MZayed47
AI/ML Software Engineer ··· Data Scientist ··· AI & ML Researcher ···
TechnoNext Software Ltd. (Concern of US-Bangla Group)Dhaka, Bangladesh
Pinned Repositories
A3C_Agent
The Asynchronous Advantage Actor Critic (A3C) algorithm is one of the newest algorithms to be developed under the field of Deep Reinforcement Learning Algorithms. This algorithm was developed by Google’s DeepMind which is the Artificial Intelligence division of Google. In this repository, I have my implementations of A3C on Cartpole game, Robot arm, etc.
Bangla-License-Plate-Recognition
This repository contains my ongoing project on "Bangla License Plate Recognition using YOLOv4 & PyTesseract". YOLOv4 algorithm is used for the Detection part, then PyTesseract is used for the recognition part. Further work is in progress.
CS-GO_KD-Classifier
This classification task is specifically dependent on a video dataset that includes video clips of kill and death scenes from the first-person shooting game “CS Go”. I have used the ResNet-50 model for image classification and then turn it into a more accurate video classifier by employing the rolling averaging method.
DDPG_Agent
Deep Deterministic Policy Gradient (DDPG) is a model-free off-policy algorithm for learning continuous actions. It is a reinforcement learning technique that combines ideas from DPG (Deterministic Policy Gradient) and DQN (Deep Q-Network). From DQN, it uses Experience Replay and Slow-learning target networks. From DPG, it incorporates Operating over continuous action spaces.
end-to-end-service
This tutorial walks through the process of building an end-to-end service. It covers setting up a conda environment, creating functions, exposing it through an API, and running the API locally, how to dockerize the service using Dockerfile and docker-compose, and finally, how to access and interact with the containerized service.
Handwritten_Bangla_Character_Recognition
This research work aimed to develop a handwritten character recognition model using a deep convolutional neural network and analyze the three complete datasets: BanglaLekha Isolated, CMATERdb, and Ekush and get significant accuracies for all the character classes, considering the maximum number of samples they have. The aim was to improve the basic structure of OCR based identification of documents and exam papers for the educational institutes with Bangla medium.
mlops_pipeline_amazon_scraping
This API provides endpoints to search for products, retrieve the top-rated products, and get product reviews from an Amazon database.
Object_Detection_using_YOLOv3
This project is a part of my second research work on “Real-Time Detection and Recognition of traffic signs in Bangladesh using YOLOv3 Detector”. I used Keras library to build the YOLOv3 model from scratch and loaded it with a pre-trained weight file. Then I used both Keras and TensorFlow to load the model and detect several classified objects in images.
Real_time_OD_webcam_dashcam
This project is a part of my ongoing research work on “Real-Time On-Road Vehicle Detection and Distance Estimation”. For this project, I have used the YOLOv4 algorithm (published in April 2020) which is considered the fastest and most accurate version of YOLO.
Smart_Attendance_System
This project is a preliminary part of an ongoing Industrial Employee Attendance Project at Fab Lab, Independent University Bangladesh. I used the simplest "face_recognition" API for python in order to recognize faces in front of the camera. Along with it, I created an Attendance project that will use the webcam to detect faces and record the attendance live in an excel sheet. I also incorporated "datetime" library for recording the real-time when attendances are listed. The project also ensures that there is no overlap of attendance because it keeps track of the existing attendance list whenever a face is recognized.
MZayed47's Repositories
MZayed47/Bangla-License-Plate-Recognition
This repository contains my ongoing project on "Bangla License Plate Recognition using YOLOv4 & PyTesseract". YOLOv4 algorithm is used for the Detection part, then PyTesseract is used for the recognition part. Further work is in progress.
MZayed47/DDPG_Agent
Deep Deterministic Policy Gradient (DDPG) is a model-free off-policy algorithm for learning continuous actions. It is a reinforcement learning technique that combines ideas from DPG (Deterministic Policy Gradient) and DQN (Deep Q-Network). From DQN, it uses Experience Replay and Slow-learning target networks. From DPG, it incorporates Operating over continuous action spaces.
MZayed47/A3C_Agent
The Asynchronous Advantage Actor Critic (A3C) algorithm is one of the newest algorithms to be developed under the field of Deep Reinforcement Learning Algorithms. This algorithm was developed by Google’s DeepMind which is the Artificial Intelligence division of Google. In this repository, I have my implementations of A3C on Cartpole game, Robot arm, etc.
