Overview of Algorithms in Rubiscape
Performing Numerical Analysis
What is Numerical Analysis In modern data analytics, numerical analysis is the use of algorithms to solve continuous mathematical problems arising from real-world applications. These applications may be associated with fields like natural sciences, ...
Data Preparation
What is Data Preparation Data preparation is the process of cleaning and transforming raw data into organized data so that it can be processed and further analyzed. In data preparation, data is reformatted, corrected, and combined so that it gets ...
Performing Statistical Analysis
What is Statistical Analysis Statistical analysis is a major component in data analysis that applies statistical tools to the test data, analyzes it, and effectively draws useful inferences and future trends. Statistical analysis is of two types— ...
Creating your Customized Algorithm
Code fusion in rubiscape gives an ingenious option to the users to build their models in programming languages such as JAVA, R, or Python and integrate them into rubiscape. Code fusion makes the rubiscape platform more customizable and user-friendly. ...
Performing Textual Analysis
What is Textual Analysis Textual analysis is an automated process to interpret textual content and derive meaningful data from it. It is a qualitative analysis performed using AI-powered natural language processing (NLP) tools. These tools help ...
Classification
Data classification is the process of tagging and organizing data according to relevant categories. This makes the data secure and searchable. This makes the data easy to locate and retrieve when needed. Data classification can be content-based, ...
Clutering
Data clustering (or cluster analysis) is a method of dividing the data points into several groups called clusters. All data points within a cluster are mutually similar as compared to data points belonging to different clusters. Thus, clusters are ...
Pre Processing
In its general sense, data preprocessing is a data mining technique to transform raw data into useful and analyzable form. It involves data cleaning, data transformation, and data reduction. With respect to textual analysis, pre-processing involves ...
Sentment
A sentiment is a view, opinion, feeling, intention, or emotion which has polarity. The polarity can be positive, negative, or neutral. Basic sentimental analysis is the mining of textual data to extract subjective information from the source. This ...
Text Vectorization
Natural Language Processing requires transforming text into numbers for machines to understand and analyze the text. In NLP, it is required to convert text into a set of real numbers or vectors to extract useful information from the text. This ...
Understanding the Algorithm Properties
The Algorithm Properties define dataset and algorithm tasks along with the data fields associated with them. They are displayed to the right of the canvas when you select a reader or an algorithm. Dataset Properties Dataset properties are called as ...
Hyperparameter Optimization
Hyperparameter Optimization is used for better Optimization of given dataset. This feature provides you with the list of parameters that will give best solution for your dataset among the parameters were provided for optimizing the solution. You can ...
Worker Node Configuration
Rubiscape uses the Celery (execution engine) worker to execute tasks on the server. For example, in AWS, the worker runs on the configured Amazon Elastic Compute Cloud (EC2) instance. Hence, it is also called the “Worker node configuration.” The Node ...