├── .gitignore ├── 1_AI Course Presentation.pdf ├── 1_AI Course Presentation.pptx ├── 2_ConceptsML.ipynb ├── 3_DeepLearning.ipynb ├── 4_CNNTheory.ipynb ├── 5_KerasNueralNetwork.ipynb ├── 6_Intro_to_NLP.ipynb ├── 7_ProjectIdeas.ipynb ├── 8_FurtherLearning.ipynb ├── README.md ├── images ├── ANN.png ├── MSE.png ├── SGD.jpeg ├── Test-vs-TrainAcc.png ├── adamOpt.png ├── deepLearning.png ├── differentSets.png ├── focusingCostFunction.png ├── generalGraph.png ├── gradientGraph.png ├── h5image.png ├── learningTypes.png ├── modelTraining.png ├── numpy.png ├── pandasImage.png ├── relu.png ├── sigmoid.png ├── sklearn.png ├── sparse_categorical_entropy.png ├── weights.png └── weightsImage.png ├── project_data ├── Salary_Data.csv ├── data_description.txt ├── emails.csv ├── pima-indians-diabetes.csv ├── sales_data.csv ├── test.csv └── train.csv └── projects ├── 1_LinearRegressionProject.ipynb ├── 2_KerasPrerequisites.ipynb ├── 3_BasicModelPreProcessing.ipynb ├── 4_BasicModel.ipynb ├── 5_ModelPractice2.ipynb ├── 6_LinearRegressionProject2.ipynb ├── 7_CatDogCNN.ipynb ├── 8_NLPModel.ipynb ├── 9_MNIST.ipynb └── models ├── 4_my_model_weights.h5 └── 5_medical_trial_model.h5 /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Intro-Course-AI-ML/LessonMaterials/HEAD/.gitignore -------------------------------------------------------------------------------- /1_AI Course Presentation.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Intro-Course-AI-ML/LessonMaterials/HEAD/1_AI Course Presentation.pdf -------------------------------------------------------------------------------- /1_AI Course Presentation.pptx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Intro-Course-AI-ML/LessonMaterials/HEAD/1_AI Course Presentation.pptx 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