Random search optimisation and meta learning

Assignment Help Other Engineering

Reference no: EM132837923

CIS006-2 Concepts and Technologies of Artificial Intelligence - University of Bedfordshire

Assignment: Random Search Optimisation and Meta Learning

Learning outcome 1: Identify and analyse efficient ways of solving a problem that requires to explore a large number of routes to find the best solution for a minimal number of steps

Learning outcome 2: Justify results of using at least two AI techniques capable of finding an acceptable solution to the given problem

Learning outcome 3: Evaluate and compare the performances of the techniques in terms of the number of steps required for finding a solution to the problem

Task

Students will use one or more strategies such as: (1) R andom Search, (2) Meta Learning, (3) Adaptive Boosting, or (4) Cascade Correlation to optimise the structure and parameters of Artificial Neural Networks (ANNs) on a given benchmark problem. Such optimisation is required to maximise the recognition accuracy of ANNs designed for solving biometric tasks. In practice the optimal structure and parameters of ANNs are difficult to find because of the needs of multiple experiments with the different numbers of principal components, hidden neurons, learning rate, and types of gradient algorithms.

COVID related alternatives

There are alternatives which students can find interesting within the unit scope.

Method and Technology
Students will attempt to optimise ANNs which were manually designed in Assignment 1. To achieve the goal, students will apply one or more optimisation strategies with different parameters. The examples of the Random Search, Meta Learning, Adaptive Boosting as well as MATLAB search strategies are provided in the unit tutorials. Advanced students can use Python, MATLAB, or R to optimise Deep Learning, Convolutional Networks, and/or Conventional ANNs. AI and ML technologies are developing in many ways and so the rigorous definitions are still developing. This means that: (i) existing textbooks are outdated and so cannot offer efficient strategies demanded by industry and academy, and (ii) textbooks nowadays are not interactive as online tutorials provided, for example, by Google Colab. The above listed four strategies are new cutting-edge ways to the optimisation task, supported with many tutorials available online.

Example of Optimisation Solution
An example of an ANN optimisation in MATLAB is presented by a conference paper published by the Computer Science students in Springer proceedings. Other solutions will be discussed.

Attachment:- Concepts and Technologies of Artificial Intelligence.rar

Reference no: EM132837923

Questions Cloud

Explain the meaning of office system : Explain the Meaning of Office System. Why do u think Office Systems are Needed, and How importance is Office System. Which of the Office System Principle

Discussing the safe harbor provisions under hipaa : Write an essay of at least 500 words discussing the Safe Harbor provisions under HIPAA. Do not copy without providing proper attribution.

Journalize the transactions using proper bookkeeping format : Journalize the transactions using proper bookkeeping format - Jun 25 - Recorded business travel expenses worth $21,500 which will be paid next month

How is employee differentiated from contracter under us law : How is an employee differentiated from a contracter under US law? Why have some municipalities put restrictions on innovations in the sharing economy.

Random search optimisation and meta learning : Identify and analyse efficient ways of solving a problem that requires to explore a large number of routes to find the best solution for a minimal number

What does the term harmonize refer to : Some accountants are trying to harmonize international accounting standards. What does the term harmonize refer to? Give at least one example.

Calculate the payback period and the accounting rate : Lakeside Inc. uses a straight-line depreciation method. Calculate the payback period and the accounting rate of return for the new production equipment

Determine the sales and variable cost volume variances : Determine the sales and variable cost volume variances, assuming volume is actually 26,000 units. Indicate whether the variances are favorable (F)

Find the direct materials variances : A newly opened plant in Dubuque produces and sells one product. Find the direct materials variances? Where does the standard price come from

User Account

All Pages