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๋ฐฑ๊ฑดยท2022๋…„ 1์›” 21์ผ
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์•ˆ๋‚ด..

  • ํŠน๋ณ„ํ•œ ๊ฑฐ ์—†์Œ
  • ๋‚˜์ค‘์— ์ƒ๊ฐ๋‚˜๋ฉด ์ถ”๊ฐ€ํ•ด์•ผ์ง€
  • ๊ธฐ์–ต๋‚˜๋Š” ๊ฑด LMS ์‚ฌ์šฉ๋ฒ•
    - LMS๋Š” Learning management system ์˜ ์•ฝ์ž
    - ํ€ด์ฆˆ๋ฅผ ํ’€์ˆ˜ ์žˆ๊ฒŒ ๋˜์–ด์žˆ๊ณ 
    - ์ฝ”๋“œ๋ฅผ ์‹คํ–‰์‹œํ‚ฌ ์ˆ˜ ์žˆ๊ณ 
    - ํ† ๊ธ€์ด ์žˆ์–ด์„œ ์˜ˆ์‹œ ์ •๋‹ต ํ™•์ธ์ด ๊ฐ€๋Šฅํ•˜๊ณ 
    - ๋ฏธ๋‹ˆ ํฌ๋Ÿผ์ด ์žˆ์–ด์„œ ๊ทธ ์•ˆ์—์„œ ํ† ๋ก ํ•  ์ˆ˜ ์žˆ๊ณ 
    - ๋‹จ์›๋‚ด ์ด๋™ํ•  ์ˆ˜ ์žˆ๋Š” ๋ฆฌ์ŠคํŠธ ํƒญ์ด ์žˆ๊ณ 
    - ํ€ด์ฆˆ๋‚˜ ์ฝ”๋“œ๋ฅผ ๋‹ค ์‹คํ–‰์‹œํ‚ค์ง€ ์•Š์œผ๋ฉด ๋‹ค์Œ์œผ๋กœ ์•ˆ๋„˜์–ด๊ฐ€์ง€๊ณ 
    - ํด๋ผ์šฐ๋“œ ํ™˜๊ฒฝ์„ ์ œ๊ณตํ•ด์„œ ๊ฐ ๋…ธ๋“œ๋งˆ๋‹ค ์ƒˆ๋กœ์šด ํ™˜๊ฒฝ์„ ์ œ๊ณตํ•ด dataํŒŒ์ผ์ด ์ปค๋„์— ๋”ฐ๋ผ ๋‹ค๋ฅด๊ฒŒ ๋ณด์ž„
    - ์šฐ๋ถ„ํˆฌ ํ™˜๊ฒฝ์œผ๋กœ ๋˜์–ด ์žˆ๊ณ 
    - ์„ค์น˜๋œ pip ๋ฆฌ์ŠคํŠธ๋Š”
    absl-py 0.12.0
    aiohttp 3.8.1
    aiosignal 1.2.0
    albumentations 1.1.0
    antlr4-python3-runtime 4.8
    anyio 3.4.0
    appdirs 1.4.4
    argon2-cffi 21.1.0
    astunparse 1.6.3
    async-generator 1.10
    async-timeout 4.0.1
    attrs 21.2.0
    audioread 2.1.9
    backcall 0.2.0
    backports.functools-lru-cache 1.6.4
    beautifulsoup4 4.6.0
    black 21.12b0
    bleach 4.1.0
    branca 0.4.2
    brotlipy 0.7.0
    cachetools 4.2.4
    certifi 2021.10.8
    cffi 1.15.0
    chardet 3.0.4
    charset-normalizer 2.0.8
    clang 5.0
    click 8.0.3
    click-plugins 1.1.1
    cligj 0.7.2
    cloudpickle 2.0.0
    cmake 3.21.3
    colorama 0.4.4
    conda 4.11.0
    conda-build 3.21.7
    conda-package-handling 1.7.3
    cryptography 36.0.0
    cssselect 1.1.0
    customized-konlpy 0.0.64
    cycler 0.11.0
    Cython 0.29.24
    dataclasses 0.6
    datasets 1.14.0
    debugpy 1.5.1
    decorator 4.4.2
    defusedxml 0.7.1
    delayed 0.11.0b1
    Deprecated 1.2.13
    dill 0.3.4
    dlib 19.22.1
    docutils 0.18.1
    editdistance 0.6.0
    efficientnet 1.0.0
    efficientnet-pytorch 0.7.1
    entrypoints 0.3
    essential-generators 1.0
    face-recognition 1.3.0
    face-recognition-models 0.3.0
    feedfinder2 0.0.4
    feedparser 6.0.8
    filelock 3.4.0
    Fiona 1.8.20
    Flask 2.0.2
    flask-ngrok 0.0.25
    flatbuffers 1.12
    folium 0.12.1
    fonttools 4.28.3
    frozenlist 1.2.0
    fsspec 2021.11.1
    future 0.18.2
    fvcore 0.1.5.post20211023
    gast 0.4.0
    gensim 4.1.2
    geopandas 0.10.1
    glob2 0.7
    google-api-core 2.2.2
    google-api-python-client 2.26.1
    google-auth 2.3.3
    google-auth-httplib2 0.1.0
    google-auth-oauthlib 0.4.6
    google-cloud-vision 2.5.0
    google-pasta 0.2.0
    googleapis-common-protos 1.53.0
    googletrans 3.0.0
    grpcio 1.42.0
    grpcio-status 1.42.0
    h11 0.9.0
    h2 3.2.0
    h3 3.7.3
    h5py 3.1.0
    hiredis 2.0.0
