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Thea Wenxin Xiang's Projects

100-pandas-puzzles icon 100-pandas-puzzles

100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)

auto-gpt icon auto-gpt

An experimental open-source attempt to make GPT-4 fully autonomous.

bertopic icon bertopic

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

data-science-interview-resources icon data-science-interview-resources

A repository listing out the potential sources which will help you in preparing for a Data Science/Machine Learning interview. New resources added frequently.

data-science-ipython-notebooks icon data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

ddia-references icon ddia-references

Literature references for “Designing Data-Intensive Applications”

dockerfile-practice icon dockerfile-practice

Create Docker images from Dockerfile, and add GitHub Actions workflow to automatically build the image, push it to DockerHub, and version the image and GitHub repo when changes are pushed to the Dockerfile.

docopt_demo icon docopt_demo

Practice on using docopt to create command line arguments in scripts.

ds-career-resources icon ds-career-resources

Compilation of resources and insights that helped me on my journey to data scientist

god-level-data-science-ml-full-stack icon god-level-data-science-ml-full-stack

A collection of scientific methods, processes, algorithms, and systems to build stories & models. This roadmap contains 16 Chapters, whether you are a fresher in the field or an experienced professional who wants to transition into Data Science & AI

leetcode-master icon leetcode-master

《代码随想录》LeetCode 刷题攻略:200道经典题目刷题顺序,共60w字的详细图解,视频难点剖析,50余张思维导图,支持C++,Java,Python,Go,JavaScript等多语言版本,从此算法学习不再迷茫!🔥🔥 来看看,你会发现相见恨晚!🚀

leetcode-sql-summary icon leetcode-sql-summary

*Summary of 102 LeetCode SQL questions* This note aims to help people learn and review SQL efficiently. The first draft mainly focuses on T-SQL/MS SQL Server.

ml-nlp icon ml-nlp

此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现,也是作为一个算法工程师必会的理论基础知识。

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