DreamNotOver's Projects
BEST SCORE ON KAGGLE SO FAR , EVEN BETTER THAN THE KAGGLE TEAM MEMBER WHO DID BEST SO FAR. The project is about diagnosing pneumonia from XRay images of lungs of a person using self laid convolutional neural network and tranfer learning via inceptionV3. The images were of size greater than 1000 pixels per dimension and the total dataset was tagged large and had a space of 1GB+ . My work includes self laid neural network which was repeatedly tuned for one of the best hyperparameters and used variety of utility function of keras like callbacks for learning rate and checkpointing. Could have augmented the image data for even better modelling but was short of RAM on kaggle kernel. Other metrics like precision , recall and f1 score using confusion matrix were taken off special care. The other part included a brief introduction of transfer learning via InceptionV3 and was tuned entirely rather than partially after loading the inceptionv3 weights for the maximum achieved accuracy on kaggle till date. This achieved even a higher precision than before.
Real-time PPE detection and tracking using YOLO v3 and deep_sort
2018年下半年常用的Shell、Python脚本等
Simple PyTorch Tutorials Zero to ALL!
Qt5-C++-GUI-Programming-Cookbook-Second-Edition, published by Packt
The dataset is used to train my own raccoon detector and I blogged about it on Medium
question answering, reading comprehension toolkit
yolo rest service
Safety helmet wearing detect dataset, with pretrained model
Scripts to build your own IPsec VPN server, with IPsec/L2TP and Cisco IPsec on Ubuntu, Debian and CentOS
基于 ansible 自动化搭建、自动化部署CDH集群
Materials for my scikit-learn tutorial
This project provides Apache Spark SQL, RDD, DataFrame and Dataset examples in Scala language
批量实现多台服务器之间ssh无密码登录的相互信任关系
批量ssh互信脚本 shell + expect
2018年腾讯广告算法大赛Rank10代码:深度部分
TensorFlow Tutorials with YouTube Videos
A script to automate building Tensorflow on Windows and solve some problems.
A Neural Net training Interface on TensorFlow, with focus on speed + flexibility
使用pytorch和京东某商品评价数据集,采用不同模型对文本进行分类
A Benchmark of Text Classification in PyTorch
’达观杯‘文本智能处理挑战赛,文本分类任务的实现,包括一些传统的监督学习算法和深度学习算法,主要基于sklearn/xgb/lgb/pytorch包实现。
Creation of REST API for TensorFlow models hosted by TensorFlow Serving
How To Train an Object Detection Classifier for Multiple Objects Using TensorFlow (GPU) on Windows 10
Train a state-of-the-art object detector from scratch!
Implementing Transfer Learning for custom data using VGG-16 and Resnet-50