Loading...
Please wait, while we are loading the content...
Similar Documents
Data Acquisition and Preparation for Artificial Intelligence and Machine Learning Applications
| Content Provider | Scilit |
|---|---|
| Author | Choudhuri, Kallol Bosu Roy Mangrulkar, Ramchandra S. |
| Copyright Year | 2021 |
| Description | The world as we know has evolved by leaps and bounds – we are surrounded by data and intelligent systems all around us. Machines and programs have become smarter and more intelligent than ever. Advanced research across the world has found brilliant ways to make software programs and machines learn and think like humans. As a result, today, the world is standing at the bleeding edge of technology and looking at adopting autonomous driving vehicles, robots that can perform surgeries and drones that can fly without human pilots controlling them. Intelligent systems demand humongous volumes of data to be used for keeping these systems smart and up-to-date. All around us, every moment, billions of events take place and it is the job of data acquisition systems to acquire this data from a multitude of sources around the world and collate them into a central data lake. The acquired data is then used to train machine learning (ML) models, while the models in turn are used to run various ML applications. Without this huge amount of data, it would not be possible to train the ML models and subsequently utilize the models in solving real-life artificial intelligence (AI)/ML problems. Data acquisition, ingestion and cleansing processes make it possible to collect, process, organize and store the information generated by billions and billions of machines, software systems and Internet of things (IoT) devices around the globe. With the advent of AI and ML, the gap between humans and machines is becoming narrower every day. Book Name: Design of Intelligent Applications Using Machine Learning and Deep Learning Techniques |
| Related Links | https://api.taylorfrancis.com/content/chapters/edit/download?identifierName=doi&identifierValue=10.1201/9781003133681-1&type=chapterpdf |
| DOI | 10.1201/9781003133681-1 |
| Language | English |
| Publisher | Informa UK Limited |
| Publisher Date | 2021-07-07 |
| Access Restriction | Open |
| Subject Keyword | Book Name: Design of Intelligent Applications Using Machine Learning and Deep Learning Techniques Computation Theory and Mathematics Intelligent Artificial Intelligence Software Models Data Acquisition Billions Machines Learn |
| Content Type | Text |
| Resource Type | Chapter |
