amitpant.com.np

amitpant7

Config files for my GitHub profile.

channel-pruning-efficientnetv2

I pruned 88% of channels of efficientNetV2 using LAMP pruning resulting 14x smaller model, 2.5x faster in inference, 14x fewer parameters & 2.5x fewer MACops. The loss in accuracy was somewhat 2% only.

data-mining-algorithms

All of my projects from data mining class along with reports

decision-trees

Classify if a banknote is geniune or forged based on 4 attributes using decion trees

evolutionary-neural-architectural-search-for-fpgas

Searching for Hardware Aware Neural Networks on ImageNet for FPGA in MobilenetV3 Search Space

handwritten-digit-recognizer-using-nn

Neural Networks for Handwritten Digit Recognition

id3-and-c4.5-from-scratch

Implementation and evaluation of ID3 and C4.5, decision tree algorithms from scratch

image_segmentation_using_k_means_clustering

k-nearest-neighbor

lauro---multiplayer-game

A simple multiplayer game usign pygame !

musical-track-database

Reads the Track data from xml file and creates a relation database in SQL that stores all data

n-vs-e

Newton Vs Einstien

naive-bayes

Performing EDA on titanicn and heart disease dataset and implementing Naive bayes classifier

nepali-celeb-localized-face-dataset

Face images of 49 famous individuals from Nepal, including actors, singers

once-for-all

[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

pong

This is a simple pong game with somewhat different module. The intial score is given 100 and if score falls below zero, you lose the game. The goal is to hit the ball and increase the score!

principal-component-analysis

PCA on random generated number, iris flower dataset and seed dataset and comparision with the scikitlearn pca.

pruning_efficienet_v2

Magnitude-based unstructured pruning to eliminate less valuable parameters from the network. I was able to prune 81% weights

pulmonary-classifier

A comparative analysis of different CNN Architectures for Pulmonary Disease Classification: Inception v3 vs. ResNet-50

python-script-to-evaluate-quantized-model-on-tests-set

Dequantizing the vitis ai quantized model to evalaute it's performance on the test set in pytorch.

python-to-acess-web

Acess web codes and exercises from py4e

quantizing-efficientnetv2-using-vitis-ai-pytorch

Quantization of efficientnet model that i pruned 81% using Vitis AI and compiling it for deployment on FPAG

quiz-app-flutter

simple quiz app, practice flutter

riddler---a-cesar-cipher

A simple encrypter and Decrypter

snns

Implementation of Spiking Neural Networks

vitis-ai

Vitis AI is Xilinx’s development stack for AI inference on Xilinx hardware platforms, including both edge devices and Alveo cards.

vitis-ai-copyleft-model-zoo

yolov5_prune

Pruning yolov5 based on ultralytics yolov5 implementation

yolov6-small

Yolov6 Small Implementation from scratch on Pytorch