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00-syllabus.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ChEn-3170 Fall 2021 UMass Lowell; Prof. V. F. de Almeida **01Sep2021**\n",
"\n",
"# ChEn-3170 Computational Methods in Chemical Engineering – Course Syllabus\n",
"$ \n",
" \\newcommand{\\Amtrx}{\\boldsymbol{\\mathsf{A}}}\n",
" \\newcommand{\\Bmtrx}{\\boldsymbol{\\mathsf{B}}}\n",
" \\newcommand{\\Mmtrx}{\\boldsymbol{\\mathsf{M}}}\n",
" \\newcommand{\\Imtrx}{\\boldsymbol{\\mathsf{I}}}\n",
" \\newcommand{\\Pmtrx}{\\boldsymbol{\\mathsf{P}}}\n",
" \\newcommand{\\Qmtrx}{\\boldsymbol{\\mathsf{Q}}}\n",
" \\newcommand{\\Lmtrx}{\\boldsymbol{\\mathsf{L}}}\n",
" \\newcommand{\\Umtrx}{\\boldsymbol{\\mathsf{U}}}\n",
" \\newcommand{\\Smtrx}{\\boldsymbol{\\mathsf{S}}}\n",
" \\newcommand{\\xvec}{\\boldsymbol{\\mathsf{x}}}\n",
" \\newcommand{\\avec}{\\boldsymbol{\\mathsf{a}}}\n",
" \\newcommand{\\bvec}{\\boldsymbol{\\mathsf{b}}}\n",
" \\newcommand{\\cvec}{\\boldsymbol{\\mathsf{c}}}\n",
" \\newcommand{\\rvec}{\\boldsymbol{\\mathsf{r}}}\n",
" \\newcommand{\\mvec}{\\boldsymbol{\\mathsf{m}}}\n",
" \\newcommand{\\gvec}{\\boldsymbol{\\mathsf{g}}}\n",
" \\newcommand{\\zerovec}{\\boldsymbol{\\mathsf{0}}}\n",
" \\newcommand{\\norm}[1]{\\bigl\\lVert{#1}\\bigr\\rVert}\n",
" \\DeclareMathOperator{\\rank}{rank}\n",
"$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Instructor: Prof. Valmor F. de Almeida \n",
"**Office:** Southwick Hall 202B North Campus <br> \n",
"**Email:** valmor_dealmeida@uml.edu. <br>\n",
"**Web:** https://www.uml.edu/Engineering/Chemical/faculty/de-Almeida-Valmor.aspx <br> \n",
"**Lectures:** \n",
" + **North Campus Kitson Hall 310**, Mon, Wed 1:00 – 1:50 pm. <br> \n",
" + **North Campus Southwick Hall 317**, Thu 11:00 am – 12:50 am (section 801A), 2:00 pm – 3:50 pm (section 802A) \n",
" \n",
"**Days meetings total Mon:** 12. <br>\n",
"**Days meetings total Wed:** 14. <br>\n",
"**Days meetings total Thu:** 2 x 13. <br>\n",
"**Week meetings total:** 15. <br>\n",
"<br>\n",
"<span style=\"color:red\"><b>COVID-19 note:</b></span> In the event of COVID-19 related issues during the semester, this course may use virtual lectures [repository](https://github.com/dpploy/chen-3170) using the UMass Lowell Blackboard System. <br>\n",
"<br>\n",
"<span style=\"color:red\"><b>Website:</b></span> On-line course [repository](https://github.com/dpploy/chen-3170) and UMass Lowell Blackboard System. <br>\n",
"**Office hours and location:** meet at 2:00 – 3:00 pm, Mon/Wed and 4:00 - 5:00 pm, Thu; **Southwick Hall 202B**. <br>\n",
"**Additional office hours:** email prof. de Almeida. <br>\n",
"<span style=\"color:red\"><b>Computational support:</b></span> email prof. de Almeida for group sessions. <br> \n",
"\n",
"**Teaching assistant:** Mr. Zhengyang Yang (email: zhengyang_yang@student.uml.edu). <br>\n",
"**Office hours and location:** meet at 2:00 – 3:00 pm, Tue/Fri; **Perry Hall 207**. <br>\n",
"<br>\n",
"**Catalog description (proposed):** <br>\n",
"The goal of this course is to present to students of chemical engineering an interconnected set of computational methods needed in the core undergraduate chemical engineering curriculum. In particular, methods that assist the students in solving problems in the core areas of chemical reaction equilibria, separations, unit operations, and chemical reactor engineering with applications in nuclear and biochemical engineering.<br> \n",
"**Prerequisites:** Math-2340 Differential Equations or Math-2360 Engineering Differential Equations, ChEn-3030 Fluid Mechanics.<br>\n",
"**Co-requisites:** none.<br>\n",
"**Course designation:** required. <br>\n",
"<span style=\"color:red\"><b>Suggested:</b></span> [ChEn-1070](https://github.com/dpploy/chen-1070) Introduction to Chemical Engineering, ChEn-2020 Chemical Eng. Thermodynamics, *ChEn-3100 Separation Processes*, ChEn-3110 Phase and Chemical Equilibria, *ChEn-4030 Chemical Reaction Engineering*. <br> \n",
"**References:**<br>\n",
"There is no required textbook. Course notes are provided. Here are some suggested references for those who ask:\n",
