Mathematical Foundations of Data Science

1. Data Science and its Tasks.- 2. Application Specific Mappings and Measuring the Fit to Data.- 3. Data Processing by Neural Networks.- 4. Learning and Generalization.- 5. Numerical Algorithms for Network Learning.- 6. Specific Problems of Natural Language Processing.- 7. Specific Problems of Computer Vision.

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• Bases de Dados
• Matemática para cientistas da computação
• A matemática discreta
• Teoria matemática da computação
• Hardware do computador

Data Science;Big Data;Statistical Learning;Machine Learning;Deep Learning;Artificial Neural Networks;Data Processing;Pattern Recognition;Learning and Generalization;Numerical Algorithms;Natural Language Processing;Computer Vision