Detailed Research

HTML to Direct Object Modelling for Renforce Frontend connectivity

Dynamic modelling of new information as per ontology & user input into react frontend, inferenced into the data model

Store Object model above with HTML parameters for publishing

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METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

JavaScript options to utilise as component frameworks

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

XML Meta Analysis to understand Renforce Object Foundations

Rejected usage of XML as per R&D (previous and R&D 15)

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Rejected due to change of not having XML has general data format

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Unstructured information parsing into machine readable objects

Did not use in RF but solution for temporary storage of in parser application model storage

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

PDF document to automatic text block marked

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Introducing dynamic behaviour within the integrated information management system.

Dynamic modelling of the previous schema
Dynamic information stage, table building, field management, relationship structure management, and creation
Dynamic relationship between records, tables, and “objects”

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Foundation for Object and Ontology R&D
Foundation for Renforce Data Applicability
Foundation for RDBMS
Foundation for dynamic object-based workflow and application architecture

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Multithreading of Information Ingestion Models within the Renforce Crawler Management System

Supportive research for R&D 9 - 11
Link-based keyword search
Multi-threading of search of pages for information
supportive research for R&D 10

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Implemented multi-threading on the keyword-based search crawler to improve time efficiency

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Information Ingestion Crawler base for user no code sub-modelling

Function base crawler

Interoperability of Crawlers, Queuing and Crawler Management System inclusive of Workflow DAG-based processing
Supporting research for R&D 9

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METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Combine keyword-based search crawler with functional crawler base.

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Tabular functionality adoption within the Creator Platform

Table management for publishing and creator platform

Table to ontology-based reference for system usage

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Table functionality within qualitative Creator Platform

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Functional Infrastructure of Operating Micro Services Event Management

Kafka usage for Distributed Middleware
Kafka to Workflow Management System
Application DSC usage for (event streaming, communication, and flow)

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Successful implementation into Renforce middleware infrastructure for intersystem use
Application event streaming within the entire system

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Renforce basic Object Structure R&D

The primary object structure for Renforce usage

Meta-analysis of current and future data modelling trends
Executive decision of usage per functional requirements

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METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefic applications for crawlers
Ongoing testing of functional build

OUTCOME

Utilisation of Object within the entire infrastructure

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Modelling of objects within a open text Qualitative Creator Platform

Custom modelling for system usage for ontology referencing as per R&D 34

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Add custom tagging options in object creation and editor

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Research and development of the foundational architecture for in-system applications.

Single application used to build
Meta-Analysis to understand multi-threading for async comms between application and website
Meta-analysis of queuing functions for similar applications
Options included Python Based Queue, Queue Module, Priority Queue
Create a testable function based on Stack architecture for application usage

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

5 Step Crawler Processing
Multi Thread Usage for disturbed architecture
In crawler “model” architecture for multistep processing for information ingestion and execution of user command

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

React Framework uplifted for Renforce Prototyping

General system applicability and use case R&D of react framework

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METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

React JS for frontend development

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Research for threading of workflow processing within Renforce

ActiveMQ queue testing to understand functional execution
A web threading issue, resolution research required execution of few methodologies

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Foundation for Kafka Framework
Implementation of Multi-threading architecture for Crawler Management System and its crawlers

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Enabling the ability of uplifted workflow processing within Renforce

Multi-step processing

Uplifted Workflow architecture

Task flow-based DAG processing
Previously, only python dictionary object

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Renforce Application Mapped Workflow Framework

Foundation for Middleware Architecture
Service Foundation for application task processing

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Research to build a central workflow management system for native application usability.

Inner functional communication between Airflow and Django

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Foundation for middleware
‍

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Research into the Kafka Ecosystem Management and Renforce Adoption

Confluent features for Kafka management
Feature testing and research on packaged version vs the apache foundation version

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METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefic applications for crawlers
Ongoing testing of functional build

OUTCOME

Health Centre as the primary monitoring system implementation
Data Integration and publishing from external and internal sources within the Kakfa ecosystem

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Applying functional computation and workflows within the dynamic information management system.

Workflow based on R&D 3, 4, and 5 | Manual Evidencing for regulatory and GRC workflow
GRC event-based workflows

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Dynamic workflows based on Object and Ontology management
Foundation for Application to Middleware architecture

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Ontology creation for information structure in complex documents

Document Structure Identification in complex documents

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METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
Indepth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Obligation Document structure and database schema in Renforce system

Fixed schema creation for R&D 3
Foundation for Dynamic Schema for R&D 4 - 7
Foundation for Object and Ontology Management Systems

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Creation of a prototype of a functional central information management system that is natively dynamic.

