machine learning: What’s to know

Machine learning is a new trend field and application of artificial intelligence these days. It uses certain statistical algorithms to make computers work in a certain way without being explicitly…

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machine learning: What’s to know

Requirements for building good machine learning systems

machine learning: What’s to know

So what is required to create such intelligent systems? The following are the things required to build such machine learning systems:

machine learning: What’s to know

Data - Input data is required for predicting the output.

machine learning: What’s to know

algorithms - Machine learning relies on certain statistical algorithms to identify data patterns.

machine learning: What’s to know

automation - It is the ability to make systems work automatically.

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machine learning: What’s to know

repetition - The whole process is iterative, ie repetition of the process.

machine learning: What’s to know

scalability - The capacity of the machine can be increased or decreased in size and scope.

machine learning: What’s to know

Model - The models are created as needed through the process of modelling.

machine learning: What’s to know

Machine learning methods

machine learning: What’s to know

The methods are divided into certain categories. These are:

machine learning: What’s to know

Supervised Learning - In this method, input and output are provided to the computer along with feedback during training. The accuracy of the computer's predictions during training is also analyzed.…

machine learning: What’s to know

Unsupervised Learning - In this case, no such training is provided, so computers have to find the output themselves. Unsupervised learning is mainly applied to transactional data. It is used…

machine learning: What’s to know

reinforcement learning - This type of learning uses three components, namely - agent, environment, action. An agent is the one who perceives its environment, an environment is the one with…

machine learning: What’s to know

How does machine learning work?

machine learning: What’s to know

Machine learning uses techniques similar to data mining. The algorithms are described in the form of a target function (f) that maps an input variable (x) to an output variable…

machine learning: What’s to know

y=f(x)

machine learning: What’s to know

There is also an error e that is independent of the input variable x. So the generalized form of the equation is:

machine learning: What’s to know

y=f(x) + e

machine learning: What’s to know

The usual way of machine learning is to learn x to y mapping for predictions. This method is known as predictive modeling to make predictions as accurate as possible. There…

machine learning: What’s to know

Machine Learning Applications

machine learning: What’s to know

Below are some of the applications:

machine learning: What’s to know

cognitive services

machine learning: What’s to know

Medical service

machine learning: What’s to know

language processing

machine learning: What’s to know

corporate governance

machine learning: What’s to know

image recognition

machine learning: What’s to know

face recognition

machine learning: What’s to know

video games

machine learning: What’s to know

Machine Learning Benefits

machine learning: What’s to know

Everything depends on these systems. Find out what advantages this has.

machine learning: What’s to know

Decisions are made faster - It delivers the best possible results by prioritizing the routine decision-making processes.

machine learning: What’s to know

adaptability - It provides the ability to quickly adapt to new, changing environments. The environment is changing rapidly as data is constantly updated.

machine learning: What’s to know

innovation - It uses advanced algorithms that improve overall decision-making capacity. This helps in the development of innovative business services and models.

machine learning: What’s to know

insight - It helps in understanding unique data patterns and based on which specific actions can be taken.

machine learning: What’s to know

business growth - With machine learning, the whole business processes and workflow become faster, which would contribute to the overall business growth and acceleration.

machine learning: What’s to know

The result will be good - This improves the quality of the result with less chance of errors.

machine learning: What’s to know

deep learning

machine learning: What’s to know

Deep learning is part of the broader field of machine learning and is based on data representation learning. It is based on the interpretation of artificial neural networks. The deep…

machine learning: What’s to know

Deep neural network

machine learning: What’s to know

Deep neural network is a kind of artificial neural network with multiple layers hidden between input layer and output layer. This concept is known as feature hierarchy and tends to…

machine learning: What’s to know

Thanks to Deepak Sharma | #machine #learning

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