Large Spectrum of Services in AI and ML
Our machine learning and data science experts, along with business professionals, analyze research, design, and implement data science solutions in various data-driven application areas, including oil and gas, aerospace, scientific applications, the financial domain, geospatial tasks, military, defense, and medical.
AI Techniques
Our times are characterized by an unprecedented flood of data streams, accompanied by a lack of efficient tools to extract useful information from massive data repositories. At the core of modern analysis tools is the generation of "predictive models" where computers automatically sift through vast volumes of data to produce models that classify objects or events into a hierarchy of categories. This is extremely useful for many real-world applications, where accurate predictions can lead to significant increases in productivity and operational efficiency.
Our company provides consulting services to support the entire data analysis process. We attend to all steps necessary for the success of a data analytics solution, including data collection, data cleaning and normalization, pattern discovery using advanced machine learning techniques and high-performance computing, and facilitating data interpretation and visualization. Our goal is to help our clients from the very definition of a problem to the delivery of an efficient and cost-effective solution.
Data mining and machine learning techniques offer numerous algorithms for generating predictive models, identifying patterns in data, and automatically classifying objects or events into new categories. Nevertheless, the successful use of these tools requires expertise in selecting the proper technique for each specific task.
We provide software solutions that automatically select predictive models from a model repository comprising hundreds of different approaches. Our machine learning experts provide consulting services by identifying the strengths and weaknesses of various methods, closely collaborating with clients, and recommending the optimal approach to model selection and combination.
Deep Learning
Deep learning is now considered a revolutionary approach to machine learning and data mining, enhancing the quality of predictive models by searching for complex combinations of variables that describe the problem under analysis.
We provide consulting services to train technical personnel in the use of deep learning techniques for data analysis and model prediction. Training involves using the most advanced software tools to implement deep learning architectures. Comprehensive training programs in machine learning, AI, and data science tailored for professionals and organizations.
Automatic Machine Learning
Models Using Knowledge + Data
The deployment of AI and machine learning models requires the existence of enormous datasets. Patterns are then extracted from the data to generate new models. The success of such a data-driven approach is contingent on the assumptions made by the AI algorithm and ignores the presence of domain knowledge.
We provide solutions that incorporate domain knowledge into the model-building process. Our experts interview domain experts and gather concrete knowledge about the task under analysis to produce models that exploit data and knowledge in a unified data-knowledge-analysis framework.