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Abrar Istiak Akib's Projects

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

arithmetic-logic-unit-alu-design-and-simulation-in-verilog-and-proteus icon arithmetic-logic-unit-alu-design-and-simulation-in-verilog-and-proteus

This is a repository for our EEE 304 course project. The name of the course is Digital Electronics Laboratory. We have explored the ALU section of modern CPU using the concept of elementary digital electronics. Here verilog HDL was coded using Quartus II 9.0 version software and 4 bit ALU hardware design was done using Proteus software.

captum icon captum

Model interpretability and understanding for PyTorch

gamma-corrected-video-generation icon gamma-corrected-video-generation

When there is some challenge to overcome where it is the matter of brightness,luminosity then gamma correction works best among all pre-processing.To reproduce a good dataset over a less luminous dataset it may help.

isotree icon isotree

(Python, R, C++) Extended Isolation Forest, Fair-Cut Forest, SCiForest, with some additions (outlier detection + NA imputation + similarity)

object-based-mask-generation icon object-based-mask-generation

Object based mask generator is used to generate mask from a video from dataset of Office activity recognition.Mainly the task of this is to differentiate the video from irrelevant background object so that network can concentrate into important objects to classify better.

pretrained-models.pytorch icon pretrained-models.pytorch

Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.

robotics-simulations-in-v-rep-using-matlab icon robotics-simulations-in-v-rep-using-matlab

Robotics simulation is one of the most important tasks in robotics. Pre-requisite of a robotics project is simulation. In the task of simulation, v-rep is a favorable choice as it has nice interactive environment. Moreover, v-rep is flexible with language. One can code in python, lua, or matlab etc. Here it is a repository where I keep all of my v-rep simulations in robotics.

soccerbot icon soccerbot

For the enthusiast who loves to build soccerbot where code is simple as bot is manually controlled

symswarm-symmetrical_pattern_formation_in_a_swarm_of_mobile_robots icon symswarm-symmetrical_pattern_formation_in_a_swarm_of_mobile_robots

Symswarm is a symmetrical modular pattern formation algorithm which is for used to construct a symmetrical pattern among multiple mobile robots. The modular algorithm is divided into two phases where first phase is self guided independent phase and second phase is the swarm coordination phase between robots.

tvl1_optical_flow_framegeneration icon tvl1_optical_flow_framegeneration

Generating optical flow frame by using TVL1 algorithm in organized way is not so difficult. But for a newbie it is toilsome to find this easier task. TVL1 is most popular way to generate optical flow frame which outperforms most other algorithm but lacks processing speed.

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