zhengz3000's repositories
trajectory_cluster
A Simple trajectory cluster Algorithm
An-Introduction-to-Statistical-Learning
This repository contains the exercises and its solution contained in the book An Introduction to Statistical Learning
annotated_deep_learning_paper_implementations
🧑🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
Bayesian-linear-regression
Tensorflow implementation of Bayesian linear regression (Weight Uncertainty in Neural Networks)
books_list_backup_2018_2019
book lab
CausalInferenceIntro
Causal Inference for the Brave and True的中文翻译版。全部代码基于Python，适用于计量经济学、量化社会学、策略评估等领域。英文版原作者：Matheus Facure
deep-learning
personal practice（个人练习，实现了深度学习中的一些算法，包括：四种初始化方法（zero initialize, random initialize, xavier initialize, he initialize），深度神经网络，正则化，dropout， 三种梯度下降方法(BGD, SGD, mini-batch)，六种优化算法(momentum、nesterov momentum、Adagrad、Adadelta、RMSprop、Adam)，梯度检验、batch normalization）、RNN
econometrics
陈强高级计量经济学笔记，使用python、matlab实现各模型估计
HCT-NLPBook
《深度学习之自然语言处理实战》相关代码
hohmann-transfer-orbit-tianwen
Tianwen-1, a simulation of the Homan transfer orbit from Mars to Earth（天问一号，火星到地球的霍曼转移轨道模拟）
Intelligent_Algrithm
智能优化算法
nlp-tutorial
Natural Language Processing Tutorial for Deep Learning Researchers
Pedestrian_Trajectory_Prediction
Implementation of Recurrent Neural Networks for future trajectory prediction of pedestrians.
Precipitation-Nowcasting
pytorch implemention of trajGRU. 用来预测机场OD的time series
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
PyTorch-Mini-Tutorials
Minimal tutorials for PyTorch
pytorch-seq2seq
Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.
statistic
collecting books, papers and docs.
TeachYourselfCS-CN
TeachYourselfCS 的中文翻译 | A Chinese translation of TeachYourselfCS
TensorFlow-Examples
TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)
TimeSeries-Seq2Seq-deepLSTMs-Keras
Seq2Seq based encoder-decoder neural network architectures can be applied on time series data to make forecasts. 自己重点参考代码！
TimeSeries_Seq2Seq
重点学习代码
TrafficPredict
Pytorch implementation for "TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents"
VesselTrajectoryPrediction
lstm-rnn, seq2seq model and attention-seq2seq model for vessel trajectory prediction.