Cognitive computing Homework help
Cognitive computing is the use of computerized models to simulate the human thought process in complex situations where the answers may be ambiguous and uncertain. Cognitive computing is the use of computerized models to simulate the human thought process in complex situations where the answers may be ambiguous and uncertain. The use of cognitive computing can be used in a variety of fields including financial services, healthcare, scientific research and more. Visit assignmentsguru to get top notch Cognitive computing assignments. We have a pool of experienced writers with amazing portfolio on their work. Our writers ensure you get you Cognitive computing assignments on time before deadline.
Cognitive computing is a hot topic in the tech industry. Companies are using it to develop products that can learn from their experiences and improve their performance. In the future, cognitive computing will be used in industries such as healthcare, robotics & more.
The phrase is closely associated with IBM’s cognitive computer system, Cognitive computing overlaps with AI and involves many of the same underlying technologies to power cognitive applications, including expert systems, neural networks, robotics, and virtual reality.
How cognitive computing works
Cognitive computing systems can synthesize data from various information sources, while weighing context and conflicting evidence to suggest the best possible answers. There are different techniques to help improve computerized text analysis. Systems have been developed based on machine learning, data mining, pattern recognition and natural language processing (NLP) to mimic the way the human brain functions.
Using computers to solve the types of problems that humans are typically tasked with requires vast amounts of structured and unstructured data, fed to machine learning algorithms. Over time, cognitive systems are able to refine the way they identify patterns and the way they process data to become capable of anticipating new problems and model possible solutions.
To achieve those capabilities, cognitive computing systems must have five key attributes, as listed by the Cognitive Computing Consortium.
Adaptive: Cognitive systems must be flexible enough to learn as information changes and as goals evolve. The systems must be able to digest dynamic data in real time and make adjustments as the data and environment change.
Interactive: It is critically important for humans to interact with cognitive machines and define their needs as they change. This type of interaction will create a more effective, seamless experience for both humans and machines. The technologies must also be able to interact with other processors, devices and cloud platforms.
Iterative and stateful: Cognitive computing technologies can also identify problems by asking questions or pulling in additional data if a stated problem is vague or incomplete. The systems do this by maintaining information about similar situations that have previously occurred.
Contextual: Understanding context is critical in thought processes, and so cognitive systems must also understand, identify and mine contextual data, such as syntax, time, location, domain, requirements, a specific user’s profile, tasks or goals. They can draw on multiple sources of information, including structured and unstructured data and visual, auditory or sensor data
How cognitive computing differs from AI
Cognitive computing is often used interchangeably with AI — the umbrella term for technologies that rely on data to make decisions. But there are nuances between the two terms, which can be found within their purposes and applications.
AI is a broad field and can entail anything from machine learning to neural networks, to natural language processing (NLP) and deep learning. Data is fed into these algorithms over time for them to learn & make predictions. Applications based on AI include intelligent assistants like Amazon’s Alexa or Apple’s Siri, and driverless cars are also based on AI.
The term cognitive computing is typically used to describe AI systems that aim to simulate human thought. Human cognition involves real-time analysis of environment, context and intent, among many other variables that inform a person’s ability to solve problems. A number of AI technologies are required for a computer system to build cognitive models that mimic human thought processes. These include machine learning, deep learning, neural networks, NLP and sentiment analysis
In general, cognitive computing is used to assist humans in their decision-making process. Some examples of cognitive computing applications include supporting medical doctors in their treatment of disease. IBM Watson for Oncology, for example, has been used at Memorial Sloan Kettering Cancer Center to provide oncologists with evidence-based treatment options for cancer patients. When medical staff input questions, Watson generates a list of hypotheses and offers treatment options for doctors to consider.
Where AI relies on algorithms to solve a problem or to identify patterns hidden in data, cognitive computing systems have the loftier goal of creating algorithms that mimic the human brain’s reasoning process to solve an array of problems as the data and the problems change.
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