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Preparing Data for Machine Learning: A Brief Guide

Algorithms for machine learning take inputs from the data you feed them. Therefore, it is important that you have the right kind of data, while solving a particular problem. Processing the data is necessary before any algorithm, works on it. Here, you will come to know how you can prepare data for machine learning. Why is it necessary to prepare data? Data preparation refers to the process of cleaning a set of given data. Before you feed the data to the algorithms, it needs to be organised and processed. The noisy data needs to be transformed into a database. It gets a proper shape, being organised in the columns in the intended structure. In other words, preparing data for machine ...
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Practical Problems Machine Learning and Artificial Intelligence are Still Facing

The way Machine Learning and Artificial Intelligence have streamlined our civilisation has been a matter of fascination. No wonder, AI and ML have changed the way industries operate. Although it has cast a deep impact on our lifestyles, Artificial Intelligence still has a long way to go. In fact, several practical concerns related to Machine Learning and Artificial Intelligence are yet to be solved. ML fails to resolve certain tasks, and the talent deficit has always been in the background. Besides, data was never free from elements affecting it. In this article, you will come across some of the practical issues related to Artificial Intelligence. Reasoning ability One of the constraints of ML algorithms is the lack of reasoning ability, ...
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How is AI strengthening the realm of biotechnology?

Artificial Intelligence and machine learning have been shaping biotechnology in recent years significantly. In the last decade, several new applications have been developed using AI, which can leverage biotechnology. A survey carried out on life science and pharma experts reveal that 44% of these professionals are presently using AI in research and development activities. From drug development to personalised prescription, AI has been streamlining healthcare by boosting biotechnology. Data used in the healthcare industry comes from several sources. This includes research data, caregivers, patients, doctors and hospitals. It is quite challenging to compile all this information and format them for further utility. In order to come up with better protocols and healthcare networks, it is necessary to embrace AI technologies. Let’s explore ...
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Why you need to get into the Depths of Machine Learning

Technology has greatly influenced the lifestyles of individuals. Machine Learning, a subset of Artificial Intelligence, has been reshaping location-based services significantly. Whether you think of weather forecast, driving using GPS or buying products online that come flashing on your screen, Machine Learning has been changing the way you use technology. While interacting with digital services and devices, they generate information about the location of the user most of the time. People who use smartphones depend on location services, whether they look out for a store or drive to a new city. This data is equally beneficial for the service providers. It reveals important information about the habits of the customers, bringing them the opportunity to expand their business. Integrating Machine ...
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How is data science reshaping the healthcare industry?

Data science has proven beneficial for various segments of the industries. Healthcare is one of the foremost sectors, which have benefited from big data analytics. In the contemporary healthcare industry across the globe, the demand for data scientists is escalating. Data science can effectively strengthen this particular industry in several ways. From preventing epidemics to reducing costs and curing diseases, data science has extensively reshaped the modern healthcare industry. Data science, when applied to this particular segment, uses specific data of a population to generate valuable insights for decision making. Presently, the healthcare industry generates around 30% of the warehouse datain the world. Leaders in the healthcare domain have realized the potential of data science. Integrating data science in healthcare can ...
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A complete guide to understanding convolutional neural network

The monumental growth of AI (Artificial Intelligence) has bridged machines and humans in terms of capabilities to a significant extent. Presently, enthusiasts and researchers are working on various aspects of AI, expecting to come up with amazing things. You might have come across the term ‘convolutional neural network’ in this context. Also referred to as ConvNet or CNN, convolutional neural network is a term used in deep learning. This is a category of deep neural networks. Most commonly, CNN is applied in evaluating visual imagery. Computer vision is one of the most researched disciplines in AI. Machines are able to perceive the world in a way similar to humans through computer vision. They can even use an optimal use of ...
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Responsible AI practices you need to implement today

AI has penetrated almost all industries, ranging from agriculture to healthcare and education. With the opportunities to enhance the lifestyle of people, comes challenges to ensure the fairness of its use. It is important to focus on the privacy, security, interpretability and other ethical and moral aspects of AI systems. Today, business firms around the world are focusing on responsible AI practices. Evidently, it is also important to develop a model, which you can check for unfair biases and know exactly how you can evaluate the performance. Oversight is important In order to ensure a moral conduct while implementing AI systems, it is necessary to review the outputs of these systems. It is not possible for AI to operate completely ...
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How is AI Integrating Digital Transformation in Agriculture?

