Machine Learning has already started to become the core of most technological advancements that have happened in the past year or so. With it becoming so important, it has also become vital for us to understand what it is, how it works and how will it affect our future.
Machine Learning utilizes complex techniques like neural networks and deep learning to create more complex technologies like Natural Language Processing (NLP) or Automatic Speech Recognition (ASR). In this article, we shall discuss more the peculiar things associated with this technology.
Few facts about Machine Learning are listed below:
1: Machine Learning and Artificial Intelligence is not the same thing. Machine Learning is rather a subset of AI that provides a set of mathematics tools to imitate and mimic human behavior and develop a better man-machine relationship
2: Machine Learning can only be as good as the data you feed it with. It can only be used to discover unique patterns that are present in the data you have presented. For supervised tasks like classification, you would require a robust collection of correctly labeled training data.
3: Most of the work that machine learning is involved in is Data Transformation.
Machine Learning is the background of almost everything we do. It is the algorithms of this technology that detects an incorrectly spelled word in your word document, or the sequence of websites that occur after a search result.
While Machine Learning is considered as the most advanced technology available today, a little involvement of humans might actually improve the accuracy and self-awareness brought in by it.
4: As limitless as its potential is, it is being used in advanced technology like Blockchain to understand the various patterns of transaction that happens and report in case of any anomaly present.
As powerful as the technology may look, the learning systems are highly vulnerable to operator error and might require human assistance to make it more efficient
5: Once the ML system embeds biases into its model, it then continues to generating new training data that reinforce those biases.
These were just a few facts associated with this remarkable technology that is sure to come up with wonders in the future. Previously, Programmers used to give the machine a set of instruction to solve a certain problem. Now, machine learning is inherently different, the programmer tells the machine how to go about learning to solve a problem by itself.
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Reference: http://www.aexonic.com/peak-into-our-mind/facts-machine-learning-know/