Desktop and Code based analysis of functional execution of dynamic modelling using Django
Visual dynamic modelling using streamlit to understand prototype functionality and execution of R&D 4

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Created a prototype for dynamic modelling of R&D 4

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Creating an integrated information management system with static primary and secondary record keeping, and relationship management.

Non-dynamic schema design based on 2021 functional requirements
Functional Relationship between applications as per 2021 functional specifications.
Testing of functional requirements in iterations of information stage, table building, field management, and relationship structure management

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Foundation for Object and Ontology R&D
Foundation for Renforce Data Applicability
Foundation for RDBMS

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

The connectivity and native communication between Renforce workflow manager and Kafka

Workflow Manager R&D
Intra Workflow and Kafka communications
Receiving and Sending loaded objects between Workflow manager and Kafka platform within the middleware

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METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefic applications for crawlers
Ongoing testing of functional build

OUTCOME

Foundation for Middleware

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Temporary Storage for Renforce Applications

Did not use in RF but solution for temporary storage of in parser application model storage

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
Indepth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Store ongoing parser works in browser cache

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Ontology based information ingestion into Renforce

Meta-Analysis of crawling techniques and methodologies
Functional Testing of complex document fetching from various site types

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METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
Indepth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Tag-based crawler for fetching obligation document

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Research and Development of an in-system application for information ingestion from multiple sources.

Application management of inner services using existing workflow management services
Desktop and Meta-analysis of various options

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Airflow as the primary workflow system to be utilised based on DAGs
In Application management using celery container for all Renforce applications

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

File based workflow management within Renforce

Cloud DAG Management for Workflow
Functional testing of DAG folder and infra management

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METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefic applications for crawlers
Ongoing testing of functional build

OUTCOME

Map DAG folder from internal image
Used in multiple instances and application servicing through Middleware

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Unstructured information parsing into machine readable objects using Computer Vision

User Experience

Utilise computer vision to be used as Image processing over raw text conversion where raw text is not possible

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Text block identified and marked from pdf document

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

AI based complex Rule Detection within Renforce

Detailed R&D to be released in Renforce Alpha

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Model 2 of Renforce system for identifying rules inside obligation

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Object based Ontology visualisation for system testing

Ontology visualisation prototype for object modelling and object-based ontology structure creation

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Utilising react library to work with

Foundation for ontology modelling
Foundation for object modelling

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Computer Vision application to convert unstructured information into structured models

CV application for crawled documents to convert into system readability Ontology model of information based on a predefined schema

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
Indepth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Render PDF on the webpage
Text and image extraction from pdf
Schema conversion to ontologies
Foundation for dynamic ontology creation and usage

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Automated text extraction for Renforce workflow

Extracting text from raw document format to Object format

R&D unsuccessful, utilised backend for text conversion to string to be fed into the parser application

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Auto text selection to be generated and implemented from backend

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

AI based Metadata extraction within Renforce

Detailed R&D to be released in Renforce Alpha

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Model 1 of renforce system for extracting entities from pdf document

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

AI based Title classification within Renforce

Detailed R&D to be released in Renforce Alpha

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Sub-model of Model 1 prepared with initial dataset

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Unstructured information conversion into Renforce Computer Vision

Render pdf with canvas on html for Computer Vision R&D requirement
Crop text within canvas for visual html representation

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Usable HTML prototype of canvas parsing as per parsing requirements and application schema
Utilise cropped image data

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Functional Infrastructure of Operating Micro Services using workflow

Renforce uses multiple microservices such as crawlers and in-application workflow.
The challenge was to combine all the service requirements and application workflow requirements to build a functional infrastructure of operating microservices using airflow

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF-specific applications for crawlers
Ongoing testing of the functional build

OUTCOME

Successful Crawler Runs for document collection according to source instructions
Applied in RF middleware infrastructure for intersystem use
Application Service processing based on DAG request based on event/application-specific API call

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

Deep R&D into the Renforce E2E Data modelling and Dynamic Information Handling

Define data structure and validation for user-defined data in NoSQL format

METHODOLOGY

OUTCOME

Introduce JSON schema spec to define data structure in Objects and RDBMS
Foundational R&D for Objects
Foundational R&D for Data Model

Middleware Crawler 1

RESEARCHER

Monim

Monim works as an Application lead and Software architect for our cross-functional teams, he makes high-level design decisions and sets technical standards. with a keen focus on using automated testing and CI-CD workflows.

In his spare time, he works on open-source projects and gardening.