MZayed47/Object_Detection_using_YOLOv3
This project is a part of my second research work on “Real-Time Detection and Recognition of traffic signs in Bangladesh using YOLOv3 Detector”. I used Keras library to build the YOLOv3 model from scratch and loaded it with a pre-trained weight file. Then I used both Keras and TensorFlow to load the model and detect several classified objects in images.
MZayed47/Real_time_OD_webcam_dashcam
This project is a part of my ongoing research work on “Real-Time On-Road Vehicle Detection and Distance Estimation”. For this project, I have used the YOLOv4 algorithm (published in April 2020) which is considered the fastest and most accurate version of YOLO.
MZayed47/CS-GO_KD-Classifier
This classification task is specifically dependent on a video dataset that includes video clips of kill and death scenes from the first-person shooting game “CS Go”. I have used the ResNet-50 model for image classification and then turn it into a more accurate video classifier by employing the rolling averaging method.
MZayed47/Handwritten_Bangla_Character_Recognition
This research work aimed to develop a handwritten character recognition model using a deep convolutional neural network and analyze the three complete datasets: BanglaLekha Isolated, CMATERdb, and Ekush and get significant accuracies for all the character classes, considering the maximum number of samples they have. The aim was to improve the basic structure of OCR based identification of documents and exam papers for the educational institutes with Bangla medium.
MZayed47/Multi-Agent-BC-Study
This repository holds my study and understanding on the applications of Multi Agent Behavior Cloning in real world problems.
MZayed47/Signature_Validator_GABOR
This repository contains my project on "Handwritten Signature Validation using GABOR Transform method". Few versions of a signature is first registered and stored in database. Then any signature is matched with a signature registered in the database.
MZayed47/SQIL_Immitation_Learning
In this piece of work, I have implemented Soft Quality Imitation Learning (SQIL) on Cartpole game environment. Now I'm trying to implement the algorithm on VizDoom Game Environment. It's still in progess.
MZayed47/end-to-end-service
This tutorial walks through the process of building an end-to-end service. It covers setting up a conda environment, creating functions, exposing it through an API, and running the API locally, how to dockerize the service using Dockerfile and docker-compose, and finally, how to access and interact with the containerized service.
MZayed47/mlops_pipeline_amazon_scraping
This API provides endpoints to search for products, retrieve the top-rated products, and get product reviews from an Amazon database.
MZayed47/Smart_Attendance_System
This project is a preliminary part of an ongoing Industrial Employee Attendance Project at Fab Lab, Independent University Bangladesh. I used the simplest "face_recognition" API for python in order to recognize faces in front of the camera. Along with it, I created an Attendance project that will use the webcam to detect faces and record the attendance live in an excel sheet. I also incorporated "datetime" library for recording the real-time when attendances are listed. The project also ensures that there is no overlap of attendance because it keeps track of the existing attendance list whenever a face is recognized.
MZayed47/Specific-Person-Detector
This repository contains my project to build specific person detectors from a video stream. Few further modification can also detect persons from a real-time video stream.
MZayed47/atis_solution_mz
MZayed47/automation-online-website-python
MZayed47/CS-GO-pyautogui
MZayed47/Frames_fixed_fps_length
1. frames.py ::: Extract all frames according to default fps. 2. fixed_fps.py ::: Extract all frames with a fixed fps. 3. fixed_fps_length.py ::: Extract all frames with a fixed fps and untill a defined video length.
MZayed47/GO-BlogPost-restapi-jwt-postgres
MZayed47/go-clean-template
Clean Architecture template for Golang services
MZayed47/go-coffeeshop
☕ A practical event-driven microservices demo built with Golang. Nomad, Consul Connect, Vault, and Terraform for deployment
MZayed47/GO-rest-api-postgres
MZayed47/GO-restapi-jwt-gin-mysql
GO RestAPI using MySQL database with JWT Authentication
MZayed47/k8s-walk-through
Baby steps through K8s
MZayed47/Multi-Agent-RL-Study
This Repository holds my study and understanding on the applications of Multi Agent Reinforcement Learning in real world problems.
MZayed47/MZayed47
Config files for my GitHub profile.
MZayed47/Person-Detector-Web
This repository contains my project on a web application for specific person detection from a video stream. Few further modification can also detect persons from a real-time video stream.
MZayed47/Pioneer_Alpha_MZ
ML Coding Task
MZayed47/Signature_ValidatorUI_SSIM
Match an input signature with existing signatures in database, along with the target user name as input.
MZayed47/Vehicle_Detection_from_Dash_Camera
This is a project built with Python3 to detect on-road vehicles from Dash cameras in cars. I have used Keras and TensorFlow as background. The algorithm I have used is YOLOv3.