" 1. *ChEn-3170 Course Notes* OneNote links in the course [repository](https://github.com/dpploy/chen-3170) notebooks.\n",
" 2. *Python 3 Language Programming*, [ref 1](https://www.python.org/), [ref 2](https://wiki.python.org/moin/BeginnersGuide), [ref 3](https://www.python.org/doc/), and [ref 4](https://docs.python.org/3.6/contents.html).\n",
" 3. [*Jupyter Notebook*](http://jupyter.org/).\n",
" \n",
"<span style=\"color:red\"><b>Software needed for course and labwork:</b></span> Python system and Jupyter Notebook to be obtained freely<br>\n",
"\n",
" 1. <span style=\"color:red\"><b>Preferred way:</b></span> [Anaconda](https://docs.anaconda.com/anaconda/install/#) free download (use the Python 3 version) for Mac OS X or Windows (Linux too in case you are a rare die-hard programmer; if this is your case please come talk to me). After install, use [Anaconda-Navigator](https://docs.anaconda.com/anaconda/navigator/) to start a Jupyter Notebook server (more information is available in this course [repository](https://github.com/dpploy/chen-3170)).\n",
" \n",
" 1. Use Binder at the course [repository](https://github.com/dpploy/chen-3170) (see instructions at the site).\n",
" \n",
" 1. Use the [UMass Lowell vLabs](https://www.uml.edu/IT/Services/vLabs/) Learning Commons machine. Download the VMWare Horizon Client and install on your computer. Login with your academic credentials. Anaconda is pre-installed, use the Anaconda-Navigator to start the Jupyter Notebook application.\n",
" \n",
" 1. Refer to [01-Introduction Notebook](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/01-introduction.ipynb) in the course repository.\n",
" \n",
"**Suplement materials:** On-line course [repository for this course](https://github.com/dpploy/chen-3170) and UMass Lowell Blackboard System."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Course topics:**\n",
" - Jupyter Notebook and Python programming language\n",
" - Computational stoichiometry (linear algebra and least-squares method)\n",
" - Data approximation I (general linear least-squares method: Fourier and Wavelet basis functions)\n",
" - Chemical equilibria (non-linear algebraic systems)\n",
" - Data approximation II (non-linear least-squares method)\n",
" - Chemical/Nuclear kinetics (time-dependent chemical/nuclear 0-D reactors, *e.g.* CSTR, semi-batch, batch, reactors) \n",
" \n",
"[Overall](https://studentuml-my.sharepoint.com/:o:/g/personal/valmor_dealmeida_uml_edu/EkrBnydkYmNNjRTj3KQyx9YBlYE1uN8ryzNJfZZQNI81Bw?e=fe220R), [this course](https://github.com/dpploy/chen-3170) combines computational mathematics, computer programming (in Python programming language), and core elements of chemical engineering as listed above.\n",
"\n",
"**Grading notes:** for grading purposes the requirements for this course include:\n",
" + Hands-on laboratory work assignments (Jupyter Notebook in Python submitted online via Blackboard at designated due date on Blackboard <span style=\"color:red\"><b>every week</b></span>).\n",
" + Late submission (1 day) will be graded at 80%. Later submission at smaller percentage.\n",
" + As a bonus for those interested in improving their grade, an on-line oral exam can be scheduled by contacting me. The oral exam is to be taken in the week of finals on the day scheduled by SIS.\n",
" \n",
"The electronic laboratory notebook will be collected and graded for technical content, style and grammar, and for overall professional appearance. The graded laboratory work represents a significant part of the evaluation process for this course since it is expected that a large part of the learning of the course material will be associated with the student’s effort on the laboratory work assignments. \n",
"<span style=\"color:red\"><b>All assignments are individual</b></span>. Make up of late laboratory work assignments will be resolved on a case-by-case basis if there is enough evidence of a special circumstance.\n",
" \n",
"Announcements and submission of laboratory work will be made via **Blackboard** distributed to the students.\n",