As an industry, agriculture has evolved since prehistoric times. With food supply, this industry has catered to one of the basic needs of humanity. Presently, the digital transformation in the form of AI, IoT and machine learning has been transforming every segment. Integration of AI in the agricultural sector has been changing the way food is produced and distributed. FAO, the food agencies of the United Nations, states that across the world, one-third of the total food produced is actually wasted. AI-generated data, obtained using agricultural drones and sensors from farms offer possible remedies to deal with the issue. Reputed AI developers have come up with sophisticated mechanisms that can bring about a new paradigm in agriculture. Information about seeds, soil, ...
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How is Machine Learning Reshaping Location-Based Services?

Technology has greatly influenced the lifestyles of individuals. Machine Learning, a subset of Artificial Intelligence, has been reshaping location-based services significantly. Whether you think of weather forecast, driving using GPS or buying products online that come flashing on your screen, Machine Learning has been changing the way you use technology. While interacting with digital services and devices, they generate information about the location of the user most of the time. People who use smartphones depend on location services, whether they look out for a store or drive to a new city. This data is equally beneficial for the service providers. It reveals important information about the habits of the customers, bringing them the opportunity to expand their business. Integrating Machine ...
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How Decision Science Boosts Artificial Intelligence: A Brief Analysis

In this modern world, computers are being leveraged to systematically detect data signals and patterns that can drive higher business revenues and better outcomes. This has led to a confluence of machine learning, predictive analysis, algorithms and artificial intelligence that can assist global leaders in coming up with business solutions that have been traditionally driven by human experience, intuition and intelligence. This Confluence is known as Decision Science It is a toolbox of quantitative techniques and approaches that go into conveying the ability of decision-making to the masses. At its very basic, the concept covers everything that can provide analytical solutions to complex problems. It encompasses a consistent and rational economic framework that comes with an objective system to make ...
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Integrating Artificial Intelligence in your business: A brief guide

Business leaders are keen to integrate an AI strategy to strengthen their sales. In every industry, competitive pressures are raging high today. A powerful strategy based on artificial intelligence can boost up your business growth. It is exciting to learn about the hype around artificial intelligence. In a global survey involving over 3000 executives, industry analysts and managers and interviews with over 30 tech experts, 85% of business executives were found to vouch for AI. This population believed AI can bring a strategic advantage to their business. Also, in the last couple of years, AI has gained a significant momentum in industries like healthcare, manufacturing, logistics, retail and transportation. In order to leverage productivity and performance, business firms are integrating AI into ...
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5 Ways AI can be used in the Area of Cancer Research

With the emergence of newer technologies every day, the world is becoming a smarter place to live in. In fact, potentially every sector is undergoing a sort of pleasant transformation ever since the wave of Artificial Intelligence has hit the globe. But what is AI? For those who are technology amateurs, artificial intelligence, widely recognised as AI, is centred on developing intelligent machines that resemble human intellect in terms of reasoning, learning, and decision-making. However, AI has so far been associated with simplifying standard tasks such as process automation, analysing & understanding consumer behaviour, or personalising experiences across sectors like banking, retail, and even education.But what’s interesting is the latest review report by Drug Discovery Today which suggests that AI can also ...
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AI Use Cases in Government: A Citizen Perspective

When it comes to Artificial Intelligence or AI as we widely call it, there are always endless opportunities and innovations coming to the surface. From finance, banking and retail industries to technology, healthcare, and education sectors; AI applications are being broadly utilised across the globe. Apart from this, it is believed that AI finds its utility across a variety of government areas that are directly or indirectly related and benefit citizens. Whether it is better management of traffic with the help of AI’s real-time data collection abilities or improved and speedy customer service, the possibilities of AI use cases in government are plenty. So let’s check out in detail the diversified use cases of AI that can be incorporated by ...
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