1โฃ Machine Learning for Beginners
๐ป Text-Based Guide: https://www.techwithtim.net/tutorials/machine-learning-python/introduction/
๐พ UCI Student Data Set: https://archive.ics.uci.edu/ml/datasets/Student+Performance
๐พ UCI Car Evaluation Data Set: https://archive.ics.uci.edu/ml/datasets/Car+Evaluation
2โฃ Neural Networks
๐ป Text-Based Guide: https://www.techwithtim.net/tutorials/python-neural-networks/what-is-a-nn/
3โฃ Simple AI Chat Bot
๐ป Text-Based Guide: https://www.techwithtim.net/tutorials/ai-chatbot/
๐พ JSON-File Download: https://www.youtube.com/watch?v=WFr2WgN9_xE&t=93s&ab_channel=TechWithTim
4โฃ Flappy Bird AI
๐ป GitHub/Code: https://github.com/techwithtim/NEAT-Flappy-Bird
๐พ Images: https://www.youtube.com/watch?v=WFr2WgN9_xE&t=93s&ab_channel=TechWithTim
โญ SOFTWARE DOWNLOADS โญ
๐ Anaconda Download: https://www.anaconda.com/download/
๐ Pycharm Download: https://www.jetbrains.com/pycharm/download/#section=windows
Command Prompt: conda create -n tensor python=3.6 (put this version no matter what you have installed!)
Command Prompt: pip install tensorflow
Command Prompt: pip install keras
In the edit_config.png you can see in the right top corner that you need to change the configurations, aka change the script path and select the proper .py file!
More on classification, regression, clustering:
https://scikit-learn.org/stable/
More on KNN:
https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html
More on SVM:
https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html
More on KMeans Clustering:
https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans
https://scikit-learn.org/stable/modules/clustering.html#k-means
TensorFlow:
https://www.tensorflow.org/overview
https://www.tensorflow.org/tutorials/keras/classification
For the neural network part, run:
pip install -q tensorflow==2.0.0 pip install matplotlib pip install pandas
Text classification:
https://www.tensorflow.org/text/tutorials/text_classification_rnn