"\n",
"|**Course Grading Procedure** |**Value**|\n",
"|:----------------------------|:-------:|\n",
"| Laboratory work | 100/100 |\n",
"| Chance for grade improvement (by appointment): bonus oral exam | up to additional 10/100 |\n",
"\n",
" \n",
"|**Letter Grade Scale** |**Value**|\n",
"|:----------------------|:-------:|\n",
"| A | 92+ |\n",
"| A- | 87–91.9 |\n",
"| B+ | 82–86.9 |\n",
"| B | 77–81.9 |\n",
"| B- | 72–76.9 |\n",
"| C+ | 67–71.9 |\n",
"| C | 62–66.9 |\n",
"| C- | 58–61.9 |\n",
"| D+ | 54–57.9 |\n",
"| D | 50–53.9 |\n",
"| F | <50 |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Course outcomes:** Upon completion of this course, a student should be able to\n",
"1. Write and execute computer programs for various algorithms covered in the course.\n",
"1. Understand stoichiometry from a computational perspective and be able to compute chemical reaction rates from species production rates using linear algebra algorithms including the linear least-squares method.\n",
"1. Use the general linear least-squares method to approximate reaction rate constant parameters.\n",
"1. Solve nonlinear algebraic equations derived from chemical equilibria of multiple reactions.\n",
"1. Use the nonlinear least-squares method to approximate data to nonlinear models.\n",
"1. Solve coupled system of ordinary differential equations for non-isothermal chemical/nuclear reactor dynamics.\n",
"1. Program algorithms in the Python language and demonstrate problem solving abilities using Jupyter electronic notebooks.\n",
"1. Produce professional, all-inclusive eletronic notebook reports combining textual content, program, results and analysis.\n",
" \n",
"**Relation of course outcomes to ABET Criterion 3:** \n",
"\n",
"|**Course Outcomes** |**ABET Criterion 3**|\n",
"|:----------------------|:-------:|\n",
"| 1 | a, e |\n",
"| 2 | b |\n",
"| 3 | k |\n",
"| 4 | k |\n",
"| 5 | a, k |\n",
"| 6,7 | a, b |\n",
"| 8 | a, b, k, e |\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Schedule (updated weekly):**\n",
"\n",
"Labwork listed below will be available at the day of the labwork. <span style=\"color:red\"><b>Previous years labwork</b></span> can be obtained in [the course repository](https://github.com/dpploy/chen-3170) under [releases](https://github.com/dpploy/chen-3170/releases). Also, syllabi from past offerings of this course are included in the releases.\n",
"\n",
"|**Week**|Day| **Date** |**Notebook**|**Assessment**|**Note**|\n",
"|:-------|:-:|:---------:|:-----------|:-------------|:------:|\n",
"|- |- | <span style=\"color:blue\"><b>September</b>|- |- |- |\n",
"| **1** | **W** |**01Sep21**| [01](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/01-introduction.ipynb) | - | Syllabus/Intro Jupyter Notebook & Python |\n",
"| 1 | Th | 02Sep21 | [01](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/01-introduction.ipynb)/[02](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/02-variables-types-structures.ipynb) | [Labwork-01](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/labwork-01.ipynb) due 16Sep21 BB submission | Primitive Data Types |\n",
"| **~2~** | **~M~** | **~06Sep21~** | No class | No class | <span style=\"color:blue\"><b>Labor Day Holiday</b>| \n",
"| 2 | W | 08Sep21 | [02](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/02-variables-types-structures.ipynb) | - | Primitive Data Types |\n",
"| 2 | Th | 09Sep21 | [02](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/02-variables-types-structures.ipynb) | - | Built-in Data Structures |\n",
"| **3** | **M** | **13Sep21** | [03](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/03-arrays.ipynb) | - | Arrays (Vectors) |\n",
"| 3 | W | 15Sep21 | [03](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/03-arrays.ipynb) | - | Arrays (Vectors) |\n",
"| 3 | Th | 16Sep21 | [03](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/03-arrays.ipynb) | [Labwork-02](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/labwork-02.ipynb) due 30Sep21 BB submission | Arrays (Matrices/Bricks) |\n",
