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Data Analytics for Chemical Engineers
Introduction
Numerical Methods
Python Basics
Linear Algebra
Linear Regression
Numerical Optimization
Nonlinear Parameter Estimation
Regression
Non-parametric Models
Model Validation
Complexity Optimization
High-dimensional Data
High-dimensional Regression
Nonlinear Feature Engineering
Classification
Classification Basics
Generalized Linear Models
Alternate Classification Methods
High-dimensional Classification
Data Management
Data Organization
Online Data Access and APIs
Accessing Data with AI Tools
Complex Structured Data
Exploratory Data Analysis
High-Dimensional Data
Dimensionality Reduction
Clustering
Generative Models
Advanced Topics
Time Series Basics
Time Series Models
Neural Network Basics
Neural Network Architectures
Problem Sets
Problems: Python Basics
Problems: Linear Regression
Problems: Model Validation
Problems: Clustering
Datasets and Resources
Datasets
Project Ideas
External Resources
Index