Machine Learning - Data Science Company (ML-DS Co LLC) employs a proprietary software interface which automatically derives actionable insights from a manifold of otherwise-disparate unstructured, semi-structured, and structured data sources to determine the most impactful questions our customers should be asking in order to promote and sustain meaningful growth, a positive user experience, and other relevant goals. Oftentimes, the groundbreaking results from this first step lead to service engagements during which Machine Learning - Data Science Company proactively resolves the key questions using an array of the latest, most innovative and disruptive Artificial Intelligence (AI) algorithms, techniques, and solutions. Individualized assessed needs resonate as critical in the analysis, and our dynamic software offering also can arrive at the most efficient, effective, and representative market/customer segmentation with insights as to the most salient messaging which would incite desired action(s) from each targeted customer tranche; optimize on- and off-product campaigns across web, app, and mobile-web customers; accurately predict future revenue amounts as well as growth - for both our customers, along with theirs; promote most fitting product recommendations through a multiverse (context-aware) recommendation engine, modeled as an n-dimensional tensor (rather than the typical two-dimensional user-item matrix); mechanically multi-classify images, from grayscale x-rays to infrared (IR) thermal images, via Convolutional Neural Network(s) with a truly novel architecture (e.g., invoking "maxout" layers), often inputting results from a Fourier Transform dimensionality reduction option. We are confident that our compelling software suite amounts to the most widespread solution in the industry. But, that fact doesn't stop us from an endless quest to constantly improve and complement its features in iterative battles! At ML-DS Co, "We put the 'I' in 'A.I.'"®