Five Dimensions
5-Dimensions tools are powered by several different models and algorithms that can be applied to wide range of use cases. Determining what predictive modeling techniques are best for your company is key to getting the most out of a predictive analytic solution and leveraging data to ma
2025-06-28 16:27:16 - Adil Khan
Five Dimensions
Project Area of Specialization Artificial IntelligenceProject Summary5-Dimensions tools are powered by several different models and algorithms that can be applied to wide range of use cases. Determining what predictive modeling techniques are best for your company is key to getting the most out of a predictive analytic solution and leveraging data to make insightful decisions.
For example, consider a retailer looking to reduce customer churn. They might not be served by the same predictive analytics models used by a hospital predicting the volume of patients admitted to the emergency room in the next ten days
Project ObjectivesOur objective is to provide a web based tool where any user with or without programming knowlegde can apply machine learning tool for their data .For decision making as per their desired inputs and what they want to predict using machine learning.
Our tool will use apply different machine learning algorithms. Our tool will be able to customize datasets according to the requirements of these Machine Learning Algorithm . After training is completed user can compare which machine learning gives the most accurate prediction and then user can download this trained model as pickle file
Project Implementation MethodWe are looking forward to make UI using Html Css and Javascript .Then our task will be to acheive certain Data Processing Steps for Ending and implement machine learning algorithms using python built in libraries then integrate our python code using Python Flask and API's .
Benefits of the ProjectOur tool will use least or no configuration
Our objective is to provide a web based tool where any user with or without programming knowlegde can apply machine learning tool for their data .For decision making as per their desired inputs and what they want to predict using machine learning.
The main benefit of our project is that it has no specific use it can be used vastly where there is data and decision making required our tool is the best
Technical Details of Final DeliverableOur tool will use least or no configuration . Our tool architecture will consist of a user interface that will allow users to upload data in .csv ,excel or any SQL data format to apply machine learning algorithms. The uploaded file will be saved in Sql Database .This file can now be reviewed in our UI. After specifying training and target variables by user from the uploaded file , users will be able to perform specific statistical operations such as mean , mode , median , correlation analysis , statistical plots e.g bar graphs , scatter plots , bell curves , gaussian curves and box plots . it will also do descriptive analysis of data . After processing,Algorithm Selection and Tuning. The front-end interface transfers each of these operation calls to the web-service written in python using Flask, a lightweight web framework.
Our product will train given dataset using these machine learning models .
Supervised Learning:
Classification :
- Gaussian Naïve Bayes
- Bernouilli Naïve Bayes
- Linear Support Vector Classifier
- Support Vector Classifier
Regression:
Lars regression (lr)
Linear Regression
-
Lars regression (lr)
-
Elastic Regression
- LassoRegression
- Lars Regression
- Lasso-Lars Regression
User can also download dataset after performing statistical analysis for example
- No Duplication
- Replacing missing values
- Encoding
There are products who perform these tasks but they are very expensive and gives license on individual basis and they are so difficult to use that you have to take either courses to learn how to use them or you have to have Computer Science/ Mathematics/Machine learning background.
In Comparison our product will be open source and will be easy to use even for a person with non programming background.
Our tool is going to be named 5-Dimensions as its is working on
- Data Gathering
- Data Analysis
- Preparation
- Modelling
- Whole System Combined
FUNCTIONAL FEATURES
- Statistical Analysis Of Data
- Descriptive Analysis Of Data
- Encoding
Machine Learning Modelling
Final Deliverable of the Project Software SystemCore Industry ITOther Industries Medical , Agriculture , Finance , Manufacturing , Health , Security Core Technology Artificial Intelligence(AI)Other Technologies Big DataSustainable Development Goals Decent Work and Economic Growth, Industry, Innovation and InfrastructureRequired Resources| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Total in (Rs) | 80000 | |||
| NVIDIA GeForce RTX 2080 Super Founders Edition Graphics Card | Equipment | 1 | 70000 | 70000 |
| Printing , paper | Miscellaneous | 1 | 10000 | 10000 |