Aman Panchal Email and Phone Number
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Currently working in Nividous as a software engineer in the core product team. Working on training and enhancing the performance of different-different machine learning models which are used in the field of intelligent document processing(IDP). Using detectron2, transformer, and image classification techniques.I started playing with machine learning algorithms in my 2nd year of my college by taking participating in hackathons and workshops at places such as Bits Pilani and JECRC Jaipur. And that's why I had done an internship in the same field. I was always enthusiastic about Deep learning and its application. So I worked on multiple interesting projects during college time such as:i) Heart disease prediction model - In this, we trained a model which predicts that a person is affected by any heart disease. The dataset was used from Kaggle. And the parameters were age, sex, blood pressure sugar level, etc. I reduce the burden, availability, and time of the doctor.ii) Smart voice lock system- In this worked on audio classification. In this, we created an audio dataset of two-person(100 audio files of each). Handle audio with librosa, perform data augmentation by pydiogment, feature extraction by mfcc, and than apply DNN classification. And if matches then if matches with the user then converts speech to text and perform suitable action.And to keep me in regular touch with ML always participate in Jobathon's of Analytic Vidhya and remain active on Kaggle.
Nividous
View- Website:
- nividous.com
- Employees:
- 133
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Junior Software EngineerNividous Feb 2022 - PresentAhmedabad, Gujarat, India* Automate handling of Skew and Orientation of documents.For orientation: -Trained a CNN image classification model to detect document angle(0,90,180,270). -On the invoice, bank statement, pan, dl, aadhar card dataset. -The main thing was to handle the dataset because it was nearly 24 GB. -So, the main things we used were: Resize the image, convert it to grayscale, added checkpoints, and then use the concept of retraining a model on every part of the dataset(divided into 3 parts). -In this, we achieved the average accuracy of the model was 96.46%.For Deskew: -For deskew we tried concepts called homography, osd, pytessrect & library name deskew. -The overall accuracy we got was 94.65% and execution time was reduced to 40% than the earlier method.* Using research paper created a stitching python script for ROI to stitch cells of a table into a columns-based table.* Explore the transformer and BERT model and train a sample model.* Working on SQL using Python to insert some JSON data into a database. -
Software Engineering TraineeNividous Dec 2021 - Feb 2022India* Handle the issue of bad file conversion from pdf to images which increases project reliability by 4%.* Train a sample end to end object-detection model for adhar card and invoices using detectron2. -Steps Byphercation of dataset, than Annotation, generate required files, convert them in required format and than last train the model. -And get an accuracy of 84.76% and 88.32%.* Created a synthetic dataset for a table detection model. And generated nearly 50,000 tables images having 8 different types of variations with 4 sub category, so it will be nearer to real-world data to train a table detection model. -
Machine Learning InternPanda Projects Jun 2019 - Jul 2019Gurgaon, India
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Internshala Student PartnerSelf Employed Sep 2018 - Oct 2018Jaipur, Rajasthan, India
Aman Panchal Education Details
Frequently Asked Questions about Aman Panchal
What company does Aman Panchal work for?
Aman Panchal works for Nividous
What is Aman Panchal's role at the current company?
Aman Panchal's current role is Data Science | Big Data | Machine Learning| Deep Learning | Computer Vision | Python.
What is Aman Panchal's email address?
Aman Panchal's email address is pa****@****ail.com
What schools did Aman Panchal attend?
Aman Panchal attended Arya Institute Of Engineering & Technology,jaipur.
Who are Aman Panchal's colleagues?
Aman Panchal's colleagues are Chaudhary Alpesh, Rakhi Bansal, Aditya Khandelwal, Vedant Salunke, Lakshminarayana Nekkanti, Dipak Shah, Suraj Goregaonkar.
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Aman Panchal
Software Engineer | Mern Stack Developer | Dsa Problem Solving C++ | Aws | Docker | Microservices | React NativeGurugram -
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