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

Posted by deepsingularity in AI,Algorithm,Architecture,Big Data,Data analytics,Data Science,Machine Learning,Popular Blogs on Jun 14, 2018 | 25210 comments

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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K-Nearest Neighbor Machine Learning algorithm

Posted by deepsingularity in AI,Algorithm,Big Data,Data Science,Machine Learning,Popular Blogs on May 09, 2016 | 17684 comments

The German credit dataset can be downloaded from UC Irvine, Machine learning community to indicate the predicted outcome if the loan applicant defaulted or not. Applying the logistic regression with three variables duration, amount, and installment, K-means classification, and K-Nearest Neighbor machine learning algorithm. # Logistic regression # Load the file from the hard disk after setting the work directory germandata # Print dataset to see the pattern of the data g...

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Brace yourself for weathering the data storm: RDBMS

Posted by deepsingularity in Algorithm,Popular Blogs on May 09, 2016 | 14695 comments

RDBMS is relational database management system. In the early 1970s, Codd invented the relational database management system. It was an advancement to spur DBMS movement they had at that time by implementing the cardinality and normalization to the database. Codd conceptualized and created 12 rules for a traditional RDBMS. Though the rules are laid out, it made the database more flexible and integrated with these principles. (a) RDBMS deems all database management ...

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The Architecture of Apache Hadoop

Posted by deepsingularity in Architecture,Popular Blogs on May 09, 2016 | 58609 comments

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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