Preface
Introduction
Rust Environment Setup
1.
Introduction to Environment Setup
1.1.
Installing Rust
1.2.
Setting Up Rust Kernel for JupyterLab
1.3.
Updating Rust
1.4.
Uninstalling Rust
Reading Data with Rust
2.
Introduction to Data Reading
2.1.
Reading Plain Text Data
2.2.
Reading CSV Files
2.3.
Reading Text Data
2.4.
Reading Excel Data
2.5.
Connecting to Databases
Data Preprocessing with Rust
3.
Introduction to Data Preprocessing
3.1.
Data Cleaning
3.2.
Handling Missing Values
3.3.
Data Transformation
3.4.
Feature Scaling
3.5.
Encoding Categorical Variables
3.6.
Splitting Data into Training and Testing Sets
Data Exploration with Rust
4.
Introduction to Data Exploration
4.1.
Descriptive Statistics
4.2.
Data Visualization
4.3.
Exploratory Data Analysis (EDA)
4.4.
Correlation Analysis
4.5.
Pandas-like Operations with DataFrames
Machine Learning with Rust
5.
Introduction to Machine Learning
5.1.
Supervised Learning
5.1.1.
Linear Regression
5.1.2.
Logistic Regression
5.1.3.
Decision Trees
5.1.4.
Random Forests
5.1.5.
Support Vector Machines (SVMs)
5.2.
Unsupervised Learning
5.2.1.
Clustering (K-Means, DBSCAN)
5.2.2.
Dimensionality Reduction (PCA, LDA)
5.3.
Model Evaluation and Validation
Deep Learning with Rust
6.
Introduction to Deep Learning
6.1.
Neural Networks
6.2.
Convolutional Neural Networks (CNNs)
6.3.
Recurrent Neural Networks (RNNs)
6.4.
Training Deep Learning Models
6.5.
Model Deployment
Advanced Topics
7.
Time Series Analysis
8.
Natural Language Processing (NLP)
9.
Reinforcement Learning
10.
Big Data Processing
Case Studies
11.
Case Study 1: Predictive Analytics
12.
Case Study 2: Image Classification
13.
Case Study 3: Sentiment Analysis
Tools and Libraries
14.
Overview of Rust Libraries for Data Science
15.
Using Polars for DataFrame Operations
16.
Machine Learning with SmartCore
17.
Deep Learning with TensorFlow Rust
Best Practices
18.
Code Optimization
19.
Memory Management
20.
Debugging and Profiling
21.
Documentation and Testing
Conclusion
22.
Summary and Future Directions
Light
Rust
Coal
Navy
Ayu
Data Science Distilled with Rust
Linear Regression