Pattern Recognition - Bespoke Certificate for Steve Byrne
Certificate ID:
593583
Authentication Code:
ec99b
Certified Person Name:
Steve Byrne
Trainer Name:
Christopher Hallsworth
Duration Days:
2
Duration Hours:
14
Course Name:
Pattern Recognition - Bespoke
Course Date:
2019-09-10 09:30 to 2019-09-11 16:30
Venue:
Course Outline:
Day 1
- Linear regression
- Curve fitting as a flexible alternative to linear regression
- Model selection
- The curse of dimensionality
- Bias-variance trade off
- Training/Validation/Test split
- Cross-validation
- Models for classification
Linear discriminant analysis
Quadratic discriminant analysis
Logistic regression
K-nearest neighbours
Day 2
- Advanced models for classification
Support vector machines
Random forest
Artificial neural networks (brief overview)
- Assessing classifier performance
- Bayes decision theory
- Regularization
- Dimension reduction and feature extraction
Principal component analysis
k-means clustering
hierarchical clustering
- Pre-processing and normalization
- Working with time series