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https://github.com/towardsai/tutorials

AI-related tutorials. Access any of them for free → https://towardsai.net/editorial
https://github.com/towardsai/tutorials

collaborative-filtering data-science deep-learning google-colab linear-algebra machine-learning math mathematics monte-carlo-simulation neural-networks nlp programming python python-tutorial recommendation-system sentiment-analysis tutorial

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AI-related tutorials. Access any of them for free → https://towardsai.net/editorial

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README 

        
# Tutorials



**Please know that only the code contained in this repository is under the MIT license found at "[LICENSE](https://github.com/towardsai/tutorials/blob/master/LICENSE)." All tutorials, articles, and books listed in this repository are property of Towards AI, Inc.**



Please feel free to contribute. We'll review your pull requests ad-hoc. 

If you'd like to work with one of our data scientists in an editorial tutorial, please reach out via [[email protected]](mailto:[email protected]) and cc: [[email protected]](mailto:[email protected]).



To **contribute** directly to Towards AI, check out our [guidelines to get published](https://contribute.towardsai.net).



Join our [AI community](https://community.towardsai.net).



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Thank you for reading and for being a supporter of Towards AI!



Access any [tutorial for free](https://towardsai.net/p/category/editorial).



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[Machine Learning Algorithms For Beginners with Code Examples in Python](https://towardsai.net/p/machine-learning/machine-learning-algorithms-for-beginners-with-python-code-examples-ml-19c6afd60daa)



[Neural Networks from Scratch with Python Code and Math in Detail— I](https://towardsai.net/p/machine-learning/building-neural-networks-from-scratch-with-python-code-and-math-in-detail-i-536fae5d7bbf)



[Building Neural Networks with Python Code and Math in Detail — II](https://towardsai.net/p/machine-learning/building-neural-networks-with-python-code-and-math-in-detail-ii-bbe8accbf3d1)



[Natural Language Processing (NLP) with Python — Tutorial](https://towardsai.net/p/nlp/natural-language-processing-nlp-with-python-tutorial-for-beginners-1f54e610a1a0)



[Monte Carlo Simulation An In-depth Tutorial with Python](https://towardsai.net/p/machine-learning/monte-carlo-simulation-an-in-depth-tutorial-with-python-bcf6eb7856c8)



[Survival Analysis with Python Tutorial — How, What, When, and Why](https://towardsai.net/p/machine-learning/survival-analysis-with-python-tutorial-how-what-when-and-why-19a5cfb3c312)



[Moment Generating Function for Probability Distribution with Python](https://towardsai.net/p/data-science/moment-generating-function-for-probability-distribution-with-python-tutorial-34857e93d8f6)



[Bernoulli Distribution — Probability Tutorial with Python](https://towardsai.net/p/statistics/bernoulli-distribution-probability-tutorial-with-python-90061ee078a)



[Recommendation System Tutorial with Python using Collaborative Filtering](https://towardsai.net/p/machine-learning/recommendation-system-in-depth-tutorial-with-python-for-netflix-using-collaborative-filtering-533ff8a0e444)



[Linear Algebra for Deep Learning and Machine Learning (ML) Python Tutorial](https://towardsai.net/p/machine-learning/basic-linear-algebra-for-deep-learning-and-machine-learning-ml-python-tutorial-444e23db3e9e)



[Principal Component Analysis (PCA) with Python Examples — Tutorial](https://towardsai.net/p/data-science/principal-component-analysis-pca-with-python-examples-tutorial-67a917bae9aa)



[Decision Trees in Machine Learning (ML) with Python Tutorial](https://towardsai.net/p/machine-learning/decision-trees-in-machine-learning-ml-with-python-tutorial-3bfb457bce67)



[Convolutional Neural Networks (CNNs) Tutorial with Python](https://towardsai.net/p/deeplearning/convolutional-neural-networks-cnns-tutorial-with-python-417c29f0403f)



[Sentiment Analysis (Opinion Mining) with Python - NLP Tutorial](https://towardsai.net/p/nlp/sentiment-analysis-opinion-mining-with-python-nlp-tutorial-d1f173ca4e3c)



[Gradient Descent for Machine Learning (ML) 101 with Python Tutorial](https://towardsai.net/p/data-science/gradient-descent-algorithm-for-machine-learning-python-tutorial-ml-9ded189ec556)



[Random Number Generator Tutorial with Python](https://towardsai.net/p/data-science/random-number-generator-tutorial-with-python-3b35986132c7)



[What is Deep Learning?](https://towardsai.net/p/deep-learning/what-is-deep-learning-34767bb10366)



[Genetic Algorithm (GA) Introduction with Example Code](https://towardsai.net/p/programming/genetic-algorithm-ga-introduction-with-example-code-e59f9bc58eaf)



[K-Nearest Neighbors (KNN) Algorithm Tutorial — Machine Learning Basics](https://news.towardsai.net/knn)



[What is a GPU? Are GPUs Needed for Deep Learning?](https://news.towardsai.net/gpu)



# Books



[Descriptive Statistics for Data-driven Decision Making with Python](https://gumroad.com/l/descriptive-statistics)



# Sponsors



Big thank you to C4H3I LLC for sponsoring us in June, 2022!