qinhanmin2014 Goto Github PK

deep-learning-andrew-ng

Deep learning online course from Andrew Ng.

examples

TensorFlow examples

fine-tune-bert-for-text-classification

Code to reproduce the paper "How to Fine-Tune BERT for Text Classification"

kaggle-bike-sharing-demand

simple solution based on Gradient Boost and Random Forest, rank 24/3251 (top 1%) within 60 lines of python code

kaggle-forest-cover-type-prediction

top 2% (17/1694) based on ExtraTreesClassifier and LGBMClassifier

kaggle-house-prices-advanced-regression-techniques

top 20%, based on scikit-learn/XGBoost/LightGBM

kaggle-rossmann-store-sales

top 2% (45/3302), based on XGBRegressor

kaggle-san-francisco-crime-classification

top 2% (45/2333), based on CatBoostClassifier

kaggle-toxic-comment-classification-challenge

top 1% based on RNN&CNN&bert

keras

Deep Learning for humans

keras-datasets

For those who are behind the Great Wall

learning-materials

leetcode-solutions

LeetCode Solutions in Python, Java and C++

machine-learning-andrew-ng

Machine learning online course from Andrew Ng.

machine-learning-in-action

Source code from the book Machine Learning in Action, corrected the errors, updated according to python 3.X

machine-learning-notes

some personal notes

machine-learning-papers

papers about important machine learning algorithms

ml-paper-reproduce

msr-scripts

pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

rl-baselines

scikit-learn

scikit-learn: machine learning in Python

sklearn-svm-guide

Rapidly obtain acceptable results using SVM (based on scikit-learn)

tensorflow

An Open Source Machine Learning Framework for Everyone

tiny-gradient-boosting-regressor

tiny gradient boosting regressor within 150 lines of python code, compared with LightGBM

tiny-sklearn

Tiny implementation of important algorithms in scikit-learn. Useful when understanding ML algorithms and scikit-learn.

transformers

🤗 Transformers: State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch.

udacity-machine-learning-projects

Udacity's Machine Learning curriculum