Mashrukh Zayed's repositories
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.
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.
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.
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.
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.
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.
Multi-Agent-BC-Study
This repository holds my study and understanding on the applications of Multi Agent Behavior Cloning in real world problems.
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.
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.
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.
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.
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.
go-clean-template
Clean Architecture template for Golang services
go-coffeeshop
☕ A practical event-driven microservices demo built with Golang. Nomad, Consul Connect, Vault, and Terraform for deployment
GO-restapi-jwt-gin-mysql
GO RestAPI using MySQL database with JWT Authentication
k8s-walk-through
Baby steps through K8s
Mind_Game
This project includes some works of functions in C++, files, graphics and some conditions. It helps students to think about prediction mathematically. There are 100 numbers from 0-99 in a list and if one take a number in mind from it, my project finds out the exact number in only six steps. It includes graphics work in every step.
Multi-Agent-RL-Study
This Repository holds my study and understanding on the applications of Multi Agent Reinforcement Learning in real world problems.
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.
Pioneer_Alpha_MZ
ML Coding Task
Signature_ValidatorUI_SSIM
Match an input signature with existing signatures in database, along with the target user name as input.
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.