Коллекция проектов, примеров и руководств по машинному обучению
Обратите внимание, что не весь код из всех курсов можно найти в этом репозитории. Некоторые более новые примеры кода (например, большая часть Tensorflow 2.0) были сделаны в Google Colab. Поэтому вам следует проверить инструкции, данные в лекциях, для курса, который вы изучаете. Как найти код для определенного курса? Код для каждого курса разделен папкой. Вы можете определить, какая папка соответствует какому курсу, посмотрев лекцию «Где взять код» внутри курса (обычно это лекция 2 или 3). Помните: одна папка = один курс. Я постоянно обновляю данный список курсов Начиная с Tensorflow 2, я начал использовать Google Colab. Для этих курсов, если не указано иное, код будет в Google Colab. Ссылки на тетради даны в курсе.
Ссылки на Vip курсы машинного обучения
Data Science: Transformers for Natural Language Processing
https://deeplearningcourses.com/c/data-science-transformers-nlp
Machine Learning: Natural Language Processing in Python (V2)
https://deeplearningcourses.com/c/natural-language-processing-in-python
Time Series Analysis, Forecasting, and Machine Learning
https://deeplearningcourses.com/c/time-series-analysis
Financial Engineering and Artificial Intelligence in Python
https://deeplearningcourses.com/c/ai-finance
PyTorch: Deep Learning and Artificial Intelligence
https://deeplearningcourses.com/c/pytorch-deep-learning
Tensorflow 2.0: Deep Learning and Artificial Intelligence (VIP Version)
https://deeplearningcourses.com/c/deep-learning-tensorflow-2
Deep Learning Courses Exclusives
Data Science: Bayesian Linear Regression in Python https://deeplearningcourses.com/c/bayesian-linear-regression-in-python
Data Science: Bayesian Classification in Python https://deeplearningcourses.com/c/bayesian-classification-in-python
Classical Statistical Inference and A/B Testing in Python https://deeplearningcourses.com/c/statistical-inference-in-python
Linear Programming for Linear Regression in Python https://deeplearningcourses.com/c/linear-programming-python
MATLAB for Students, Engineers, and Professionals in STEM https://deeplearningcourses.com/c/matlab
Другие полезные курсы машинного обучения.
Data Science & Machine Learning: Naive Bayes in Python https://deeplearningcourses.com/c/data-science-machine-learning-naive-bayes-in-python
Cutting-Edge AI: Deep Reinforcement Learning in Python https://deeplearningcourses.com/c/cutting-edge-artificial-intelligence
Recommender Systems and Deep Learning in Python https://deeplearningcourses.com/c/recommender-systems
Machine Learning and AI: Support Vector Machines in Python https://deeplearningcourses.com/c/support-vector-machines-in-python
Deep Learning: Advanced Computer Vision https://deeplearningcourses.com/c/advanced-computer-vision
Deep Learning: Advanced NLP and RNNs https://deeplearningcourses.com/c/deep-learning-advanced-nlp
Deep Learning: GANs and Variational Autoencoders https://deeplearningcourses.com/c/deep-learning-gans-and-variational-autoencoders
Advanced AI: Deep Reinforcement Learning in Python https://deeplearningcourses.com/c/deep-reinforcement-learning-in-python
Artificial Intelligence: Reinforcement Learning in Python https://deeplearningcourses.com/c/artificial-intelligence-reinforcement-learning-in-python
Natural Language Processing with Deep Learning in Python https://deeplearningcourses.com/c/natural-language-processing-with-deep-learning-in-python
Deep Learning: Recurrent Neural Networks in Python https://deeplearningcourses.com/c/deep-learning-recurrent-neural-networks-in-python
Unsupervised Machine Learning: Hidden Markov Models in Python https://deeplearningcourses.com/c/unsupervised-machine-learning-hidden-markov-models-in-python
Deep Learning Prerequisites: The Numpy Stack in Python https://deeplearningcourses.com/c/deep-learning-prerequisites-the-numpy-stack-in-python
Deep Learning Prerequisites: Linear Regression in Python https://deeplearningcourses.com/c/data-science-linear-regression-in-python
Deep Learning Prerequisites: Logistic Regression in Python https://deeplearningcourses.com/c/data-science-logistic-regression-in-python
Data Science: Deep Learning and Neural Networks in Python https://deeplearningcourses.com/c/data-science-deep-learning-in-python
Cluster Analysis and Unsupervised Machine Learning in Python https://deeplearningcourses.com/c/cluster-analysis-unsupervised-machine-learning-python
Data Science: Supervised Machine Learning in Python https://deeplearningcourses.com/c/data-science-supervised-machine-learning-in-python
Bayesian Machine Learning in Python: A/B Testing https://deeplearningcourses.com/c/bayesian-machine-learning-in-python-ab-testing
Data Science: Natural Language Processing in Python https://deeplearningcourses.com/c/data-science-natural-language-processing-in-python
Modern Deep Learning in Python https://deeplearningcourses.com/c/data-science-deep-learning-in-theano-tensorflow
Ensemble Machine Learning in Python: Random Forest and AdaBoost https://deeplearningcourses.com/c/machine-learning-in-python-random-forest-adaboost
Deep Learning: Convolutional Neural Networks in Python https://deeplearningcourses.com/c/deep-learning-convolutional-neural-networks-theano-tensorflow
Unsupervised Deep Learning in Python https://deeplearningcourses.com/c/unsupervised-deep-learning-in-python