Automated Machine Learning Makes Tedious Tasks Easy-peasy

4 min read | By Postpublisher P | 25 August 2022 | Technology

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The pandemic was the most horrific time our generation would have witnessed. The world order dramatically changed. It was a time of despair. But, why am I talking about it in an automation and machine learning technology article? If we go back in time, the challenge of medical experts was to discover a drug for Coronavirus within a short time. In similar situations, businesses these days are crunched for time too. The common thread in these situations is a need for a quick and easy tech solution to solve time-critical problems.

What’s Wrong With the Present AI?

automated ml There is no denial about Artificial Intelligence being a great invention in the 1950’s. The idea of a computer mimicking a human brain – it’s a fascinating idea. Our problem lies when data scientists, data analysts and engineers spend hundreds of hours to develop an Artificial Intelligence solution. There is enormous complexity involved in the process of developing an AI solution. Isn’t technology supposed to make our lives easier rather than the other way around? In cases where an AI solution might take years to build, ask for a sound reasoning from business owners, if it’s all worth the effort. How can we use AI to solve time-bound problems to deliver solutions within quick turn-around time in an efficient manner?

Setbacks of Traditional AI

Traditional AI solutions generally undergo a series of repetitive activities. The AI solution process includes data collection, cleaning data, setting features and training models. Did you know that the data cleaning activity alone consumes 80% of the overall time to design a solution? Most of these machine learning activities are cumbersome and overwhelming for staff. The staff also need a profound knowledge on tech aspects to handle the projects successfully. These are some of the setbacks of traditional Artificial Intelligence. In a fast-paced world, businesses often seek a quick and easy solution for their problems. What is the way to cross these barriers for a simplistic solution that saves time and delivers results?

Automated Machine Learning – Automatic Solution with Minimal Supervision

Automation is the answer. Say, if the data cleaning activity takes a huge amount of time, we can simply automate them. Training a model can be automated too. Likewise, every step of the machine learning repetitive tasks can be automated – that’s the essence of this article. Let’s introduce Automated ML, the latest evolution in Artificial Intelligence, that works efficiently. The main idea behind Automated ML is to automatically run through the Machine Learning workflow using automated machine learning tools. 𝐖𝐡𝐚𝐭 𝐝𝐨𝐞𝐬 𝐭𝐡𝐚𝐭 𝐦𝐞𝐚𝐧 𝐭𝐨 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐨𝐰𝐧𝐞𝐫𝐬? – 𝐋𝐢𝐦𝐢𝐭𝐞𝐝 𝐇𝐮𝐦𝐚𝐧 𝐈𝐧𝐭𝐞𝐫𝐯𝐞𝐧𝐭𝐢𝐨𝐧. Auto Machine Learning does the job of cleaning your data, feature engineering or training models, and your staff can simply oversee the operations. ML automation is a brilliant solution, taking away the tedious aspects of AI software development to replace with a simple solution. While using Automated Machine Learning for your business, the human intervention level is reduced significantly. As you know the data scientists take a significant role in developing AI solutions. With the advent of Automatic Machine Learning, the data scientist role becomes superfluous. Data scientists can merely oversee the operations to ensure the AI creates efficient models and accuracy is maintained at high levels. The labor-intensive tasks are eliminated by applying Automated ML. At the end of the day, you can rely on having limited staff to develop an AI application within a reasonable timeline. Automated Machine Learning specifically reduces development time to deliver business solutions quickly. Imagine implementing your business AI solution in a few days as opposed to months. In some cases, solutions are time-bound and critical, Automated ML is the need of the hour. The breakthrough AI solution comes across as an efficient and robust automated machine learning solution in the industry. No more hassles, dealing with complexities or labor intensive tasks. ML Automation comes with its own set of great benefits like saving your time, bridges skill gaps, improved scalability, increased productivity and reduced errors.

On a final note

Automated Machine Learning hides the tedious and complex tasks to make way for a quick and easy solution. There is absolutely no more cumbersome work for your staff. Auto Machine Learning automates the entire chain of Machine Learning workflow – an automatic process with limited human intervention. ML automation is growing to be a boon for the business community who need quick and easy solutions for their time-bound critical problems.
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