Amit Pant's repositories
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.
Evolutionary-Neural-Architectural-Search-for-FPGAs
Searching for Hardware Aware Neural Networks on ImageNet for FPGA in MobilenetV3 Search Space
Quantizing-Efficientnetv2-using-Vitis-AI-Pytorch
Quantization of efficientnet model that i pruned 81% using Vitis AI and compiling it for deployment on FPAG
Lauro---Multiplayer-Game
A simple multiplayer game usign pygame !
Pruning_efficienet_v2
Magnitude-based unstructured pruning to eliminate less valuable parameters from the network. I was able to prune 81% weights
Pulmonary-Disease-Classification
A comparative analysis of different CNN Architectures for Pulmonary Disease Classification: Inception v3 vs. ResNet-50
Data-Mining-Algorithms
All of my projects from data mining class along with reports
Nepali-Celeb-Localized-Face-Dataset
Face images of 49 famous individuals from Nepal, including actors, singers
amitpant7
Config files for my GitHub profile.
Decision-Trees
Classify if a banknote is geniune or forged based on 4 attributes using decion trees
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
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
once-for-all
[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment
Principal-Component-Analysis
PCA on random generated number, iris flower dataset and seed dataset and comparision with the scikitlearn pca.
Pulmonary-Classifier
About 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
Quiz-App-Flutter
simple quiz app, practice flutter
Riddler---A-Cesar-Cipher
A simple encrypter and Decrypter