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施熠民 SHI YIMIN's Projects

basic-machine-learning-models icon basic-machine-learning-models

A collection for basic machine learning and data mining model implementations, in Python, mainly referencing the books: *Machine Learning: A Probabilistic Perspective* and *Data Mining Concepts and Techniques*. Most codes are implemented in a plain way, without using high-level API or modules. The demo of results is also generally available. Suitable for example and self-learning. Have fun!

lgcn icon lgcn

Codes for papers: 1. Graph Convolutional Network for Recommendation with Low-pass Collaborative Filters (ICML). 2. Less is More: Exploring Simple and Powerful Low-pass Graph Convolutional Network for Recommendation. 3. Self-propagation Graph Neural Network for Recommendation (TKDE).

simple-compiler-generator icon simple-compiler-generator

Implementation for a simple compiler generator, including following contents: (1) Scanner Generator (2) LL(1) Parser Generator (3) Simple Backend Instance for Simple-C Language

singa icon singa

a distributed deep learning platform

system-security-exploit-practice icon system-security-exploit-practice

Practiced several system security exploits with C language in a specific Linux image, most of which aim to achieve root privileges or tamper with some data, breaking the integrity or/and the confidentiality of the system. Some general techniques applied to the vulnerable custom programs include stack overflow, integer overflow, format string tricks, double free, return-to-libc, rop. More than that, some vulnerabilities once existed in the real-world Linux versions are also exploited, including SUDO and GHTTPD.

tinysql icon tinysql

A course to build the SQL layer of a distributed database.

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