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@computing-intelligence

computing-intelligence

The Artificial Intelligence course source code

Computing Intelligence

AI teaching organization — course materials, lecture notebooks, and companion code for a series of artificial-intelligence courses taught from 2017 to 2023, designed and taught by Marvin Gao.

Courses & Materials

Repository What it is
AI_courses_jupyters_and_slides Jupyter notebooks and slides for the AI / NLP / text-mining courses (2018–2021)
artificial-intelligence-fundemental-ability AI fundamentals course (2022): from heuristic search to machine learning and deep learning
RL-2023-Spring Reinforcement learning course, Spring 2023
AI-and-Python-Foundation Python and AI foundation course (2020)
References Curated reading list for AI & NLP: mathematics, machine learning, algorithms, and programming
Source-Code-of-Pragmatic-Artificial-Intelligence-Algorithms-Based-on-Natrual-Language-Processing Companion source code for the book Pragmatic Artificial Intelligence Algorithms: Based on Natural Language Processing(《人工智能算法与实践:基于自然语言处理》,机械工业出版社)

Course modules cover: search and heuristics, classic machine learning, deep learning, word embeddings and language models, automatic summarization, sentiment classification, reinforcement learning, and generative AI.

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  1. AI_courses_jupyters_and_slides AI_courses_jupyters_and_slides Public

    Jupyter notebooks and slides for the AI / NLP / text-mining courses (2018–2021)

    Jupyter Notebook 403 430

  2. References References Public

    Curated reading list for AI & NLP — mathematics, machine learning, algorithms, and programming references used across the courses

    401 268

  3. artificial-intelligence-fundemental-ability artificial-intelligence-fundemental-ability Public

    AI Fundamentals course (2022): from heuristic search to machine learning and deep learning — lesson notebooks and hands-on projects

    Jupyter Notebook 73 16

  4. datasource datasource Public

    Datasets used in course lectures and assignments

    25 51

  5. Source-Code-of-Pragmatic-Artificial-Intelligence-Algorithms-Based-on-Natrual-Language-Processing Source-Code-of-Pragmatic-Artificial-Intelligence-Algorithms-Based-on-Natrual-Language-Processing Public

    The Source code of 'Pragmatic Artificial Intelligence Algorithms: Based on Natural Language Processing' by China Machine Press(人工智能算法与实践:基于自然语言处理/中国机械工业出版社)

    Jupyter Notebook 14 15

  6. RL-2023-Spring RL-2023-Spring Public

    Reinforcement Learning Course, 2023, Spring

    Jupyter Notebook 9

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