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CSCE 421 Machine Learning
创建日期：2024-06-24 15:50:49
标签： CSCE 421
Machine Learning

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CSCE 421 Machine Learning


Convolutional Neural Networks

In this assignment, you’ll be coding up a convolutional neural network from scratch to classify images using PyTorch.

Instructions

Install PyTorch following the instructions here.

Install the torchinfo package  to visualize the network architecture and the number of parameters. The maximum number of parameters you are allowed to use for your network is 100,000.

You are required to complete the functions defined in the code blocks following each question. Fill out sections of the code marked “YOUR CODE HERE” .

You’re free to add any number of methods within each class.

You may also add any number of additional code blocks that you deem necessary.

Once you’ve filled out your solutions, submit the notebook on Canvas.

Do NOT forget to type in your name and UIN at the beginning of the notebook.

Data Preparation

In [ ]:

!pip install torchinfo

In [ ]:

# Importing the libraries

import os

import torch

import torchvision

from torchvision.utils import make_grid

import numpy as np

In this assignment, we will use the Fashion-MNIST dataset. Fashion-MNIST is a dataset of Zalando’s article images—consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28×28 grayscale image, associated with a label from 10 classes.Data

Each image is 28 pixels in height and 28 pixels in width, for a total of 784 pixels in total. Each pixel has a single pixel-value associated with it, indicating the lightness or darkness of that pixel, with higher numbers meaning darker. This pixel-value is an integer between 0 and 255.

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关键词一 关键词二 关键词三 关键词四 关键词五 和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 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