Машинное обучение и Большие данные

Software installation

• Anaconda - https://www.anaconda.com/products/individual
  • To remove (base) from PS1 - conda config --set changeps1 false
• sklearn - https://scikit-learn.org/stable/
• CatBoost - https://catboost.ai/
• LightGBM - https://lightgbm.readthedocs.io/en/latest/
• XGBoost - https://xgboost.readthedocs.io/en/stable/
• Tensorflow - https://www.tensorflow.org/install - Tensorflow for old GPUs

$x^{2}+y^{2}=z^{2}$

Курсы

• TensorFlow 2.0 Complete Course - Python Neural Networks for Beginners Tutorial
• https://medium.com/nuances-of-programming/%D1%82%D0%BE%D0%BF-10-%D0%BA%D1%83%D1%80%D1%81%D0%BE%D0%B2-%D0%BF%D0%BE-%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC%D1%83-%D0%B8-%D0%B3%D0%BB%D1%83%D0%B1%D0%BE%D0%BA%D0%BE%D0%BC%D1%83-%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D1%8E-%D0%B2-2020-1e1d870a24b7
• https://skillbox.ru/course/profession-data-scientist/
• https://new.geekbrains.ru/machine-learning
• https://praktikum.yandex.ru/data-scientist/
• https://www.coursera.org/learn/machine-learning
• https://www.coursera.org/specializations/deep-learning
• https://ru.coursera.org/specializations/machine-learning-data-analysis
• https://www.udacity.com/course/machine-learning--ud262
• https://www.udacity.com/course/intro-to-machine-learning--ud120

Большие данные

• Лучшие в своём деле: Артур Хачуян | Большие данные — Big Data | ЛСД #7 https://www.youtube.com/watch?v=frLydE1UCvA
• «На чём корпорации вертели вашу приватность», Артур Хачуян (Tazeros Global) https://www.youtube.com/watch?v=8IJxO44kq24

Методы

• Теорема Байеса
• Функции ошибки и регуляризация
• Расстояние Кульбака-Лейблера и перекрестная энтропия
• Градиентный спуск: основы
• Граф вычислений и дифференцирование на нем
• Перцептрон
• Глубокие нейронные сети
• Классификация
• Кластеризация
• Регрессия
• Машинное зрение
• Метод к-средних
• word2vec

Библиотеки

• NumPy - https://www.numpy.org/
• SciPy - https://www.scipy.org/
• Pandas - https://pandas.pydata.org/
  • Pandas like SQL
• Scikit-learn - https://scikit-learn.org/stable/
• Matplotlib - https://matplotlib.org/
• Gensim - https://radimrehurek.com/gensim/
• H2O - https://github.com/h2oai/h2o-tutorials
• XGBoost - https://xgboost.readthedocs.io/en/latest/
• CatBoost - https://yandex.ru/dev/catboost/
• Theano - http://deeplearning.net/software/theano/
• TensorFlow - https://www.tensorflow.org/
• sknn - https://scikit-neuralnetwork.readthedocs.io/en/latest/
• Theanets - https://github.com/lmjohns3/theanets
• Keras - https://keras.io/
• OpenCV - https://opencv.org/

Датасеты

• http://yann.lecun.com/exdb/mnist/
• http://www.image-net.org/
• https://en.wikipedia.org/wiki/List_of_datasets_for_machine_learning_research
• https://storage.googleapis.com/openimages/web/index.html
• https://github.com/philipperemy/timit
• https://www.nist.gov/programs-projects/face-recognition-grand-challenge-frgc

NLP

• https://ru.wikipedia.org/wiki/GPT-3
• https://russiannlp.github.io/rugpt-demo/
• https://copy.ai
• https://github.com/sberbank-ai/ru-gpts

Железо и драйверы

• https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&target_distro=Ubuntu&target_version=1604&target_type=deblocal
• https://www.tensorflow.org/install/gpu
• https://cloud.google.com/tpu/

Темы

• https://en.wikipedia.org/wiki/Outline_of_artificial_intelligence#Branches_of_artificial_intelligence

Face Recognition

• https://github.com/ageitgey/face_recognition
• https://cmusatyalab.github.io/openface/

Speech Recognition

• https://pypi.org/project/SpeechRecognition/

Image Object Recognition

• https://imageai.readthedocs.io/en/latest/
  • https://stackabuse.com/object-detection-with-imageai-in-python/
  • https://towardsdatascience.com/object-detection-with-10-lines-of-code-d6cb4d86f606

StereoVision

• https://medium.com/stereopi/opencv-and-depth-map-on-stereopi-tutorial-62cb6792bbed

Anaconda

• https://www.anaconda.com/products/individual
• https://docs.anaconda.com/anaconda/install/linux/
• https://mas-dse.github.io/startup/anaconda-ubuntu-install/

TensorFlow

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Некоторые полезные ресурсы

• https://ods.ai/
• https://en.wikipedia.org/wiki/Outline_of_artificial_intelligence
• https://en.wikipedia.org/wiki/List_of_artificial_intelligence_projects
• https://en.wikipedia.org/wiki/List_of_datasets_for_machine_learning_research
• http://wordnet.princeton.edu/
• http://project.phil.spbu.ru/RussNet/index_ru.shtml
• http://wordnet.ru/
• http://www.vision.caltech.edu/Image_Datasets/Caltech101/
• https://www.scipy.org/
• http://www.numpy.org/
• http://leenissen.dk/fann/html/files/fann_train-h.html
• https://archive.ics.uci.edu/ml/datasets/mushroom
• https://archive.ics.uci.edu/ml/index.php
• https://www.kaggle.com/
• https://keras.io/
• https://xgboost.readthedocs.io/en/latest/
• https://lasagne.readthedocs.io/en/latest/
• http://deeplearning.net/software/theano/index.html
• https://catboost.yandex/
• https://arxiv.org/
• https://arxiv.org/list/cs.CV/recent
• https://yandex.ru/dev/catboost/

• Теория вероятностей