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machine_learning_examples

A collection of machine learning examples and tutorials.

Find associated tutorials at https://lazyprogrammer.me

Find associated courses at https://deeplearningcourses.com

Please note that not all code from all courses will be found in this repository. Some newer code examples (e.g. most of Tensorflow 2.0) were done in Google Colab. Therefore, you should check the instructions given in the lectures for the course you are taking.

How to I find the code for a particular course?

The code for each course is separated by folder. You can determine which folder corresponds with which course by watching the "Where to get the code" lecture inside the course (usually Lecture 2 or 3).

Remember: one folder = one course.

Why you should not fork this repo

I've noticed that many people have out-of-date forks. Thus, I recommend not forking this repository if you take one of my courses. I am constantly updating my courses, and your fork will soon become out-of-date. You should clone the repository instead to make it easy to get updates (i.e. just "git pull" randomly and frequently).

Where is the code for your latest courses?

Beginning with Tensorflow 2, I started to use Google Colab. For those courses, unless otherwise noted, the code will be on Google Colab. Links to the notebooks are provided in the course. See the lecture "Where to get the code" for further details.

VIP Course Links

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

Math 0-1: Linear Algebra for Data Science & Machine Learning

https://deeplearningcourses.com/c/linear-algebra-data-science

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

Other Course Links

Math 0-1: Matrix Calculus for Data Science & Machine Learning https://deeplearningcourses.com/c/matrix-calculus-machine-learning

Machine Learning: Modern Computer Vision & Generative AI https://deeplearningcourses.com/c/computer-vision-kerascv

DeepFakes & Voice Cloning: Machine Learning The Easy Way https://deeplearningcourses.com/c/deepfakes-voice-cloning

Financial Analysis: Build a ChatGPT Pairs Trading Bot https://deeplearningcourses.com/c/chatgpt-pairs-trading

Math 0-1: Calculus for Data Science & Machine Learning https://deeplearningcourses.com/c/calculus-data-science

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