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How to Calculate Host Bits in CIDR Subnet Calculation
In CIDR (Classless Inter-Domain Routing), an IP address consists of 32 bits (for IPv4), divided into: Network bits (define the network)...
Mar 101 min read
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Choosing Between Normalization and Standardization
In the realm of data preprocessing, two pivotal techniques— normalization and standardization —are employed to adjust numerical...
Mar 32 min read
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Building a News Classification Model
Classifying news articles using deep learning techniques has become an essential task in the digital age, enabling efficient organization...
Mar 33 min read
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Dimensionality Reduction, Eigenfaces, and Eigenvectors: Use Cases & Tools
Introduction Dimensionality reduction is a crucial technique in machine learning and data analysis that simplifies high-dimensional data...
Mar 32 min read
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Introduction to Apache Spark Streaming
In today's data-driven world, real-time data processing is crucial for businesses to make swift and informed decisions. Apache Spark...
Mar 33 min read
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Understanding K-Fold Cross Validation and Its Real-World Applications
Introduction When building machine learning models, ensuring that they generalize well to new data is crucial. One of the most effective...
Mar 33 min read
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Understanding Imbalanced Datasets and Their Impact on Machine Learning Models
In the realm of machine learning, data is the backbone of model performance. However, not all datasets are created equal. One common...
Mar 32 min read
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Understanding AUC and ROC Curves in Machine Learning
When evaluating the performance of classification models, especially in imbalanced datasets, accuracy alone is not sufficient. Two key...
Mar 32 min read
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