diff --git a/README.md b/README.md new file mode 100644 index 0000000..ff1d432 --- /dev/null +++ b/README.md @@ -0,0 +1,37 @@ +# Deeplearning + +I will update this repository to learn Deeplearning with Tensorflow and Keras + + +[Day - 1](https://github.com/nursnaaz/Deeplearning/tree/master/01%20-%20Day%20-%201%20Neural%20Network%20Basics): 25-8-2019 +We Learnt about + +1. Basic building blocks of Neural Network
+2. Perceptron
+3. Neurons
+4. Hidden Layers
+5. Linear regression with Neural Networks
+6. Logistic regression with Neural Networks
+6. No Linear Activation Function
+7. tanh, step, logit, relu, elu
+8. Back propagation
+9. Vanishing and Exploding gradient descent
+10. Ways to avoid Vanishing and Exploding gradient descent
+11. How to mitigate over fitting ?
+12. Tensorflow - Keras practical
+ + +[Day - 2](https://github.com/nursnaaz/Deeplearning/tree/master/02%20-%20Day%20-%202%20Convolution%20NN): 31-8-2019 +1. Parameter explotion in image recognition +2. Convolution layer - kernel , filter, Stride, Padding, feature map +3. Pooling Layer - max, min, average +4. CNN architecture +5. Keras implementation +6. Image recognition in comparison with Basis NN and CNN +7. Advanced Deep CNN +8. Pre Trained Models +9. Transfer Learning - Resnet50 +10. Image Agumentation +11. Tensor board +12. Opencv, Yolo3 +13. Sample Hackathon