Artificial Intelligence & Algorithms

Channelling information from voluminous, heterogeneous or high-speed data (Big Data).

Data is restructured, taking into account its complexity, to be exploited efficiently:

• Format conversion, import/export, parsing
• Database querying (relational, noSQL)
• Sorting, indexing, classification, high performance structures
• In-depth exploration, signature detection
• Real-time, data flow
• Visualization, analysis reports

Symbolic Artifical Intelligence processes information using logical rules to produce an explainable result (XAI) :

• Deductive databases, unification, inference
• Logic programming, automatic reasoning
• Expert systems, fuzzy logic, Bayesian networks
• Low-code, domain-specific languages (DSL)

Express knowledge in structured form, interpret knowledge in various contexts, extract knowledge from an information set:

Analyze, transform, certify, reverse engineer source code written in any language.

Creation of specialized tools based on Formal Methods and Language Theory:

• Compilers, interpreters, emulators
• Static analysis, control flow graphs
• Dynamic analysis, instrumentation, abstract interpretation
• Code metrics, performance evaluation
• Code generators

What is the optimal configuration for achieving a given objective?

The answer lies in Applied Mathematics, Operations Research and Artificial Intelligence:

• Solvers, linear or quadratic programming
• Graph theory
• Machine Learning, neural networks
• Numerical analysis, simulation