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ELEC-4840 Assignment

Creation date：2024-06-11 17:13:16

Belonging category：计算机computer science

Tag ELEC-4840

Assignment

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ELEC-4840 Assignment 1

In this assignment, students are required to complete two coding
challenges and write a summary report (no more than three pages). The
summary report should include: the required output results stipulated in
the following problems and required additional discussions about your
work. Students need to submit the code (.ipynb) and the summary
report (.pdf) in Canvas by 26 Feb 235900. Absence of the code in your
homework submission will lead to 20% deduction of your score.
We provide a coding example for you to start up your work. You can
modify or add on this Jupyter notebook to complete your homework. The
notebook is in the Canvas assignment page. You can import this Jupyter
notebook into Google Colaboratory to run the notebook.
Problem 1. Train an MLP network on the MNIST
dataset(40%)
MNIST dataset ("Modified National Institute of Standards and
Technology") is the de facto “hello world” dataset of computer vision
tasks. Since its release in 1999, this classic handwritten digits dataset has
served as the benchmark of classification algorithms.
In this problem, you need to implement a four-layer MLP network to train a
classification model on the MNIST dataset. The structure of the MLP is
given below.
Layer Type Input Output Activation
1 Linear 28 * 28 128 ReLU
2 Linear 128 64 ReLU
3 Dropout 64 64 -
4 Linear 64 32 ReLU
5 Dropout 32 32 -
6 Linear 32 10 -
You need to:
. In the notebook, implement the function __init__ and forward in
the class Model (15%),
. In the notebook, implement the training code (15%),
. In the summary report, plot the accuracy and loss curve. You can
plot and save it in the notebook then export it to the report (5%).
Compare and discuss the results' difference between the model with
/ without dropout operation(5%).
Problem 2. Train a LeNet network on the EMINIST
dataset(60%)
EMNIST (Extended MNIST) is a larger version of handwritten characters
and digits dataset. EMNIST is widely used in research and industry for
evaluating and comparing different models. The extended dataset size and
the greater diversity of characters and digits, makes it a valuable resource
for training more robust and accurate machine learning models.
LeNet is a Convolutional Neural Network (CNN) architecture for image
classification tasks, particularly for handwritten digit recognition. It was
introduced by Yann LeCun et al. in 1998 and is one of the earliest deep-
learning models for image classification.
You need to:
. Implement the model and training code as instructed in the Jupyter
notebook (30%);
. In the summary report, plot the loss and accuracy curve (10%);
. Try different choices of batch sizes, learning rates, or optimizers in
your experiments. In the summary report, report the accuracy of
your three choices. You may discuss the findings, the explaination,
and possible solutions in a short paragraph followed by your results
(30%).

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LAW3016 CS371 STAT 334 FIN0008 ACC3004 STAT 371 COMP1921 MTH201 ACCT2000 UN3412 CIV6000 MATHS 3021 MATE7014 ECON1 CIBC6035 LAW121G COMM 321 CSC8204R TTM2033 CSCI 2600 MAE 115 LNG302 CENV6175W1 ECON30019 CPS2015 BST969 DDES9015 AMATH242 CS 1151 N1592 ACCT600 EG503G SMM519 EC318 Ecstatistics EEE 471 MARK2051 Topology COM00037H ACCT3000 MTHM501 EG501V COM00055H BUSN9085 GGR273 MATH 2B ITD102 MA214 ECON0060 ECE3114 ECMM447 Mechanics CCT361H5S BSAN3210 WELF2001 Fin3001 RESP5001 STA 137 Linguistics 101 CSCI368 CMPSC497 LUBS3655 OMBA 5355 BUSM2562 BFF5902 CYBR7001 CULT2005 ECON 7720 MTRX3760 FSE598 LUE1001 MGSC 7100 CS3240 COSC7500 ACCT3091 INFOGR TRAN 2080 DESIGN CIVE215001 CIVE2360 CPSC 8430 FNCE2003 Stoichiometry INFS6023 Quantitative Method Math 21D ECE5179 Design ECON8022 Chemical DMS 213 ADM1370 BFF5902 BFF2701 AGRI10051 AMN400 ECON7322 FINC5090 MATH1052 SciComp Elec4622 FINS5516 ENG 101 MMM143 CS431CA2 BSAN2201 EBSC7070 ES9v9-10 PLIN0009 DATA 8 MATH 101 BCPM0097 MAT 237 BISM2201 EEE8099 Physics 11 ECE2238B Biostat 234 ECON30009 INF10025 CHEM252 CCMA4008 CIVE 3007 STAT0031 ELEC ENG 3108 MGMT90140 CHEM 252 STAT3016 MMM095 MMGT6016 Legal STAT 311 ELEC9764 COMP 370 TCS 3053 EECS 1021 FIT1051 C/C++ EE3C COMP2003J COM398 COMP51915 Simulator FIN42330 8PRO102 PGD ELEC5160 XJCO1921 COMP5123M INFS 2042 CHE1148H ECA5313 IN3329 Microsoft Modeling B15 2TT COMP3687 COMP2432 DMS2030 KAN4TSF CFKG CSE 5322 CSE 445 STATS 3DA3 CHC5223 COMP1048 EL3105 EECS 3221 CS231 ME 4434 ITP4510 ITP4501 CSCI 5708 Controller EECE 5699 CPEN 231L CPN programs CSC8016 MATU9D2 ENGN4213 2. SVM. (10 points) Consider an SVM classifier using RBF kernel, and finish the following python code to search for the optimum kernel parameter γ. You are required to calculate the RBF function and search yourself, instead of using functions in Scikit-Learn (sklearn). def parameter search(gamma list ,Xtr,ytr,Xts,yts ,...): """ Parameters gamma list: A list of RBF kernel parameter gamma to search for Xtr: Training data, shape (ntr,nrow,ncol) ytr: Training labels, shape (ntr,) Xts: Test data, shape (nts,nrow,ncol) yts: Test labels, shape (nts,) ... Add other parameters as needed Returns: gamma optimum: The gamma with minimum error on Xts, yts """ ... return gamma optimum

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