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Understanding the Impact of Machine Learning Frameworks on Business Operations

Technology, such as automated machine learning and artificial intelligence (AI) has gained tremendous significance and has piqued the public’s interest in recent years. Technological aspects have managed to enter various business domains to improvise them and increase their overall efficiency and output. These domains include healthcare, financial services such as banks and insurance companies, retail outlets, etc. In simple terms, these technologies are spreading their wings to influence every aspect of our lives.

Machine learning has acquired the attention of business owners due to the various benefits and uses it brings to small businesses and ventures. However, whether its popularity shall increase in the future solely depends on the number of ML experts and professionals available. Such experts are currently limited in the market, and hence, most companies have stuck with their previous methods to progress and expand. To understand ML and its beneficial implications here is some useful information to consider.

 

What is Automatic Machine Learning?

Automated machine learning, also known in short form as AutoML pipeline, is the automated concept in which machine-learning technology is used to solve practical problems faced by real-world businesses.  This entire process begins with gathering various data sets or resources and ends with customizing a machine learning business model for your company or firm.

Traditional machine learning models require human intervention and skill set at every stage of the process, including data interpretation, pre-processing the data, and predicting the most useful machine learning models. Contrary to this, modern machine learning is entirely automated without any human intervention. This way, you can easily customize your business model depending on your company’s framework.

One may ask- what is the need for such automated machine learning practices? The answer to this question is straightforward. There is a growing demand among businesses to generate a machine learning model for efficient functioning. Businesses have now recognized that technology and its offshoots have great potential in helping small business progress. Hence, it can reach more people every day, leading to individuals investing more time and resources for understanding machine learning technologies.

 

Framework and Processes of AutoML

Auto ML process comprises multiple pipeline tools and frameworks that can automate the complete or partial business process. Some of the commonly used machine learning processes are MLBox, Auto-Sklearn, Cloud AutoML, etc.

Mailbox was created using a Python library and had the enticing ability to automate machine learning tasks such as preprocessing and processing data, optimizing ML models, and making predictions. Certain features used in the framework are deep-learning, improving hyperparameters, efficient and faster data cleaning and processing.

AutoSkLearn is another popular framework created using the Python learning package and integrated on the top with the scikit-learn machine learning package. It can perform tasks such as choosing the appropriate ML algorithm, improving the hyperparameters, and much more.

 

Business Benefits of AutoML Frameworks

Automated machine learning has a wide range of benefits, especially if you plan to use it to expand your business. A customized business model based on AutoML potentially increases the productivity of data experts and interpreters. It automates repetitive machine learning tasks to help employees focus on more pressing issues. Secondly, ML reduces the chances of human errors that mainly arise by eliminating manual steps present in the process. It also brings about the decentralization of the process by making automatic machine learning accessible to all.

Machine learning automation is a necessary technological process that significantly improves your business and takes it to the next level. It also rids off all the unnecessary but time-consuming tasks to enable employees to perform functions that matter to the company. Thus, the company benefits and thrives.

1 Comment
  1. Great and amazing post. Thanks for posting.

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