Gaurav Kumar has Published 50 Answers

What is Reinforcement Learning? How is it different from supervised and unsupervised learning?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 13:07:37

In reinforcement learning methods, a trained agent interacts with a specific environment and takes actions based upon the current state of that environment.The working of reinforcement learning is as follows −First you need to prepare an agent with some specific set of strategies.Now leave the agent to observe the current ... Read More

What is Unsupervised Learning?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 13:02:36

Unsupervised learning methods, (opposite to supervised learning methods) do not require any labels or responses along with the training data. Unsupervised ML algorithms learn patterns and relationships from the given raw data. Although these methods may have lots of uncertainties in the result, we can always obtain some useful information ... Read More

What is Supervised Learning?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:53:28

Supervised learning, one of the most used methods in ML, takes both training data (also called data samples) and its associated output (also called labels or responses) during the training process. The major goal of supervised learning methods is to learn the association between input training data and their labels. ... Read More

What are the different learning styles in machine learning algorithms?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:51:32

There are four learning styles in machine learning algorithms. Let’s have a look at them −Supervised LearningSupervised learning, one of the most used methods in ML, takes both training data (also called data samples) and its associated output (also called labels or responses) during the training process. The major goal ... Read More

What are the various useful components of the Python ecosystem for Machine Learning?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:49:49

The Python ecosystem, growing at a rapid pace day by day, became the dominant platform for machine learning. Here we will discover the most useful components of the Python ecosystem for machine learning. Let’s get started.SciPySciPy, pronounced as “Sigh Pie”, is an ecosystem of Python open-source libraries for performing Mathematical, ... Read More

Why is Python the most popular programming language among ML professionals?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:33:25

From process automation to web development to AI-based projects to machine learning, Python is used everywhere, and it helps developers to be productive and confident about the software they are building. Today, because of the benefits like simplicity, consistency, extensive set of libraries, platform independence, flexibility, and a wide community ... Read More

What are the various challenges for machine learning practitioners?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:31:23

While machine learning is rapidly evolving, it still has a long way to go. The reasons behind this are the various challenges an ML practitioner faces while developing an application. Let’s take a look at these challenges −Data collection − Data plays the most important role in developing any machine ... Read More

What are different components of a machine learning algorithm?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:23:54

To understand various components of a machine learning algorithm, we first understand the definition of machine learning given by Professor Mitchell −“A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, ... Read More

What is Machine Learning (ML) and its real-world applications?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:21:51

Do you know how much data a person is creating every second? The numbers are astonishing. According to Domo, during 2020 every person created 1.7MB of data every second and it is not going to slow down in the future as well. It would not be wrong to say that ... Read More

Which linear function of SciPy is used to solve Toeplitz matrix using Levinson Recursion?

Gaurav Kumar

Gaurav Kumar

Updated on 24-Nov-2021 12:13:08

The linear function named scipy.linalg.solve_toeplitz is used to solve the Toeplitz matrix equation. The form of this function is as follows −scipy.linalg.solve_toeplitz(c_or_cr, b, check_finite=True)This linear function will solve the equation Tx = b for x where T is the Toeplitz matrix.ParametersBelow are given the parameters of the function scipy.linalg.solve_toeplitz()c_or_cr− array_like ... Read More

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