"| **4** | **M** | **20Sep21** | [03](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/03-arrays.ipynb) | - | Arrays (Bricks) |\n",
"| 4 | W | 22Sep21 | [03](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/03-arrays.ipynb)/[04](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/04-array-operations.ipynb) | - | Arrays (Bricks)/Array Operations |\n",
"| 4 | T | 23Sep21 | [04](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/04-array-operations.ipynb)/[06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | Computational Stoichiometry ($\\Smtrx\\ \\text{and}\\ \\Smtrx\\,\\mvec=\\zerovec$)/Notes/NB |\n",
"| **5** | **M** | **27Sep21** | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | Computational Stoichiometry ($\\Smtrx^\\top\\,\\rvec=\\gvec$)/Notes |\n",
"| 5 | W | 29Sep21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | Computational Stoichiometry ($\\Smtrx^\\top\\,\\rvec=\\gvec$, and linear algebra)/Notes |\n",
"| 5 | Th | 30Sep21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | [Labwork-03](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/labwork-03.ipynb) due 14Oct21 BB submission | Linear Algebra Basics, $\\Amtrx\\,\\xvec=\\bvec$/Notes |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"|**Week**|Day| **Date** |**Notebook**|**Assessment**|**Note**|\n",
"|:-------|:-:|:---------:|:-----------|:-------------|:------:|\n",
"|- |- | <span style=\"color:blue\"><b>October</b>|- |- |- |\n",
"| **6** | **M** | **04Oct21** | [05](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/05-flow-controls.ipynb)/[06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | Linear Algebra Basics ($\\Lmtrx\\,\\xvec=\\bvec$)/Notes/NB |\n",
"| 6 | W | 06Oct21 | [05](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/05-flow-controls.ipynb) | - | Review/Loops/If/Assert ($\\Lmtrx\\,\\xvec=\\bvec$)/Notes/NB |\n",
"| 6 | Th | 07Oct21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | Linear Algebra Basics, ($\\Umtrx\\,\\xvec=\\bvec$, $\\Amtrx=\\Lmtrx\\Umtrx$)/Notes |\n",
"| **~7~** | **~M~** | **~11Oct21~** | No Class | No Class | Indigenous Peoples' Day Holiday |\n",
"| 7 | W | 13Oct21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | $\\Amtrx = \\Lmtrx\\,\\Umtrx$ (no pivoting) Notes |\n",
"| 7 | Th | 14Oct21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | [Labwork-04](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/labwork-04.ipynb) due 28Oct21 BB submission | $\\Pmtrx\\,\\Amtrx = \\Lmtrx\\,\\Umtrx$ (partial pivoting) Notes |\n",
"| **8** | **M** | **18Oct21** | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | $\\Pmtrx\\,\\Amtrx = \\Lmtrx\\,\\Umtrx$ (partial pivoting) Notes |\n",
"| 8 | W | 20Oct21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | $\\Pmtrx\\,\\Amtrx\\,\\Qmtrx = \\Lmtrx\\,\\Umtrx$ (total pivoting) Notes |\n",
"| 8 | Th | 21Oct21 | [05](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/05-flow-controls.ipynb)/[06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | $\\Pmtrx\\,\\Amtrx\\,\\Qmtrx = \\Lmtrx\\,\\Umtrx$ (total pivoting)/Function/Rank Notes |\n",
"| **9** | **M** | **25Oct21** | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | LinAlg/Rank Notes |\n",
"| 9 | W | 27Oct21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | - | Rank Notes |\n",
"| 9 | Th | 28Oct21 | [06](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/06-linear-algebra-fundamentals.ipynb) | [Labwork-05](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/labwork-05.ipynb) due 11Nov21 BB submission | Rank Notes |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"|**Week**|Day| **Date** |**Notebook**|**Assessment**|**Note**|\n",
"|:-------|:-:|:---------:|:-----------|:-------------|:------:|\n",
"|- |- | <span style=\"color:blue\"><b>November</b>|- |- |- |\n",
"| **10** | **Mon** |**01Nov21**| TBA | TBA | TBA |\n",
"| 10 | Wed |03Nov21| TBA | TBA | TBA |\n",
"| 10 | Thu |04Nov21| TBA | [Labwork-05](https://nbviewer.jupyter.org/github/dpploy/chen-3170/blob/master/notebooks/labwork-05.ipynb) due 12Nov21 BB submission | TBA |\n",
