prakharjadaun / Neural-Network-Lab-UPES

Contains all the experiments that I have implemented in Neural Networks Lab in UPES

Neural Network Lab UPES

Lab 1

• Installation of Pytorch
• Basics of Torch and Tensor creation
• Arithmetic operations
• Statistical operation

Lab 2

• Introduction to Pytorch
• Automatic differentiation
• Dataset creation
• Data loader in pytorch
• Data visualization

Lab 3

• Building a single layer perceptron
• Altering the learning rate
• Altering the batch size
• Altering the number of epochs
• Using the same model on another dataset

Lab 4

• Implementing backpropagation algorithm from scratch

Lab 5

• Learnt about the basic steps of CNN
• Learnt about image processing and classification

Lab 6

• Learnt about NLP
• Data Preprocessing steps of NLP
• Learnt about text classification
• Performed classification through LSTM and GRU