    hpack 3.0.0
    hstspreload 2021.12.1
    httpcore 0.9.1
    httplib2 0.20.2
    httpx 0.13.3
    huggingface-hub 0.0.19
    hydra-core 1.1.1
    hyperframe 5.2.0
    idna 2.10
    imageio 2.9.0
    imageio-ffmpeg 0.4.5
    imantics 0.1.12
    imbalanced-learn 0.8.1
    imgaug 0.4.0
    implicit 0.4.8
    importlib-metadata 4.8.2
    importlib-resources 5.4.0
    iopath 0.1.9
    ipykernel 6.6.0
    ipython 7.28.0
    ipython-genutils 0.2.0
    ipywidgets 7.6.5
    itsdangerous 2.0.1
    jedi 0.18.1
    jieba3k 0.35.1
    Jinja2 3.0.3
    joblib 1.1.0
    JPype1 1.3.0
    jsonpickle 2.0.0
    jsonschema 4.2.1
    jupyter-client 7.1.0
    jupyter-core 4.9.1
    jupyter-desktop-server 0.1.3
    jupyter-server 1.13.1
    jupyter-server-proxy 3.2.0
    jupyterlab-pygments 0.1.2
    jupyterlab-widgets 1.0.2
    keras 2.6.0
    Keras-Applications 1.0.8
    keras-ocr 0.8.8
    Keras-Preprocessing 1.1.2
    kiwisolver 1.3.2
    konlpy 0.5.2
    labelme2coco 0.1.2
    libarchive-c 3.2
    librosa 0.8.1
    lightgbm 3.3.0
    llvmlite 0.36.0
    lmdb 1.2.1
    loguru 0.5.3
    lxml 4.6.3
    Markdown 3.3.6
    MarkupSafe 2.0.1
    matplotlib 3.4.3
    matplotlib-inline 0.1.3
    matplotlib-venn 0.11.6
    mecab-python 0.996-ko-0.9.2
    mido 1.2.10
    missingno 0.5.0
    mistune 0.8.4
    moviepy 1.0.3
    msgpack 1.0.3
    multidict 5.2.0
    multiprocess 0.70.12.2
    munch 2.5.0
    mypy-extensions 0.4.3
    nbclient 0.5.9
    nbconvert 6.3.0
    nbformat 5.1.3
    nest-asyncio 1.5.4
    networkx 2.6.3
    newspaper3k 0.2.8
    nltk 3.6.5
    notebook 6.1.6
    numba 0.53.1
    numpy 1.21.4
    oauthlib 3.1.1
    omegaconf 2.1.1
    opencv-contrib-python 4.5.3.56
    opencv-python 4.5.3.56
    opencv-python-headless 4.5.4.60
    opt-einsum 3.3.0
    outcome 1.1.0
    packaging 21.3
    pandas 1.3.3
    pandocfilters 1.5.0
    parso 0.8.3
    pathspec 0.9.0
    patsy 0.5.2
    pexpect 4.8.0
    pickleshare 0.7.5
    Pillow 8.3.2
    pip 21.3.1
    pixellib 0.7.1
    pkginfo 1.8.1
    platformdirs 2.4.0
    pmdarima 1.8.3
    pooch 1.5.2
    portalocker 2.3.2
    proglog 0.1.9
    prometheus-client 0.12.0
    promise 2.3
    prompt-toolkit 3.0.22
    proto-plus 1.19.8
    protobuf 3.19.1
    psutil 5.8.0
    ptyprocess 0.7.0
    py4j 0.10.9
    pyarrow 6.0.1
    pyasn1 0.4.8
    pyasn1-modules 0.2.8
    pyclipper 1.3.0.post2
    pycosat 0.6.3
    pycparser 2.21
    pydot 1.4.2
    pydotplus 2.0.2
    Pygments 2.10.0
    pyOpenSSL 21.0.0
    pyparsing 3.0.6
    pyproj 3.2.1
    PyQt5 5.15.6
    PyQt5-Qt5 5.15.2
    PyQt5-sip 12.9.0
    pyrsistent 0.18.0
    PySocks 1.7.1
    pyspark 3.1.2
    pytesseract 0.3.8
    python-dateutil 2.8.2
    python-Levenshtein 0.12.2
    pytz 2021.3
    pyvis 0.1.9
    PyWavelets 1.2.0
    PyYAML 6.0
    pyzmq 22.3.0
