LIVING TESTIMONY!!!!
I was actually fooled and scammed over ( $753,000 ) by someone I trusted with my funds through a transaction we did and I feel so disappointed and hurt knowing that someone can steal from you without remorse after trusting them, so I started searching for help legally to recover my stolen funds and came across a lot of Testimonials about WIZARD GARRY, an agent who helps in recovery lost funds, which I can tell has helped so many people who had contacted him regarding such issues and without a questionable doubt their funds was returned back to their wallet in a very short space of time, it took the expert 48hours to help me recover my funds and the best part of it all was that the scammers was actually located and arrested by local authorities in his region which was very relieving. Hope this helps as many people who have lost their hard earn money to scammers out of trust, you can reach him through the link below for help to recover your scammed funds and thank me later.
Email Address: [email protected]
Or WhatsApp: +15163299814… website: https://wzardgarryspeedhac.wixsite.com/my-site-1
Are you looking for a profitable investment where you can start with a little amount and earn a reasonable profit within a short period of time?. I never believed in any online investment because I was scared and never wanted to be cheated, until I saw a review about Mr Pablo Martinez. He’s a Forex/Crypto trading account manager who can help you manage your trading account with his trading strategies and winning signals. I started with an investment of $500 and earned a profit of $6,650 within 7 days. I now earn quite a lot on a weekly basis and I owe everything to Mr Pablo Martinez. Thank you Mr Pablo Martinez for turning my financial life around, and I will keep recommending your good works. If you want to invest in Stock, Binary options and Forex/Crypto trading, kindly contact Mr Pablo Martinez and you’ll be glad you did. There are no hidden charges.
Contact Mr Pablo Martinez through
E-mail: [email protected]
WhatsApp: +44 7520 636249
Facebook: https://www.facebook.com/PM-Fast-Trade-104912912155335/
I made a $1000 initial investment, and within 10 days, I had $8,850 in profit. I now make a good amount of money each week, and I owe Mr. Pablo Martinez everything. Thanks to you, Mr. Pablo Martinez, my financial situation has improved foodle I will continue to spread the word about your wonderful deeds.
BITCOIN RECOVERY IS REAL!!!
( MorrisGray830 At gmail Dot Com, is the man for the job )
This man is dedicated to his work and you can trust him more than yourself. I contacted him a year and a half Ago and he didn’t succeed. when i got ripped of $491,000 worth of bitcoins by scammers, I tried several recovery programs with no success too. I kept on. And now after so much time Mr Morris Gray contacted me with a success, and the reward he took was small because obviously he is doing this because he wants to help idiots like me who fell for crypto scam, and love his job. Of course he could have taken all the coins and not tell me , I was not syncing this wallet for a year, but he didn’t.
He is the MAN guys , He is! If you have been a victim of crypto scam before you can trust Morris Gray 10000000%. I thought there were no such good genuine guys anymore on earth, but Mr Morris Gray brought my trust to humanity again. GOD bless you sir…you can reach him via ( MORRIS GRAY 830 at Gmaill dot com ) or Whatsapp +1 (607)698-0239..
Using this opportunity I would love to extend my gratitude to Mr. Adam Wilson whom I contacted to report my issues. I consulted Adamwilson when I was involved in a bitcoin trading scam. It was unknown to me that there were systematic ways to retrieve scammed funds. I followed all the directives Mr. Adam Wilson gave to me and I was like a dream when I recovered all my money. You can reach out to him if you had the same experience as well on: Adamwilson. Trading @ Consultant Com / WhatsAPP + 1870 345 7937
My ex-husband and I had always managed to stay friendly after our divorce in February 2017. But I always wanted to get back together with him, All it took was a visit to this spell casters website last December, because my dream was to start a new year with my husband, and live happily with him.. This spell caster requested a specific love spell for me and my husband, and I accepted it. And this powerful spell caster began to work his magic. And 48 hours after this spell caster worked for me, my husband called me back for us to be together again, and he was remorseful for all his wrong deeds. My spell is working because guess what: My “husband” is back and we are making preparations on how to go to court and withdraw our divorce papers ASAP. This is nothing short of a miracle. Thank you Dr Emu for your powerful spells. Words are not enough.
Email [email protected]
Phone/WhatsApp +2347012841542.
I’m super excited guys, my name is Sonia from Los Angeles, California, I tried getting a car loan sometime last year but my credit score of about 521 ruined the process. Since I was in desperate need of a car due to the nature of my new job, I resorted to making online research on how I could restore my credit to a minimum of 650 to enable me to qualify, after a few months of searching, I bumped into a blog and found positive reviews about HACK VANISH CREDIT SPECIALIST, So I reached out to them to explain my credit situation, they requested my info and necessary details and were able to get every derogatory item on my report erased and increased my FICO score to 788 within 6 days, I was amazed. Anyone looking for a credit solution below is their contact details:
Email: HACKVANISH @ GMAIL. COM
WhatsApp No. + 1(747) 293-8514
Hi. If you have not heard about the unique software from pandadocs, then I advise you to use very convenient solutions for working with documents, such as compressing pdf files on this page https://www.pdfplatform.com/compress . This is indeed a very convenient offer from a proven platform and of course, if you work with large files, you will need a compressed version of the pdf file for faster sending. Join for free and learn more about other great document deals.
With so much in my heart I am here to express myself on how Priest Salami saved my marriage from divorce. Myself and my husband were having some misunderstanding and it was tearing our marriage apart to the extent my husband was seeking a divorce. So I have no option other than to go to the internet to seek a solution to my problem. It was there I came across Priest Salami details and about how he has helped a lot of people by restoring their relationship. I contacted Priest Salami and in less than 48 hours my husband cancelled the divorce papers. Now myself and my husband live together in peace and harmony all thanks to Priest Salami for saving my marriage from breaking up. Priest Salami contact information are via email: [email protected]. Whatsapp number: +2348143757229
This is a very joyful day of my life because of the help PRIEST Salami has rendered to me by helping me get my ex-husband back with his magic and love spell. I was married for 6 years and it was so terrible because my husband was really cheating on me and was seeking a divorce but when I came across PRIEST Salami email on the internet on how he helped so many people to get their ex back and help to fix relationships. and make people happy in their relationship. I explained my situation to him and then sought his help but to my greatest surprise, he told me that he will help me with my case and here I am now celebrating because my Husband has changed totally for good. He always wants to be by me and can not do anything without my presence. I am really enjoying my marriage, what a great celebration. I will keep on testifying on the internet because PRIEST Salami is truly a real spell caster. DO YOU NEED HELP THEN CONTACT DOCTOR PRIEST Salami NOW VIA EMAIL: [email protected]. Whatsapp number: +2348143757229 He is the only answer to your problem and makes you feel happy in your relationship…