Data Mining and Analysis Training Course
Course
In City Of London
Price on request
Description
-
Type
Course
-
Location
City of london
Objective:
Delegates be able to analyse big data sets, extract patterns, choose the right variable impacting the results so that a new model is forecasted with predictive results.
Facilities
Location
Start date
City Of London
(London)
See map
Token House, 11-12 Tokenhouse Yard, EC2R 7AS
Start date
On request
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Subjects
- Networks
- Data Mining
Course programme
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Data preprocessing
- Data Cleaning
- Data integration and transformation
- Data reduction
- Discretization and concept hierarchy generation
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Statistical inference
- Probability distributions, Random variables, Central limit theorem
- Sampling
- Confidence intervals
- Statistical Inference
- Hypothesis testing
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Multivariate linear regression
- Specification
- Subset selection
- Estimation
- Validation
- Prediction
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Classification methods
- Logistic regression
- Linear discriminant analysis
- K-nearest neighbours
- Naive Bayes
- Comparison of Classification methods
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Neural Networks
- Fitting neural networks
- Training neural networks issues
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Decision trees
- Regression trees
- Classification trees
- Trees Versus Linear Models
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Bagging, Random Forests, Boosting
- Bagging
- Random Forests
- Boosting
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Support Vector Machines and Flexible disct
- Maximal Margin classifier
- Support vector classifiers
- Support vector machines
- 2 and more classes SVM’s
- Relationship to logistic regression
- Principal Components Analysis
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Clustering
- K-means clustering
- K-medoids clustering
- Hierarchical clustering
- Density based clustering
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Model Assesment and Selection
- Bias, Variance and Model complexity
- In-sample prediction error
- The Bayesian approach
- Cross-validation
- Bootstrap methods
Data Mining and Analysis Training Course
Price on request