Sohail Tabrez has Published 65 Articles

Multiple Linear Regression in Machine Learning

Sohail Tabrez

Sohail Tabrez

Updated on 14-Jul-2023 19:03:08

1K+ Views

Introduction One of the key regression techniques, multiple linear regression simulates the linear relationship between one continuous dependent variable and a number of independent variables. Two categories of linear regression algorithms exist − Simple − only addresses two features. Multiple − Deals with more than two features at once. Let's examine multiple linear ... Read More

What is tokenization and lemmatization in NLP?

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 12:23:54

412 Views

Introduction A subfield of artificial intelligence known as "natural language processing" (NLP) focuses on making computers capable of comprehending, interpreting, and producing human language. NLP assumes an essential part in different applications, including message examination, feeling examination, machine interpretation, question responding to frameworks, and that's just the beginning. In the ... Read More

Properties of linear regression lines

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 12:18:29

194 Views

Introduction In many fields, linear regression is a popular statistical technique for modeling the relationship between two variables. We can use this potent instrument to make predictions based on previous observations. We will talk about the properties of linear regression lines, which are the lines that fit a set of ... Read More

MSE as an evaluation metric for Regression Models

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 12:16:39

215 Views

Introduction One of the most common evaluation metrics for regression models is the mean squared error (MSE). It is a proportion of the typical squared distinction between the anticipated and real qualities in a dataset. When errors are expected to be symmetric and have a Gaussian distribution, MSE is particularly ... Read More

What are GloVe embeddings?

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 11:29:56

176 Views

Introduction The Regular Language Handling (NLP) is a quickly developing field of study that spotlights on the connections among PCs and people utilizing normal language. In NLP, one of the fundamental tasks is to represent words in a way that computers can understand. This is where word embeddings possibly become ... Read More

Understanding Intuition Behind F1 Score

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 11:19:18

167 Views

Introduction The F1 score is a well-known measurement utilized in order undertakings to assess the presentation of AI calculations. It is broadly utilized in fields like normal language handling, picture acknowledgment, and other AI applications where order is involved. Understanding the instinct behind F1 score is significant for information researchers ... Read More

Implementing a Recommendation System

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 11:14:11

135 Views

Introduction A type of information filtering system called a recommendation system looks at user data to suggest things that might be of interest to them. It is generally utilized in different areas, like web-based business, virtual entertainment, and diversion. Data collection, data preprocessing, algorithm selection, and algorithm evaluation are just ... Read More

How to Choose the right Machine Learning algorithm?

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 11:00:31

965 Views

Introduction Machine learning algorithms are the foundation of contemporary artificial intelligence systems. These algorithms are used to create intelligent systems that can analyse data, learn from it, and make predictions or judgements. The many distinct types of machine learning algorithms each have their own set of benefits and drawbacks. Choosing ... Read More

Purpose of syslog data valuable in Machine learning

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 10:57:21

91 Views

Introduction The amount of data being produced now in the digital age has multiplied tremendously. As a result, companies produce enormous amounts of data every second. Using this information can help businesses run more efficiently, analyse client behaviour, and spot security problems, among other things. It can be difficult to ... Read More

How to Conduct a Two Sample T-Test in Python?

Sohail Tabrez

Sohail Tabrez

Updated on 13-Jul-2023 10:52:49

437 Views

Introduction The means of two groups are compared in statistics to see if they differ substantially from one another using a two-sample t-test. The test is frequently employed in scientific studies to ascertain whether two groups differ significantly on the basis of a continuous variable. In this article, we'll look ... Read More

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