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roboai

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IoT

3D Printing in Smart Construction

The smart construction process improves sustainability in building construction by utilizing digital technologies. Smart construction makes use of digital technologies and 3d printing is one of them. Also known as Additive Manufacturing, the 3D printing technology can be utilized in construction. What is 3D Printing? Basically, 3D Printing is a technique through which a physical …

IoT

Benefits of IoT and Machine Learning in Smart Healthcare

IoT is transforming every sector of society and healthcare systems are no exceptions. Certainly, IoT based smart applications can handle large volumes of data efficiently. On the other hand, Machine Learning (ML) techniques provide us meaningful insights. Without a doubt, we can realize the benefits of IoT and Machine Learning in Smart Healthcare. The innovative …

IoT

Building Cities with Smart Sanitation

A smart city should adopt appropriate ways of sanitation. Building Cities with Smart Sanitation will not only bring smart technologies into sanitation systems but will also help in identifying the early signs of an outbreak of a disease. Sanitation facilities play a major role in affecting the health conditions of people. Hence, Appropriate measures in …

Federated Learning

Challenges in Adopting Federated Learning

To begin with this discussion, we can say that as a new field in Machine Learning, Federated Learning has to overcome many challenges. In this post on Challenges in Adopting Federated Learning, I will highlight the open issues and challenges that we still have to overcome. Basically, Federated Learning is a new kind of Machine …

Federated Learning

Privacy and Security Mechanisms for Federated Learning

In this post on Privacy and Security Mechanisms for Federated Learning, I will discuss some of the mechanisms for achieving the privacy in Federated Learning approach. Although, these issues are still the topic of research, yet few techniques are emerging that we can use in preserving the privacy of user data. Why Privacy Mechanisms are …

Deep Learning

Prominent Applications of Deep Learning in Agriculture

In this post on Prominent Applications of Deep Learning in Agriculture, I will discuss 10 significant application scenarios. In fact, all such applications can greatly benefit from Deep Learning Techniques. What is Deep Learning? Deep Learning is a subset of machine learning. Mainly Deep Learning comprises techniques that take inspiration from the way how the …

Federated Learning

Federated Learning Architectures and Their Applications

In this post on Federated Learning Architectures and Their Applications, I will talk about various architectures for implementing Federated Learning and application scenarios of each of them. In my earlier post on Federated Learning, I have discussed the basic concepts and pros and cons of this new technique of building machine learning models. However, when we …

Federated Learning

Collaborating Model Training using Federated Learning

In this post on Collaborating Model Training using Federated Learning, I will explain how the training of a neural network occurs without the need of collecting the whole training data on a centralized location. Basically, Federated Learning is a special form of Machine Learning, which requires the model training at local participants’ location and only …

Uncategorized

The Python Libraries that you should Learn for Analyzing IoT Data

Data Science offers a number of techniques that help you analyze IoT data. Basically, there are a number of programming languages that you can use for applying data science techniques including Python, R, and JavaScript. However, Python remains the most widely used language among others. This because the language contains many libraries that make our …