ARTIFICIAL INTELLIGENCE (AI) CERTIFICATION COURSE · CERTIFICATION COURSE Master Program of...
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ARTIFICIAL INTELLIGENCE (AI) CERTIFICATION COURSE Master Program of Artificial Intelligence with Industrial Experts Duration : 2 Months 4.8 Rated by more than 100+ users! Eckovation ( Lifetime Content Access )
Transcript of ARTIFICIAL INTELLIGENCE (AI) CERTIFICATION COURSE · CERTIFICATION COURSE Master Program of...
ARTIFICIAL INTELLIGENCE (AI) CERTIFICATION COURSEMaster Program of Artificial Intelligence with Industrial Experts
Duration : 2 Months
4.8Rated by more
than 100+ users!
Eckovation
( Lifetime Content Access )
MODULE NAME SEGMENT
Neurons
Layers
Weights
Biases
- Fully connected layer
Calculating Outputs
Properties: Nonlinear, di�erentiable
Artificial Neural Network
Forward Pass
Activation Functions
Back Propagation
Optimizers
Inference and Validation
Types / possible used functions
1. Sigmoid2. Tanh3. ReLU4. LeakyReLU5. So�max
Adam
SGD
Overfitting in neural networks
ARTIFICIAL INTELLIGENCE (AI) CERTIFICATION COURSE
Adamax
Training error
Validation Error
Accuracy
ANN
Loading weights of a model
Dropout layer
Freezing model
Project: ANN for MNIST dataset
Filters Horizontal edge detector
Gaussian Filter
Convolution Operation
Vertical Edge detector
Dropout
Concatenate
Combining filters for complex features
Layers
Data Augmentation
Conv layers
Pooling layer
1. Use2. Max Pooling3. Average Pooling4. Global Pooling
Flatten
Batch Normalization
Classification using neural network
Transfer Learning
CONVOLUTIONAL NEURAL NETWORKS
AlexNetPopular Architectures
GoogleNet/Inception
VGGNet
ResNet
LeNet
RNNs
Project: Neural Style TransferCapstone: Pose Detection
Project: Image caption generator Capstone: Text Summarization
Autoregressive models
Vanishing Gradients
Examples:1. DCGAN2. StyleGAN
LSTMs
GRUs
Bidirectional RNN
Attention model
RNN for NLP
Variational Autoencoders
GANs
RNNs
GANs
Project: Fake Face Generator
Final Project: Self Driving Car