    qudida 0.0.4
    ray 1.7.0
    redis 4.0.2
    regex 2021.11.10
    requests 2.26.0
    requests-file 1.5.1
    requests-oauthlib 1.3.0
    resampy 0.2.2
    rfc3986 1.5.0
    rsa 4.8
    ruamel-yaml-conda 0.15.80
    sacremoses 0.0.46
    scikit-image 0.18.3
    scikit-learn 1.0
    scipy 1.7.1
    seaborn 0.11.2
    selenium 4.0.0
    Send2Trash 1.8.0
    sentencepiece 0.1.96
    setuptools 59.4.0
    sgmllib3k 1.0.0
    Shapely 1.7.1
    simpervisor 0.4
    six 1.16.0
    smart-open 5.2.1
    sniffio 1.2.0
    sortedcontainers 2.4.0
    SoundFile 0.10.3.post1
    soupsieve 2.3.1
    soynlp 0.0.493
    statistics 1.0.3.5
    statsmodels 0.13.0
    summa 1.2.0
    tabulate 0.8.9
    tensorboard 2.7.0
    tensorboard-data-server 0.6.1
    tensorboard-plugin-wit 1.8.0
    tensorflow-addons 0.14.0
    tensorflow-datasets 4.4.0
    tensorflow-estimator 2.7.0
    tensorflow-gpu 2.6.0
    tensorflow-hub 0.12.0
    tensorflow-metadata 1.5.0
    termcolor 1.1.0
    terminado 0.12.1
    testpath 0.5.0
    threadpoolctl 3.0.0
    tifffile 2021.11.2
    tinysegmenter 0.3
    tldextract 3.1.2
    tokenizers 0.10.3
    tomli 1.2.2
    torch 1.9.1+cu111
    torchaudio 0.9.1
    torchvision 0.10.1+cu111
    tornado 6.1
    tqdm 4.62.3
    traitlets 5.1.1
    transformers 4.11.3
    trio 0.19.0
    trio-websocket 0.9.2
    tweepy 3.10.0
    typeguard 2.13.2
    typing_extensions 4.0.1
    uritemplate 4.1.1
    urllib3 1.26.7
    validators 0.18.2
    wcwidth 0.2.5
    webencodings 0.5.1
    websocket-client 1.2.3
    websockify 0.10.0
    Werkzeug 2.0.2
    wget 3.2
    wheel 0.37.0
    widgetsnbextension 3.5.2
    wordcloud 1.8.1
    wrapt 1.12.1
    wsproto 1.0.0
    xgboost 1.4.2
    xmljson 0.2.1
    xxhash 2.0.2
    yacs 0.1.8
    yarl 1.7.2
    zipp 3.6.0
    - GPU
    +-----------------------------------------------------------------------------+
    | NVIDIA-SMI 450.119.04 Driver Version: 450.119.04 CUDA Version: 11.0 |
    |-------------------------------+----------------------+----------------------+
    | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
    | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
    | | | MIG M. |
    |===============================+======================+======================|
    | 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |
    | N/A 36C P8 9W / 70W | 0MiB / 15109MiB | 0% Default |
    | | | N/A |
    +-------------------------------+----------------------+----------------------+

+-----------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=============================================================================|
| No running processes found |
+-----------------------------------------------------------------------------+

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