Data Mining & Machine Learning with R Certificate for Henry Blackman
Certificate ID:
559215
Authentication Code:
96cac
Certified Person Name:
Henry Blackman
Trainer Name:
Christopher Hallsworth
Duration Days:
2
Duration Hours:
14
Course Name:
Data Mining & Machine Learning with R
Course Date:
2018-09-11 09:30 to 2018-09-12 16:30
Venue:
London
Course Outline:
Introduction to Data mining and Machine Learning
- Statistical learning vs. Machine learning
- Iteration and evaluation
- Bias-Variance trade-off
Regression
- Linear regression
- Generalizations and Nonlinearity
- Exercises
Classification
- Bayesian refresher
- Naive Bayes
- Dicriminant analysis
- Logistic regression
- K-Nearest neighbors
- Support Vector Machines
- Neural networks
- Decision trees
- Exercises
Cross-validation and Resampling
- Cross-validation approaches
- Bootstrap
- Exercises
Unsupervised Learning
- K-means clustering
- Examples
- Challenges of unsupervised learning and beyond K-means
Advanced topics
- Ensemble models
- Mixed models
- Boosting
- Examples
Multidimensional reduction
- Factor Analysis
- Principal Component Analysis
- Examples