Architecture

3 Ways to Apply Latent Semantic Analysis on Large-Corpus Text on macOS Terminal, JupyterLab, and Colab

Latent semantic analysis works on large-scale datasets to generate representations to discover the insights through natural language processing. There are different approaches to perform the latent semantic analysis at multiple levels such as document level, phrase level, and sentence level. Primarily semantic analysis can be summarized into lexical semantics and the study of combining individual words into paragraphs or sentences. The lexical semantics classifies and decompo...

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AI Trained to Perform Sentiment Analysis on Amazon Electronics Reviews in JupyterLab

The recent advancements in natural language processing over last few decades allowed a significant number of enterprises to leverage the potential of sentiment analysis by training artificial intelligence through deep learning and machine learning algorithms to teach the machine and perform particular operations similar to what humans apply through cognitive abilities. Though, the machines cannot comprehend, perceive, and process the scenarios through life-like experience, ad...

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Building Email SPAM Detector with Naïve Bayes and AdaBoost Machine Learning Classifiers in JupyterLab

Natural language processing is a sub-branch of artificial intelligence. Building a machine or a tool to process the data through natural language processing requires mathematics, statistics, algorithms, and Python programming. Advanced techniques such as Word2Vec can convert words into vectors which makes it easier to process the text through mathematics and deep learning algorithms. Python language can handle the language humans speak, write, and understand. Before we begin ...

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The Architecture of Apache Hadoop

Apache Hadoop platform is highly fault-tolerant for system disasters. At the core of Apache Hadoop, there are Hadoop Distributed File System and MapReduce that diffuse high-velocity streams of big data across multiple racks of low-priced servers. Hadoop Distributed File System does not have a limitation on the size of the file for data storage, write, and read operations. The limitation can only arise from the disk capacity of the machine, but not from HDFS. HDFS also...

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IBM Cognos leading the way for big data analytics

Introduction IBM has multiple software business intelligence products including Cognos Analytics (formerly Cognos Business Intelligence), Cognos TM1, Cognos Express, and Cognos Disclosure Management. IBM Cognos Business Intelligence front-end can connect to SAP for HANA integration from IBM Cognos 10.2.1.9 onwards through JDBC data source connectivity (IBM, n.d.). Established in 1966, Jabil Circuit, Inc is one of the largest electronic components manufacturing ser...

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