Tutorials on how to implement a few key architectures for image classification using PyTorch and TorchVision.

FPGA Accelerator for CNN using Vivado HLS

Artificial Intelligence Learning Notes.

Simple program to learn CNN (LeNet-5) in pure C

A hardware implementation of CNN, written by Verilog and synthesized on FPGA

The simplest implementation of LeNet5 with mnist in PyTorch. Accuracy: ~99%

An Eyeriss Chip (researched by MIT, a CNN accelerator) simulator and New DNN framework "Hive"

pytorch and cifar10

Tutorials of deep learning for computer vision.

Learning Deep Features for Discriminative Localization (2016)

a collection of my notes on deep learning

AutoDiff DAG constructor, built on numpy and Cython. A Neural Turing Machine and DeepQ agent run on it. Clean code for educational purpose.

Baseline classifiers on the polluted MNIST dataset, SJTU CS420 course project

Handwritten Digit Recognition Using Convolutional Neural Network by Python

This repository presents an innovative approach to classifying blood groups using fingerprint images through deep learning techniques. The project explores state-of-the-art convolutional neural network (CNN) architectures, such as ResNet, VGG16, AlexNet, and LeNet, to analyze and predict blood groups accurately.

FPGA and GPU acceleration of LeNet5

Implementation of LeNet5 without any auto-differentiate tools or deep learning frameworks. Accuracy of 98.6% is achieved on MNIST dataset.

This code includes classification and detection tasks in Computer Vision, and semantic segmentation task will be added later.

A tiny implementation of LeNet (without deep learning framework)

An open source Verilog Based LeNet-1 Parallel CNNs Accelerator for FPGAs in Vivado 2017

Classify traffic signs by three classic ConvNets architecture using GTSRB dataset.

Training LeNet, VGG, ResNet, DenseNet on CIFAR10 with PyTorch.

Training model architectures like VGG16, GoogLeNet, DenseNet etc on CIFAR-10 dataset

本仓库包含了完整的深度学习应用开发流程，以经典的手写字符识别为例，基于LeNet网络构建。推理部分使用torch、onnxruntime以及openvino框架💖

Implement lenet and vgg19 by tensorflow with dataset mnist using tfrecord

Build a CNN (LeNet) model for smile detection

Project of photoelectric information processing experiment in ZJU, ISEE

Sound Classification Dataset

Dive to Deep Learning with Pytorch C++ API

Unveiling the Layers: Neural Networks from first principles