Answered step by step
Verified Expert Solution
Question
1 Approved Answer
1 . Data Collection and Preprocessing: Gather a dataset of regulatory paperwork, permits, and compliance reports at the mine . Preprocess the data by cleaning,
Data Collection and Preprocessing:
Gather a dataset of regulatory paperwork, permits, and compliance reports at the mine Preprocess the data by cleaning, normalizing, and structuring it to make it suitable for analysis. This step will involve converting unstructured data into a structured format, such as converting scanned documents into text or converting tables into a machinereadable format.
Natural Language Processing NLP:
Apply NLP techniques to extract relevant information from the text data. This may include tokenization, partofspeech tagging, named entity recognition, and dependency parsing. These techniques will help the system understand the context, meaning, and relationships between different parts of the text.
Rulebased System Development:
Develop a rulebased system to analyse the preprocessed data based on the regulations identified in step This system should be able to identify and categorize different types of permits, paperwork, and compliance reports, and check if they adhere to the Mine Health and Safety Act regulations.
Machine Learning ML Model Development:
Train ML models to identify patterns and relationships in the data that indicate compliance or noncompliance with regulations. This may involve supervised learning models, such as decision trees or support vector machines, or unsupervised learning models, such as clustering algorithms.
Integration and Testing:
Integrate the NLP rulebased system, and ML models into a single system. Test the system on a sample dataset to ensure it accurately identifies compliance and noncompliance issues in the regulatory paperwork, permits, and compliance reports.
Continuous Improvement:
Continuously improve the system by incorporating user feedback, updating the regulations, and refining the NLP and ML models.can you do this methodology for me as an example at any mine
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started