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How to Perform Label Encoding in Python?

Analytics Vidhya

One often encounters datasets with categorical variables in data analysis and machine learning. However, many machine learning algorithms require numerical input. These variables represent qualitative attributes rather than numerical values. This is where label encoding comes into play.

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How to Run Binary Logistic Regression Model with Julius?

Analytics Vidhya

Introduction Logistic regression is a statistical technique used to model the probability of a binary (categorical variable that can take on two distinct values) outcome based on one or more predictor variables.

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8 Super Important Data Analysis Methods and Techniques

Marktechpost

Data analysis is the cornerstone of modern decision-making. It involves the systematic process of collecting, cleaning, transforming, and interpreting data to extract meaningful insights. In this article, we delve into eight powerful data analysis methods and techniques that are essential for data-driven organizations: 1.

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10 Types of Machine learning Algorithms and Their Use Cases

Marktechpost

Machine Learning, a subset of Artificial Intelligence, has emerged as a transformative force, empowering machines to learn from data and make intelligent decisions without explicit programming. At its core, machine learning algorithms seek to identify patterns within data, enabling computers to learn and adapt to new information.

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Top 10 Python Libraries for Data Analysis

Marktechpost

Python has become the go-to language for data analysis due to its elegant syntax, rich ecosystem, and abundance of powerful libraries. Data scientists and analysts leverage Python to perform tasks ranging from data wrangling to machine learning and data visualization.

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Utilizing AI to Predict and Prevent Internet Outages

Unite.AI

AI can supervise this flow, improve capacity and reroute data wherever possible to ensure a smoother digital experience for customers. It employs algorithms like usage patterns, historical data and peak hour surges to improve bandwidth by analyzing demands and optimizing services.

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Five machine learning types to know

IBM Journey to AI blog

Each type and sub-type of ML algorithm has unique benefits and capabilities that teams can leverage for different tasks. Instead of using explicit instructions for performance optimization, ML models rely on algorithms and statistical models that deploy tasks based on data patterns and inferences. What is machine learning?