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Deep Learning & Keras concepts, model, layers, modules. Build a Neural Network and Image Classification Model with Keras
An excellent training about Data Science
Building a Deep Learning Model and Neural Network with Keras
Deep Learning with Keras – Course Syllabus1. Introduction to Deep Learning & KerasWhat is deep learning?What is ANN?Introduction to Kerasa) Overview of Kerasb) Features of Kerasc) Benefits of KerasKeras Installation2. Keras – Models, Layers and ModulesKeras Modelsa) Sequential Modelb) Functional APIKeras Layersa) Dense Layersb) Dropout Layersc) Convolution Layersd) Pooling LayersKeras Modules3. Keras – Model Compilation, Evaluation and PredictionLossOptimizerMetricsCompile the modelModel TrainingModel EvaluationModel Prediction4. Life-Cycle for Neural Network Models in KerasDefine NetworkCompile NetworkFit NetworkEvaluate NetworkMake Predictions5. Building our first Neural Network with Keras(Building a Multilayer Perceptron neural network)Load DataDefine Keras ModelCompile Keras ModelFit Keras ModelEvaluate Keras ModelMake Predictions6. Building Image Classification Model with KerasWhat is Image Recognition (Classification)Convolutional Neural Network (CNN) & its layersBuilding Image Classification Model (step by step)
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