Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
-
Data preprocessing
- Data Cleaning
- Data integration and transformation
- Data reduction
- Discretization and concept hierarchy generation
-
Statistical inference
- Probability distributions, Random variables, Central limit theorem
- Sampling
- Confidence intervals
- Statistical Inference
- Hypothesis testing
-
Multivariate linear regression
- Specification
- Subset selection
- Estimation
- Validation
- Prediction
-
Classification methods
- Logistic regression
- Linear discriminant analysis
- K-nearest neighbours
- Naive Bayes
- Comparison of Classification methods
-
Neural Networks
- Fitting neural networks
- Training neural networks issues
-
Decision trees
- Regression trees
- Classification trees
- Trees Versus Linear Models
-
Bagging, Random Forests, Boosting
- Bagging
- Random Forests
- Boosting
-
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
-
Clustering
- K-means clustering
- K-medoids clustering
- Hierarchical clustering
- Density based clustering
-
Model Assesment and Selection
- Bias, Variance and Model complexity
- In-sample prediction error
- The Bayesian approach
- Cross-validation
- Bootstrap methods
28 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €9120 online delivery, based on a group of 2 delegates, €2880 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
Contact us for an exact quote and to hear our latest promotions
Public Training
Please see our public courses
Testimonials (5)
I was benefit from the guidance and sharing life examples + answering all questions.
Marta Melloch - Amazon Development Center Poland Sp. z o.o.
Course - Data Mining and Analysis
I really enjoyed the all the best.
Halil polat - Amazon Development Center Poland Sp. z o.o.
Course - Data Mining and Analysis
The information given was interesting and the best part was towards the end when we were provided with Data from Durex and worked on Data we are familiar with and perform operations to get results.
Jessica Chaar
Course - Data Mining and Analysis
The hands-on exercise and the trainer capacity to explain complex topics in simple terms.
youssef chamoun
Course - Data Mining and Analysis
I like the exercises done.
