Introduction
Recommended textbook
Title: Pattern Recognition and Machine
Learning
Author: Christopher M. Bishop
Publisher: Springer
Year: 2006
This is the recommended book for the class.
It provides much of the fundamentals for
the course. It also covers
Dimensionality Reduction
Overview
For many machine learning applications, a major issue can arise when performing recognition in high-dimensional spaces. This issue is known as the curse of dimensionality: we have
too many parameter degrees of freedom for
Principal Component Analysis (PCA)
Lecture Outline
Motivations
Applications
History
Basic Concept of PCA
Geometric Rationale of PCA
Assumptions of PCA
PRINCIPAL COMPONENT ANALYSIS (PCA)
MOTIVATIONS
Curse of Dimensionality As the number of features u
Regression
Overview
A major problem in machine learning is regression. Regression is aimed at prediction: we
want to t a model to a series of observations to predict the responses of new observations.
This problem can be described by a mapping f J K, wher
Mathematical Preliminaries
Scalar Concepts
The simplest object that we will be dealing with in this course is that of a scalar. A scalar is an
element of a eld F . A eld is a type of algebraic structure that has certain processes dened on
it. These proces
Thank You Email Samples
Networking Thank You & Follow Up Send within 24 hours
Dear Ms. Jacobs:
I enjoyed meeting you last week at the SHRM meeting and hearing about XYZ Corps new software packages. I
appreciated what you were saying about automation being
Sample Thank You email after a Career Fair
September 18, 2014
Ms. Jennifer Smith
Human Resource Representative
Company Name
City, State
Dear Ms. Smith:
Thank you so much for your time and considerati
North American Stainless
Long Products Stainless Steel Grade Sheet
AISI 304
UNS S30400
EN 1.4301
AISI 304L
UNS S30430
EN 1.4307
INTRODUCTION:
Types 304 and 304L are the most versatile and widely used of all the stainless steels.
Their chemical composition
ME 354, MECHANICS OF MATERIALS LABORATORY
STRAINS, DEFLECTIONS AND BEAM BENDING LABORATORY*
09 october 2002 / mgj
PURPOSE
The purposes of this exercise are a) to familiarize the user with strain gages and
associated instrumentation, b) to measure deflecti
Combined Loading
Idealized gauge positioning and loading
t
4
y
T
x
1
2
2 ro
3
Actual gauge positioning and loading
t
2
1
3
y
T
x
2h
2 ro
4
P
A
combined loading:
torsion
T = aP
for pure bending
M = AP
shear bending
V = P
1,3 = 2,4 =
T
4 ro2 t G
for torsion
Sample resume for student seeking a part time job
Andrew L. Weber
555 Phantom Lane, Paris, IL 60123
815-555-1234 aweber@luc.edu
EDUCATION
Loyola University Chicago
Major: International Studies
Expected Graduation Date: May 2014
Versailles Community High S
1.
2.
Solve Problem 1.3-3(c)
Solve Problem 2.2-2(b)
3. A twodimensional truss shown in the figure is made of aluminum with Youngs modulus E = 80
GPa and failure stress Y = 150 MPa. Determine the minimum cross-sectional area of each member
so that the trus
Physics 1444 Unit: 18 DC Circuits
Lab Report
Introduction:
A DC circuit consists of sources of direct current like DC voltage or DC current connected with
network of elements. Ohms Law which is based on dc circuit states that the current through a
resisto
DoDs new Mark 16 weapons delivery system.
1
Lesson 05
Finite Wordlength Effects
Whats it all about?
Challenge 04
Finite wordlength effects.
Quantization.
Challenge 05
Labor day - Monday
2
Lesson 05
Challenge 04
What is the most probable tone Killer heard?
I used MATLAB too!
1
Lesson [10]
Windowing
Windowing
Whats it all about?
Challenge 09
Windows
Challenge 10
Project 1: 8/10
Exam 1: 84/100 (grades being entered into grade book)
2
Lesson [10]
Challenge 09
DTMF, or dual tone multi-frequency modulation, asso
1
Lesson [09]
DFT
Whats it all about
Challenge 08
DFT properties
Challenge 09
2
Lesson [09]
Challenge 08
You produce a filters
frequency response.
Why are there jump
discontinuities in the
phase response? Can
the system actually go
through an
instantaneou
1
Lesson [08]
Fourier Transform
Whats it all about?
Family of Fourier transforms
Discrete Fourier Transform (DFT)
Challenge 8
2
Lesson [08]
Jean Baptiste Joseph Fourier (1768-1830).
When I am working on a problem I never think
about beauty. I only think a
1
Lesson 06
z-Transform
Whats it all about?
Challenge 5
z-Transforms
Challenge 6
Exam #1 TA hours: Sept. 11 & 14, NEB501, 1:00- 2:00.
Project 1 hardcopy due a week from Friday or earlier.
2
Lesson 06
Lesson 05 Take Away
V
Quantization error: e[k]=xdiscret
Inverse z-Transform
Whats it all about?
Challenge 06
Inverse z-Transform and Heaviside expansions
Challenge 07
Practice Exam #1 now on-line, discuss Friday.
Project 1 hardcopy due a week for Friday or earlier.
Exam #1 TA hours: Sept. 14, NEB501, 1:00- 2:0
Where shall I begin your Majesty? At the beginning, the King
said gravely, and go on till you come to the end then stop.
Lewis Carroll, Alice in Wonderland.
1
Lesson 01
Todays mission
Motivate the answer to the question:
Why should I be interested in the
Maybe we should we rename the course GOOGLE 5502?
1
Lesson 03
Sampling Theorem
Challenge 02
Lesson 03: Review of the Sampling Theorem
Challenge 03
Whats it all about!
Shannons (Nyquist) Sampling Theorem.
Signal reconstruction (interpolation).
Practical in
1
Lesson 00
Foundations of Digital Signal
Processsing (DSP)
Fall 2015
Lesson 00: Overview of
EEE5520/EEL4750
Course overview
Administrative details
2
Lesson 00
Are you sure you want to do this ?
Technology has left an ugly scare on the face of history. An
Things where
tolerable .
1
Lesson 04
then I took
EEE5502.
Aliasing
Whats it all about?
Challenge #03 (full credit given)
Aliasing
Challenge #04
Extra stuff time permitting
2
Lesson 04
Pre-Exam Consultation Hours
Room: 501 NEB
Item
Exam Date Consulting
Ex
email activity seems to peak around 11:45 AM.
1
Lesson 02
Lesson 02: Linear Systems
(review of classic linear system theory).
Whats it all about?
Classical discrete-time linear system review (not examined)
Challenge 02
EEE5502 Project 1 discussion (time p
Device Tradeoffs
Greg Stitt
ECE Department
University of Florida
When to use RC?
RC devices enable design of digital circuits without
fabricating a device
Therefore, RC can be used anytime a digital circuit is needed
Examples: ASIC prototyping, ASIC repl
The reputation of an institution is,
in large part, measured by the excellence
of its
graduate students.
The University of Floridas graduate
students help to push the boundaries of
research, develop the technologies
of the future, improve the health
of o
Graduate
Guidelines
Department of
Electrical and Computer Engineering
Graduate Guidelines
Department of Electrical and Computer Engineering
University of Florida
P. O. Box 116200
Gainesville, FL 32611
Revised Fall 2013
Department Administration:
John Harr
Graduate
Guidelines
Department of
Electrical and Computer Engineering
Graduate Guidelines
Department of Electrical and Computer Engineering
University of Florida
P. O. Box 116200
Gainesville, FL 32611
Revised Fall 2014
Department Administration:
John Harr