Developing a working prototype to map financial data

Assignment Help Project Management

Reference no: EM133846508

Capstone Project

Topic - Financial data mapping and analysis using AI

Proposal

The first submission represents the project proposal. This would be the proposal put forward for approval by an evaluation committee or IT Manager before a proposed software project could proceed to the next level. You should be drawing on your project management experience to put together this proposal. A Proposal Template will be provided with suggested sections to be included. However, you are free to add other sections to enhance your project proposal. You can also delete some of the included template sections, but you should think carefully before deciding to do this and have valid reasons for doing so.

The format of the project proposal can be found in the example document (Project Proposal template.doc). Use this document as a starting point to develop your plan and submit by the due date and time to the assignment drop-box.

Project Plan

The project plan also draws on your IT Project Management skills to develop the Project Plan that follows on from a successful Proposal. You should refer to your notes and subject material from the Core IT Project Management subject you would have studied. Again, a Project Plan template will be provided with suggested sections to be included. However, you are free to add other sections to enhance your project plan. You can also delete some of the included template sections, but you should think carefully before deciding to do this and have valid reasons for doing so. The project plan will highlight your groups ability to develop guidelines by which you can manage the conduct of the project throughout the semester.

The format of the project plan can be found in the example document (Project Plan template.doc). Use this document as a starting point to develop your plan and submit by the due date and time to the assignment drop-box.

Specification and Design Document

The Specification and design documentation will require your knowledge from Software Engineering, the core unit you would have studied in your first or second semester. Your group will need to produce the documentation required in order to prepare for the implementation of the project. The specification documentation will make sure you understand the requirements, and the design documentation will lay-out the plan for building the project. The types of things needed to be included here will be similar to the major assignment in Software Engineering. Additionally, students should analyze any security needs of project and using techniques learned from IT Security, incorporate these into the design for later implementation. A Specification and Design Plan template will be provided with suggested sections to be included. However, as with the previous templates, you are free to add other sections to enhance your documentation. You can also delete some of the included template sections, but you should think carefully before deciding to do this and have valid reasons for doing so.

This documentation is to prepare the group for the implementation phase of the project, and to reinforce the need for following a well-defined System Development Life-Cycle model.

Project Implementation.

The remainder of the project is the implementation phase of what you have previously planned and designed. To aid you in your implementation there are a number of deliverable milestones, including status reports at various points to help you and your supervisor in reflecting on what has been achieved to date and what is yet to be achieved. The group should be monitoring their progress and be taking steps to ensure they are on track by utilizing project management skills learned in previous units. During the implementation, the students should be coding to a high standard, utilizing skills developed in previous units. You need to implement the security model you have designed in the specification and design phase, and test this against business needs and concerns. You should utilize the knowledge and skills from IT Security. If there is a mobile app component of the project, you should utilize the latest tools and techniques to implement this part of the project.

Test Plan

Submit this document by the due date and time to the assignment drop-box.

User manual ( 10 Marks Due session 11)

Submit all documentation by the due date and time to the assignment drop-box.

Reflective Journal ( 10 Marks Due session 12)

Submit all documentation by the due date and time to the assignment drop-box.

Presentation and Demonstration ( 20 Marks To be arranged - Session 13 to Session 14)

For this component you will be required to give a 15 - 20 minute presentation and demonstration on the functionality of your prototype, as well as answer any questions from the audience. The presentations will be conducted in a symposium type setting after the end of the semester, typically in week 14. There is no submission for this component of assessment, you will be graded on your presentation, demonstration of technical skills and ability to answer any questions put to you. As well as all students in the class, there will be a panel of three academic staff members grading the presentation and demonstration. During the demonstration, its possible you might be asked to further demonstrate certain functionality of your prototype by adding records, performing tasks and observing the results on the newly added data, or even show the code behind the functionality. You should make sure you have a suitable amount of test data loaded, and that you have tested your prototype according to the test plan you submitted in session 11.

As this component is based on your presentation, you will need to present in order to be allocated any grade for this component. Students not attending will not be given a grade even if their group demonstrates in their absence.

Project description:
Company name: FINTAGS PTY LIMITED

Project title: - Financial data mapping and analysis using AI
Specialisation : Analytics

Requirement

Project Description:
This project involves experimenting with and developing a working prototype to map financial data from documents, using AI technologies such as deep neural networks and transformer-based models. The goal is to effectively tag and classify financial concepts within documents using a defined taxonomy. Interns will work on integrating Retrieval Augmented Generation (RAG), fine-tuning large language models, and applying deep learning techniques to enhance the document analysis process. Hire best assignment help now!
Requirements:

Retrieval Augmented Generation (RAG) Integration: Implement RAG models to improve the retrieval of relevant data from large financial documents, enabling efficient data tagging and analysis.
To experiment and develop a working prototype which effectively maps tags from taxonomy for each concept of the document.
Retrieval Augmented Generation Integration.
Deep Neural Networks and Transformer based models.
Fine tuning Large Language Models

Deep Neural Networks & Transformer-based Models: Knowledge of advanced AI models like neural networks and transformers for natural language processing (NLP) tasks such as text classification, entity recognition, and concept mapping.

Fine-Tuning Large Language Models (LLMs): Ability to fine-tune pre-trained models (e.g., GPT, BERT) for specific financial data mapping tasks, ensuring accurate tagging and analysis based on the provided taxonomy.

Experience with NLP and AI Libraries: Familiarity with machine learning and NLP libraries like TensorFlow, PyTorch, Hugging Face, and others.
Strong Analytical and Problem-Solving Skills: Ability to identify challenges in data mapping, assess model performance, and suggest improvements.

Reference no: EM133846508

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