Machine Learning Articles

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Understanding Types of Mean

Mithilesh Pradhan
Mithilesh Pradhan
Updated on 09-Aug-2023 1K+ Views

Introduction The average value of a set of data points, observations, or values is known as the Mean of the data. It is the measure of the central tendency. Mathematically, the mean is obtained by dividing the sum of values by the number of values or observations. It is also called the expected value. The mean itself is not restricted to this simple form but has different types such as the arithmetic mean, geometric mean, harmonic mean, and weighted average. It is given mathematically as, $$\mathrm{Mean=\frac{\sum x}{N}}$$ where, x = set of observations N = number of observations Different ...

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Types of Regression Techniques in Machine Learning

Mithilesh Pradhan
Mithilesh Pradhan
Updated on 09-Aug-2023 291 Views

Introduction Regression is the technique of predictive modeling to analyze the relationship between the independent variable and the dependent variable. The relation between the target(dependent variable) and the independent variable may be either linear or non-linear. The target is always continuous value and regression is widely used in forecasting, understanding cause and effect as well as in predictive analysis. In this article let us explore various regression techniques available. Regression Techniques Linear Regression − It is the simplest of all regression techniques. In Linear Regression the independent and the target variable are linearly related or dependent on each ...

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Synsets for a word in WordNet in NLP

Mithilesh Pradhan
Mithilesh Pradhan
Updated on 09-Aug-2023 1K+ Views

Introduction WordNet is a large database of words present in the NLTK library in present in many languages for Natural Language related use cases. NLTK library has an interface known as Synset that allows us to look for words in WordNet. Verbs, Nouns, etc. are grouped into sunsets. WordNet and Synsets The below diagram shows the structure of WordNet. In WordNet, the relationship between words is maintained. For example, words like sad are similar and find the application under similar contexts. These words can be interchanged during usage. These kinds of words are grouped for synsets. Each synset is ...

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Impacts of Artificial Intelligence in everyday life

Mithilesh Pradhan
Mithilesh Pradhan
Updated on 09-Aug-2023 275 Views

In today’s date, Artificial Intelligence has impacted our lives way in that nothing else could have impacted. It has changed how our daily jobs are done and has involvement in major areas of our industry, lives, and almost everything. Here in this article, we are going to see some areas in our lives where Artificial Intelligence has significantly played its role. Health Industry Healthcare is a growing and crucial industry in the 21st century. Not only it is providing a better life to people but also saving millions of lives every day. We just can't overlook the health aspect of ...

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Top Cloud Computing Platforms for Machine Learning

Priya Mishra
Priya Mishra
Updated on 08-Aug-2023 382 Views

The field of machine learning is experiencing rapid expansion, with cloud computing playing an increasingly vital role in supporting such applications. Cloud platforms present an extensive range of elements that facilitate the easy and seamless development, training, and deployment of machine learning models. In this comprehensive article, we will explore the leading cloud computing platforms used for machine learning. By meticulously comparing the distinctive features and advantages of each platform, we aim to equip us with valuable insights to help in the selection of the ideal platform that aligns with our specific requirements. Top Cloud Computing Platforms for Machine Learning ...

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Top 10 Natural Language Programming Libraries

Priya Mishra
Priya Mishra
Updated on 08-Aug-2023 449 Views

In the rapidly changing field of artificial intelligence (AI), libraries for natural language programming (NLP) have a vital function in empowering developers to construct robust and smart applications. NLP libraries offer an extensive range of tools and assets that ease the handling and examination of human language, enabling machines to comprehend and react to written information. Within this article, we will delve into the finest ten NLP libraries that every AI developer should acquaint themselves with. By gaining an understanding of the capacities and characteristics of these libraries, we can harness their advantages to devise pioneering and remarkably effective applications ...

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Top 5 Open-Source Online Machine Learning Environments

Priya Mishra
Priya Mishra
Updated on 08-Aug-2023 442 Views

As we know machine learning is increasing rapidly and is used by different industries that needs advanced tools and environments for model development and open-source online machine learning environments which have risen in its popularity because of their flexibity, accessibility and collaborative nature. In this article we will examine top five open-source online machine learning environments that are widely used and well-renowned in the area of machine learning. By the end of this particular article, we will have a full understanding of these environments and their importance in the field of machine learning. What is the Importance of Open-Source Online ...

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Pros and Cons of Different Classification Models

Priya Mishra
Priya Mishra
Updated on 08-Aug-2023 1K+ Views

When it comes to the field of machine learning and artificial intelligence, classification models hold immense significance in deciphering extensive volumes of data. These models find extensive utilization across diverse domains, ranging from the identification of visual patterns and comprehension of human language to the identification of fraudulent activities and the division of customers into distinct groups. In this article, we will explore the advantages and drawbacks of various classification models, providing beginners with invaluable perspectives and information to enable them to make well-informed choices. Additionally, we will expand upon the topic by including additional insights and relevant details to ...

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Face Recognition Using Artificial Intelligence

Priya Mishra
Priya Mishra
Updated on 08-Aug-2023 1K+ Views

The use of Artificial Intelligence (AI) in facial identification has completely transformed the computer vision field. This advancement allows machines to verify and distinguish individuals based on their distinct facial characteristics. This state-of-the-art technology employs algorithms for machine learning and deep learning components, aiding in the extraction of facial patterns and their comparison with a database of familiar faces. Facial identification has now become an essential aspect of our daily lives, finding extensive applications in personalized user experiences and security systems. This article explores the utilization of AI in facial recognition, its impact across various industries, and the different techniques ...

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Challenges and Problems in Data Cleaning

Priya Mishra
Priya Mishra
Updated on 08-Aug-2023 2K+ Views

In the present era, where data plays a pivotal role, businesses and organizations of all sizes encounter a substantial volume of data. However, ensuring the accuracy and reliability of this data is vital for making well-informed decisions and extracting meaningful information. Data cleaning or data scrubbing, involves the identification and rectification or elimination of errors, inconsistencies, and inaccuracies within datasets. Although data cleaning holds great importance, it presents numerous challenges that can impede the accuracy and dependability of the purified data. In this article, we will explore the diverse set of challenges and issues that arise during the data cleaning ...

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