"| **~11~** | **~Mon~** |**~08Nov21~**| No class | No class | AIChE meeting |\n",
"| ~11~ | ~Wed~ |~10Nov21~| No class | No class | AIChE meeting |\n",
"| ~11~ | ~Th~ |~11Nov21~| No class | No class | Veteran's Day Holiday |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"|**Week**|Day| **Date** |**Notebook**|**Assessment**|**Note**|\n",
"|:-------|:-:|:---------:|:-----------|:-------------|:------:|\n",
"|- |- | <span style=\"color:blue\"><b>December</b>|- |- |- |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### General Information \n",
"\n",
"**Attendance:** *All* Students are expected to attend *all* classes.\n",
"\n",
"**Mobile device policy:** Mobile devices are **needed** for programming and following the material presented online (in this Virtual version of the course); see classroom/online conduct below.\n",
"\n",
"**Credit hour policy:** A credit hour requires a minimum of 2 hours of out-of-class student **deep work** per 1 hour of instructor-led course activity.\n",
"\n",
"**Classroom/Online Conduct:** <span style=\"color:red\">Students are expected to exhibit professional and respectful behavior that is conducive to a mutually beneficial learning environment in the classroom/online. Examples of inappropriate behavior include: text messaging, listening to music, cell phone use (other than the campus alert system), late arrivals, early departures, use of laptops for other than class purposes, disrespectful comments or behavior, intentional disruptions, failure to follow faculty directives, etc. Students in violation of these standards may be asked to leave class (or virtual class) and/or be referred to the Dean of Students for disciplinary action.</span>\n",
"\n",
"**Academic Integrity:** <span style=\"color:red\">Cheating and plagiarism will not be tolerated. A first offense will result in a failing grade for the assignment/exam in question and a formal filing with the Office of Provost according to the Academic Integrity Policy. A second offense could lead to a failing grade in the course, suspension or expulsion, as detailed in the policy, defined [here](https://www.uml.edu/Catalog/Undergraduate/Policies/Academic-Policies/Academic-Integrity.aspx).</span>\n",
"\n",
"**Instructional Resources:** The Centers for Learning and Academic Support Services provide many tutoring resources; more details are available [here](https://www.uml.edu/class/)\n",
"Technology Resources: For a listing of available computing and software resources available to students, [visit here]( https://www.uml.edu/IT/Services/DLC/).\n",
"\n",
"**Accommodations:** In accordance with University policy and the ADA, accommodations are provided for students with documented disabilities. If you have a disability, please contact the Office of Disability Services as soon as possible. Their office is in UC 220 (978-934-4574, Disability@uml.edu). Documentation of disability is confidential. Requests for accommodation for religious reasons should be directed to Equal Opportunity and Outreach at 978-934-3565, Wannalancit Mills, Suite 301. \n",
"\n",
"**Counseling Services:** As part of the Wellness Center, Counseling Services at UMass Lowell provide mental health counseling, consultation and referrals to help students achieve personal and academic success. They also assist students in better understanding and coping with their feelings, relationships, and choices surrounding their academic success. [Visit](https://www.uml.edu/student-services/Counseling/)\n",
"Veterans’ Services: UMass Lowell is committed to helping our military students take full advantage of all the educational benefits available through the federal and state governments. For complete information on the services and resources available please visit our [website](https://www.uml.edu/student-services/Veterans/).\n",
"University Cancellation Information: If campus is closed (most likely for weather), visit the website for announcements relevant to the class."
]
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