Pinned Repositories
ABtesting-notes
academic_advisory
Collected opinions and advice for academic programs focused on data science skills.
AI-ethics-reading
One sentence summary of my own curated literatures on AI ethics
ckmeans
cloud-ml-examples
cookiecutter
A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
course-nlp
A Code-First Introduction to NLP course
Coursera-Machine-Learning
Coursera Machine Learning - Python code
pathology-picture-est
estimate the percentage of cells in a histopathology sample
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 ;)
lilsummer's Repositories
lilsummer/academic_advisory
Collected opinions and advice for academic programs focused on data science skills.
lilsummer/AI-ethics-reading
One sentence summary of my own curated literatures on AI ethics
lilsummer/cloud-ml-examples
lilsummer/cookiecutter
A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
lilsummer/course-nlp
A Code-First Introduction to NLP course
lilsummer/misinfo-NLP
capstone project on misinformation
lilsummer/MLE-8-repo
machine learning eng course
lilsummer/covid-workplace-risk
A simulation-based stochastic contact network to assess the cumulative incidence of COVID-19 in workplaces.
lilsummer/CS598_DL
lilsummer/data-science-template
A starter template for data science projects
lilsummer/DS-Career-Resources
Compilation of resources and insights that helped me on my journey to data scientist
lilsummer/interpret
Fit interpretable models. Explain blackbox machine learning.
lilsummer/kaggle_kernels
lilsummer/keep-a-changelog
If you build software, keep a changelog.
lilsummer/LeetCodeAnimation
Demonstrate all the questions on LeetCode in the form of animation.（用动画的形式呈现解LeetCode题目的思路）
lilsummer/lilsummer.github.io
My Portfolio - Personal Website
lilsummer/medial_interpreter_llm
lilsummer/mixem
Pythonic Expectation-Maximization (EM) implementation for fitting mixtures of probability densities
lilsummer/ml-design-patterns
Source code accompanying O'Reilly book: Machine Learning Design Patterns
lilsummer/ml-glossary
Machine learning glossary
lilsummer/ML_recipes
recipes for ml and stats problems
lilsummer/newsvendor
Newsvendor model with Python
lilsummer/numerics-review
Jupyter notebooks with answers to end of chapter review questions for the textbook Scientific Computing by Michael Heath (2018).
lilsummer/presentations_n_talks
talks and presentations
lilsummer/pyod
A Python Toolkit for Scalable Outlier Detection (Anomaly Detection)
lilsummer/python-patterns
A collection of design patterns/idioms in Python
lilsummer/PyTorchNLPBook
Code and data accompanying Natural Language Processing with PyTorch published by O'Reilly Media http://nlproc.info/pytorch
lilsummer/spark-nlp-workshop
Public runnable examples of using John Snow Labs' NLP for Apache Spark.
lilsummer/SparkSummit2020
Sample Databricks notebook for the 2020 Databricks / Spark Summit
lilsummer/startups_success_clf