AmanSavaria1402
Master of AI Student@Illinois Tech, Chicago | Data Scientist, @Altimetrik India Pvt Ltd (2022-2024)
Illinois Institute of TechnologyUnited States
Pinned Repositories
Aganitha-AI-Mini-Project
AttentionModels
crispy-doodle
Demo-Repo
This is a repository for demo purposes.
FEM-SocialMediaProof
first_streamlit_app
FM-3ColCard
portfolio
TableNet
TableNet: Deep Learning model for end-to-end Table Detection and Tabular data extraction from Scanned Data Images In modern times, more and more number of people are sharing their documents as photos taken from smartphones. A lot of these documents contain lots of information in one or more tables. These tables often contain very important information and extracting this information from the image is a task of utmost importance. In modern times, information extraction from these tables is done manually, which requires a lot of effort and time and hence is very inefficient. Therefore, having an end-to-end system that given only the document image, can recognize and localize the tabular region and also recognizing the table structure (columns) and then extract the textual information from the tabular region automatically will be of great help since it will make our work easier and much faster. TableNet is just that. It is an end-to-end deep learning model that can localize the tabular region in a document image, understand the table structure and extract text data from it given only the document image. Earlier state-of-the-art deep learning methods took the two problems, that is, table detection and table structure recognition (recognizing rows and columns in the table) as separate and treated them separately. However, given the interdependence of the two tasks, TableNet considers them as two related sub-problems and solves them using a single neural network. Thus, also making it relatively lightweight and less compute intensive solution.
Udemy-RL
This repository contains the .py files of all the different Reinforcement Learning algorithms taught at the Artificial Intelligence: Reinforcement Learning in Python course on udemy.
AmanSavaria1402's Repositories
AmanSavaria1402/TableNet
TableNet: Deep Learning model for end-to-end Table Detection and Tabular data extraction from Scanned Data Images In modern times, more and more number of people are sharing their documents as photos taken from smartphones. A lot of these documents contain lots of information in one or more tables. These tables often contain very important information and extracting this information from the image is a task of utmost importance. In modern times, information extraction from these tables is done manually, which requires a lot of effort and time and hence is very inefficient. Therefore, having an end-to-end system that given only the document image, can recognize and localize the tabular region and also recognizing the table structure (columns) and then extract the textual information from the tabular region automatically will be of great help since it will make our work easier and much faster. TableNet is just that. It is an end-to-end deep learning model that can localize the tabular region in a document image, understand the table structure and extract text data from it given only the document image. Earlier state-of-the-art deep learning methods took the two problems, that is, table detection and table structure recognition (recognizing rows and columns in the table) as separate and treated them separately. However, given the interdependence of the two tasks, TableNet considers them as two related sub-problems and solves them using a single neural network. Thus, also making it relatively lightweight and less compute intensive solution.
AmanSavaria1402/portfolio
AmanSavaria1402/Udemy-RL
This repository contains the .py files of all the different Reinforcement Learning algorithms taught at the Artificial Intelligence: Reinforcement Learning in Python course on udemy.
AmanSavaria1402/Aganitha-AI-Mini-Project
AmanSavaria1402/AttentionModels
AmanSavaria1402/crispy-doodle
AmanSavaria1402/Demo-Repo
This is a repository for demo purposes.
AmanSavaria1402/FEM-SocialMediaProof
AmanSavaria1402/first_streamlit_app
AmanSavaria1402/FM-3ColCard
AmanSavaria1402/gitignore
A collection of useful .gitignore templates
AmanSavaria1402/odin_project_test
Odin project testing repo
AmanSavaria1402/product-preview-card
AmanSavaria1402/QR-code-component
AmanSavaria1402/Scania-APS-Fault-Prediction
A repo containing ML Solution of the IDA 2016 industrial challenge
AmanSavaria1402/SCSTest
AmanSavaria1402/SpokenDigitRecognition
AmanSavaria1402/Test01
Testing repo for session.