Neural Computing Book

1st Edition by Alonso Ogueda-Oliva and Padmanabhan (Padhu) Seshaiyer.

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Foundations for Neural Computing

• Toolkit
• Python Foundations
• Statistical Thinking Foundations
• Mathematical Thinking Foundations
• Computational Thinking Foundations

Data Science

• Data Exploration
• Data Processing
• Data Analysis
• Data Visualization
• Data Prediction

Machine Learning

• Machine Learning Overview
• ML - Regression
• ML - Classification
• ML - Clustering
• ML - Model Validation
• Model Explainability

Scientific Machine Learning

• Neural Networks - Part 1
• Neural Networks - Part 2
• Physics-Informed Neural Networks
• System of Differential Equations
• Parameter Estimation

Ethics

• Data Ethics

Applications

• Application to Disease Dynamics

The contents of this book are licensed for free consumption under the following license: MIT License.