‍

Conversion of Document to Application Readable Object

Test case based R&D

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Used in the current parser platform to be used for parsing text

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

AI based Complex Keyword detection within Renforce

Detailed R&D to be released in Renforce Alpha

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Identified keyword based feature and keyword weight based feature preparation

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Creation of an Operating System that’s infrastructurally able to create, manage and perform as the Technology Service Layer of Organisations

Renforce is formulated to be an infrastructure, and multi application Platform that will act as the combined infra, object, application and AI layer within modern organisations.

METHODOLOGY

The research into the Operating System is lead by Salman Abeer and tech, in the sections below we breakdown some of the critical R&D performed to create the Renforce Full Stack technology.

OUTCOME

Renforce Alpha - An Interconnected, Interoperable and Hyper-intelligent Enterprise Operating System
Powered by 15 Applications & 2 Native AI Models.

Middleware Crawler 1

RESEARCHER

Salman Abeer

Sal is the founder at Renforce, sharing a hybrid Technical and Business background leading several Multimillion dollar transformation programs with Global Financial Services companies including Commonwealth Bank, Suncorp et al.

Sal enjoys multifaceted technical challenges and often advices programs in Australia, APAC and EMEA.

When he isn't working Sal enjoys playing tennis, travelling and cooking.

Unstructured information parsing into Renforce Computer Vision Application

Utilisation of Tesseract JS to parse complex documents

Image to String text conversion

METHODOLOGY

Frontend R&D for Renforce Infrastructure
Ongoing React based framework development
React based solutions to ensure backend complexity is

OUTCOME

Utilise text from an image within Parser Model/Interface
Utilise text based on R&D to onboard within system Object format and model as per ontology

Middleware Crawler 1

RESEARCHER

Jishnu

Jishnu is a Software Engineer with full-stack development and data-crawling skills. He is constantly keen to learn new things and come up with creative solutions to everyday challenges.

Jishnu is passionate about web 3, cloud engineering, and data engineering.

‍

Unstructured information parsing into machine readable objects using dynamic Ontologies

The generalisation of document structures to be utilised for Renforce usage

Conversion of documents pre-processing to be used

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

PDF/DOCX to JSON/XML

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Object Data Structures for Application & ML Foundation

Define references between data from user-defined data structures

METHODOLOGY

OUTCOME

Introduce referencing spec to define relationships between data stored in Object fields
Foundational R&D for in object relation, many to many

Middleware Crawler 1

RESEARCHER

Monim

In his spare time, he works on open-source projects and gardening.

‍

R&D of foundation for an AI Management Platform

Management of model management (Run creation, testing and staging) - Deployment
Utilisation and testing of custom MLOPS to create a prototype of ML management platform to be customised as per RF requirements

METHODOLOGY

Ontology Creation & Management
Ongoing Model Testing
In-depth and Meta analysis of Model solutions
Model continuous uplift
Deep Learning

OUTCOME

Foundation for AI Management Platform
Foundational Infra for ML Ops
Foundational infra in platform model dock-ability and continuous training

Middleware Crawler 1

RESEARCHER

Tonmoy

Tonmoy is an Machine Learning and Data Engineering enthusiast. He is passionate about CV, Image Processing, NLP, Multi-modal Learning, and Reinforcement Learning.

Tonmoy also enjoys tinkering with microcontrollers like Raspberry Pi and Jetson Nano to create intelligent bots.

‍

Relational Architecture within a prototype environment

Dynamic relationship management in native django setup and post R&D 6

METHODOLOGY

Basic Setup of instance
Functionality Testing of multistep processing
Desktop analysis of multiple opensource setups
Functional testing of RF spefeic applications for crawlers
Ongoing testing of functional build

OUTCOME

Ability to create Django visualised relationship between objects

Middleware Crawler 1

RESEARCHER

Mobasshir

Mobasshir is a data enthusiast, working as a Machine Learning Engineer at Renforce. His research interests are within the field of Data Science, Machine Learning and AI.

Mobasshir also enjoys travelling and cooking meals when he’s not working on Renforce.

At Renforce, we strive towards enabling the enterprise world into the future towards industry 4.0.

Since 2020, we have worked relentlessly to create a powerful and dynamic platform challenging it as our consumers would, to deliver accuracy and overall smooth functionality for extremely complex cases by:

Explore our technical research and learn more about the R&D behind the organisational technology of the future.

RESEARCH

We publish research in Quarterly intervals, request a copy.

Read R&D Summary Q3 2022

Read R&D Summary Q2 2022

Read R&D Summary Q1 2022

Detailed Research

Read R&D Summary
Q3 2022

Read R&D Summary
Q2 2022

Read R&D Summary
Q1 2022