{"repo":"ethen8181/machine-learning","free":true,"listed":false,"github":"https://github.com/ethen8181/machine-learning","clone":"git clone https://github.com/ethen8181/machine-learning.git","description":":earth_americas: machine learning tutorials (mainly in Python3)","language":"HTML","stars":3495,"topics":["machine-learning","data-science","jupyter-notebook","python3","deep-learning","python"],"license":"MIT","category":"machine-learning","readme_excerpt":"- machine-learning - Documentation Listings - deep learning - model deployment - operation research - reinforcement learning - ad - search - time series - projects - ab tests - model selection - dim reduct - recsys - trees - clustering - keras - text classification - regularization - networkx - association rule - big data - data science is software - ga - unbalanced - clustering old - linear regression - Python Programming machine-learning This is a continuously updated repository that documents personal journey on learning data science, machine learning related topics. Goal: Introduce machine learning contents in Jupyter Notebook format. The content aims to strike a good balance between mathematical notations, educational implementation from scratch using Python's scientific stack including numpy, numba, scipy, pandas, matplotlib, pyspark etc. and open-source library usage such as scikit-learn, fasttext, huggingface, onnx, xgboost, lightgbm, pytorch, keras, tensorflow, gensim, h2o, ortools, ray tune etc. Documentation Listings deep learning Curated notes on deep learning. - Softmax Regression from scratch. [nbviewer][html] - Softmax Regression - Tensorflow hello world. [nbviewer][html] - Multi-layers Neural Network - Tensorflow. [nbviewer][html] - Convolutional Neural Network (CNN) - Tensorflow. [nbviewer][html] - Recurrent Neural Network (RNN). - Vanilla RNN - Tensorflow. [nbviewer][html] - Long Short Term Memory (LSTM) - Tensorflow. [nbviewer][html] - RNN, LSTM - PyTorch h","default_branch":null,"files":null,"tree":[],"storefront":"/r/ethen8181","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ethen8181/machine-learning/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}