Providing temporary use of non-downloadable machine learning algorithmic search engine software offered as a feature of a software platform for information retrieval from a data source; providing on-line, non-downloadable software for conducting informational queries from a data source through keyword search terms combined with a machine learning artificial intelligence algorithm which conducts independent queries to refine results offered as a feature of online platform software; providing on-line, non-downloadable software for conducting informational queries from a data source through keyword search terms combined with a machine learning artificial intelligence algorithm automatically blending keyword results with neural network results and by conducting independent queries to refine results offered as a feature of online platform software; providing on-line non-downloadable cloud based software for use in information retrieval and machine learning from data sources; providing on-line non-downloadable cloud based software for use in information retrieval in the form of cross-lingual retrieval and machine learning from data sources; platform as a service (PaaS) featuring computer software platforms for semantic analysis of content from a data source; providing temporary use of non-downloadable computer search engine software; providing temporary use of online non-downloadable computer software using artificial intelligence for searching and accessing deep learning models and, predictive models, providing temporary use of online non-downloadable computer software using artificial intelligence for search usage analytics, natural language understanding, natural language processing, (NLP) natural language programming, providing temporary use of online non-downloadable computer software using artificial intelligence for searching and accessing related content objects, providing temporary use of online non-downloadable computer software using artificial intelligence for content similarity analysis, pattern analysis, pattern analysis of data ingested, pattern recognition, query response reranking, supervised learning, unsupervised learning, visual data representation, providing temporary use of online non-downloadable computer software using artificial intelligence for searching and accessing recommendation systems, reinforcement learning systems, augmented intelligence, artificial neural networks, artificial general intelligence, statistical models, statistical learning, inference, data scientific databases and, data models, providing temporary use of online non-downloadable computer software using artificial intelligence for data analysis, providing temporary use of online non-downloadable computer software using artificial intelligence for searching and accessing data pipelines, providing temporary use of online non-downloadable computer software using artificial intelligence for data automation, mathematical optimization, dimensionality reduction, probability analysis, providing temporary use of online non-downloadable computer software using artificial intelligence for searching and accessing probabilistic methods, classification databases, providing temporary use of online non-downloadable computer software using artificial intelligence for snippet extraction, content extraction, content extraction, namely, automated text and metadata extraction from files, text summation, text extraction, question answering, text generation, text generation, namely, cross-lingual text generation, text analysis, text classification, providing temporary use of online non-downloadable computer software using artificial intelligence for searching and accessing generative content, convolutional neural networks, expert systems related to statistical models, providing temporary use of online non-downloadable computer software using artificial intelligence for data cluster analysis, random forests, bayesian models, ensembles, neural networks, nearest neighbors databases, providing temporary use of online non-downloadable computer software using artificial intelligence for feature selection, variable reduction, spatial modeling and collaborative filtering