dgkim5360 / The Elements Of Statistical Learning Notebooks
Jupyter notebooks for summarizing and reproducing the textbook "The Elements of Statistical Learning" 2/E by Hastie, Tibshirani, and Friedman
Stars: ✭ 241
Programming Languages
python3
1442 projects
Projects that are alternatives of or similar to The Elements Of Statistical Learning Notebooks
Stats Maths With Python
General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python
Stars: ✭ 381 (+58.09%)
Mutual labels: jupyter-notebook, scipy, matplotlib
Data Analysis
主要是爬虫与数据分析项目总结，外加建模与机器学习，模型的评估。
Stars: ✭ 142 (-41.08%)
Mutual labels: jupyter-notebook, scipy, matplotlib
Notes Python
中文 Python 笔记
Stars: ✭ 6,127 (+2442.32%)
Mutual labels: jupyter-notebook, scipy, matplotlib
Audio Spectrum Analyzer In Python
A series of Jupyter notebooks and python files which stream audio from a microphone using pyaudio, then processes it.
Stars: ✭ 273 (+13.28%)
Mutual labels: jupyter-notebook, scipy, matplotlib
Ncar Python Tutorial
Numerical & Scientific Computing with Python Tutorial
Stars: ✭ 50 (-79.25%)
Mutual labels: jupyter-notebook, scipy, matplotlib
Zhihu Spider
一个获取知乎用户主页信息的多线程Python爬虫程序。
Stars: ✭ 137 (-43.15%)
Mutual labels: jupyter-notebook, matplotlib
Usiigaci
Usiigaci: stain-free cell tracking in phase contrast microscopy enabled by supervised machine learning
Stars: ✭ 139 (-42.32%)
Mutual labels: jupyter-notebook, matplotlib
Scipy con 2019
Tutorial Sessions for SciPy Con 2019
Stars: ✭ 142 (-41.08%)
Mutual labels: jupyter-notebook, scipy
Qbstyles
QuantumBlack Matplotlib styles
Stars: ✭ 166 (-31.12%)
Mutual labels: jupyter-notebook, matplotlib
Data Science For Marketing Analytics
Achieve your marketing goals with the data analytics power of Python
Stars: ✭ 127 (-47.3%)
Mutual labels: jupyter-notebook, matplotlib
Psi4numpy
Combining Psi4 and Numpy for education and development.
Stars: ✭ 170 (-29.46%)
Mutual labels: jupyter-notebook, scipy
Ml Cheatsheet
A constantly updated python machine learning cheatsheet
Stars: ✭ 136 (-43.57%)
Mutual labels: scipy, matplotlib
Machine Learning Projects
This repository consists of all my Machine Learning Projects.
Stars: ✭ 135 (-43.98%)
Mutual labels: jupyter-notebook, matplotlib
Optimization Python
General optimization (LP, MIP, QP, continuous and discrete optimization etc.) using Python
Stars: ✭ 133 (-44.81%)
Mutual labels: jupyter-notebook, scipy
Machine Learning With Python
Practice and tutorial-style notebooks covering wide variety of machine learning techniques
Stars: ✭ 2,197 (+811.62%)
Mutual labels: jupyter-notebook, matplotlib
Dexplot
Simple plotting library that wraps Matplotlib and integrated with DataFrames
Stars: ✭ 208 (-13.69%)
Mutual labels: jupyter-notebook, matplotlib
Cheatsheets Ai
Essential Cheat Sheets for deep learning and machine learning researchers https://medium.com/@kailashahirwar/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5
Stars: ✭ 14,095 (+5748.55%)
Mutual labels: scipy, matplotlib
Windrose
A Python Matplotlib, Numpy library to manage wind data, draw windrose (also known as a polar rose plot), draw probability density function and fit Weibull distribution
Stars: ✭ 208 (-13.69%)
Mutual labels: jupyter-notebook, matplotlib
Deeplearning cv notes
📓 deepleaning and cv notes.
Stars: ✭ 223 (-7.47%)
Mutual labels: jupyter-notebook, matplotlib
================================================================ Jupyter Notebooks for the Elements of Statistical Learning (WIP)
It aims to summarize and reproduce the textbook "The Elements of Statistical Learning" 2/E by Hastie, Tibshirani, and Friedman.
Currently working the early chapters, I try to implement without frameworks like scikit-learn for showing the algorithms that the textbook introduces to me.
Also starting with the neural networks, I decided to use PyTorch_ which seems less magical (They say that torch.Tensor is numpy.ndarray with GPU support).
.. _PyTorch: //pytorch.org
Installation
Use your favorite virtualenv system and install the below dependencies; quite standard ones.
- numpy
- scipy
- matplotlib
- pandas
- jupyter
- pytorch
- scikit-learn (optional, used in my own articles)
.. code-block:: bash
(esl) $ pip install ipython numpy scipy matplotlib pandas jupyter
The command below installs pytorch for Python 3.6 without CUDA support.
For other settings, consult with pytorch.org.
(esl) $ pip install http://download.pytorch.org/whl/cpu/torch-0.3.1-cp36-cp36m-linux_x86_64.whl
Execution
Just run jupyter notebook.
Note that the project description data, including the texts, logos, images, and/or trademarks,
for each open source project belongs to its rightful owner.
If you wish to add or remove any projects, please contact us at [email protected].