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jakez's Projects

barra_cne5 icon barra_cne5

Provide risk forecasts by Barra China Equity Model

captcha icon captcha

A captcha library that generates audio and image CAPTCHAs.

chinese_ocr icon chinese_ocr

CTPN + DenseNet + CTC based end-to-end Chinese OCR implemented using tensorflow and keras

courses icon courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

finrl icon finrl

FinRL: Financial Reinforcement Learning. 🔥

my_orc_keras_verification_code_identification icon my_orc_keras_verification_code_identification

本项目实现了ocr主流算法gru/lstm+ctc+cnn架构,进行不定长度验证码识别,达到不分割字符而识别验证码内容的效果。验证码内容包含了大小字母以及数字,并增加点、线、颜色、位置、字体等干扰项。本项目对gru +ctc+cnn、lstm+ctc+cnn、cnn三种架构进行了对比,实践说明同等训练下gru/lstm+ctc+cnn架构准确率和速度均明显优于cnn架构,gru +ctc+cnn优于lstm+ctc+cnn,在实验2500个样本数据200轮训练时,gru +ctc+cnn架构在500样本测试准确率达90.2%。本项目技术能够训练长序列的ocr识别,更换数据集和相关调整,即可用于比如身份证号码、车牌、手机号、邮编等识别任务,也可用于汉字识别。

pumpkin-book icon pumpkin-book

《机器学习》(西瓜书)公式推导解析,在线阅读地址:https://datawhalechina.github.io/pumpkin-book

python-binance icon python-binance

Binance Exchange API python implementation for automated trading

spert_chinese icon spert_chinese

基于论文SpERT: "Span-based Entity and Relation Transformer"的中文关系抽取,同时抽取实体、实体类别和关系类别。

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