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my-CS-road

Here is the document of my self-study road to Computer Science. Hope my road can shed little light to you.

The open source classes I have taken and to be taken

  • CS61c, this class is to introduce the computer system.
  • CS161, this class is to introduce the computer security.
    • The project 1, which is about exploiting the C program vulnerabilities using gdb.
    • The project 2, which is about the encrypted system using Go. It is really a heavy project, and I haved started it.
  • MIT 6.5940, this class is to introduce the efficient deep learning.
  • CMU 10-714, Deep learning system. The class will lead to build your own dlsys needle (NEcessary Element of Deep LEarning system).
    • Needle supports training and inference with CUDA backend, cpu backend and numpy backend.
  • Dive into deep learning, this class is to introduce the deep learning and machine learning.
  • deeplearning-ai, this class is to introduce the deep learning and machine learning.
  • MIT s6.031, this class is to introduce the software construction.
  • MIT Missing semester, this class is to introduce the tools that will never be taught in class but will be very useful.
  • CS 839 Advanced Machine Learning Systems, Spring 2022
    • This course will cover a wide range of topics related to the design and implementation of Systems for Machine Learning including efficient model training, inference and specialized systems designed for graph learning, recommendation systems etc.
    • The prerequisites for this course are Advanced Operating Systems (CS 736) or Big Data Systems (CS 744), or equivalent courses.
    • This is really a high performance ML-sys, and I just find it recently.

The project I have done and to be done

  • Relation extraction with BERT
  • Name entity recognition with BERT
  • The object kinetic Monte Carlo simulation
  • The program of canonical Huffman compression
  • Tinyflow, which is to implement the deep learning framework, written by tianqi. [UPDATE], this class is covered in CMU 10-714. I will put tinyflow aside.

Other millstones about CS

  • LeetCode knight
  • LeetCode guardian.

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