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Data Analytics Bootcamp


What you'll learn

We partnered with industry insiders, so you can learn the skills that employers look for. The curriculum is split into 5 units covering the topics below:

  • Framing structured thinking
  • Analyzing business problems
  • Connecting data using SQL
  • Visualizing data with Python
  • Communicating your analysis

Build industry-level projects

In addition to small projects designed to reinforce specific concepts, you'll complete two capstone projects focused on a realistic data analytics scenario that you can show to future employers.


Work 1:1 with a mentor

Mentor-guided learning not only helps you build skills faster, but also enables career growth.


Get the perfect job with unlimited 1:1 career coaching

Career-focused course material is paired with personal coaching calls to help you land your dream job. You'll have 6 scheduled calls, with unlimited access to more. And full career support continues for 6 months after completing the program.


Is this program right for me?

This data analytics bootcamp is designed for people who demonstrate an aptitude towards critical thinking and problem solving, and have two years of work experience.


Prerequisites

  • Strong critical thinking and problem-solving skills
  • 2 years of professional work experience working regularly with office, design or programming tools
  • Fluency in English (written and spoken), as determined by initial interactions with the Admissions team

Tuition

The full tuition for the program is $6,600. If you pay upfront, you get a 17% discount. Remember, if you don't get a job within 6 months of completion, you'll receive a full refund.

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PSC Bioinformatics Summer Institute Workshop

This two-week intensive training workshop provides a robust background in bioinformatics suitable for teaching and research. Every day participants complete hands-on exercises to practice the concepts learned during lectures using various of the Pittsburgh Supercomputing Center's massively parallel computers and various software tools such as the Galaxy web-based biomedical research tool.



A Typical Summer Institute Schedule


Week 1

  • Introduction to the Computing Environments at the Pittsburgh Supercomputing Center
  • Bioinformatics Databases
  • Models and Significance in Searching Bioinformatics Databases
  • Sequence Alignment Algorithms (NW, SW, Fasta, BLAST, BW+FM, "Seeded" SW)
  • Multiple Sequence Alignment & Mapping Realignment
  • Computational Tools: Analyzing Data Using Relational Databases & SQL
  • Next Generation Sequencing (NGS) Technologies
  • Pattern Identification
  • Preparing NGS Datasets for Assembly/Mapping
  • Phylogenetics and Reconciliation with Notung
  • De Novo Genome Assembly
  • The R System for Statistical Analysis

Week 2

  • Functional Annotation for Assembled Genomes
  • Predicting Genes, Identifying Functions
  • Mapping Genome Assemblies
  • RNAseq: De Novo Assembly of RNA Data
  • Identifying Single-nucleotide Polymorphisms (a.k.a. SNPs) and Other Variants
  • RNAseq: De Novo Functional Annotation and Other Post-Assembly Analyses
  • Gene Annotation
  • Ribosomal Profiling: Genome-wide Measurements of mRNA Translation Rates

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Introduction to Analysis of Epigenetic Data 2020

  • UC Davis Bioinformatics Core
  • UC Davis, CA
  • November 30 - December 4, 2020
  • Workshop web site

This workshop will include a rich collection of lectures and hands-on sessions, covering both theory and tools associated with the analysis of data generated by several common types of epigenetic experiments, primarily data from the Illumina platform. Participants will explore experimental design, cost estimation, data generation, and analysis of DNA sequence data. Participants will explore software and protocols, create and modify workflows, and diagnose/treat problematic data utilizing high performance computing services. Exercises will be performed with provided datasets, using command-line interaction on the Genome Center Compute Cluster, which will be available to you to use for a week after the workshop, so you can continue to practice these skills.

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Advanced Sequencing Technologies & Bioinformatics Analysis

  • CSHL Bioinformatics Workshop
  • Online
  • November 16-20, 2020
  • Application Deadline: September 15, 2020
  • Course web site

Instructors

  • Obi Griffith, Washington University School of Medicine
  • Malachi Griffith, Washington University School of Medicine
  • Elaine Mardis, Nationwide Children's Hospital Research Institute
  • W. Richard McCombie, Cold Spring Harbor Laboratory
  • Aaron Quinlan, University of Utah

Course Description

Over the last decade, massively parallel DNA sequencing has markedly impacted the practice of modern biology and is being utilized in the practice of medicine. The constant improvement of these platforms means that costs and data generation timelines have been reduced by orders of magnitude, facilitating investigators to conceptualize and perform sequencing-based projects that heretofore were time-, cost-, and sample number-prohibitive. Furthermore, the application of these technologies to answer questions previously not experimentally approachable is broadening their impact and application. However, data analysis remains a complex and often vexing challenge, especially as data volumes increase.

This intensive two week course will explore use and applications of massively parallel sequencing technologies, with a focus on data analysis and bioinformatics. Students will be instructed in the detailed operation of several platforms (Illumina, PacBio, Nanopore, Etc.), including library construction procedures, general data processing, and in-depth data analysis. Students will be introduced to Unix command-line, important file formats, alignment, data visualization, basic scripting in R, bash and other program languages, cluster job submission and bioinformatics pipeline development. A diverse range of the types of biological questions enabled by massively parallel sequencing technologies will be explored such as bulk transcriptome profiling (RNAseq), single-cell transcriptome/proteome profiling (scRNAseq, CITEseq), epigenome profiling (ATAC-seq), small variant discovery and interpretation, structural variant discovery, long read applications, probability and statistics for genomics analysis, and others that are tailored to the student's research areas of interest.

Cloud-based computing will also be explored. Guest lecturers will highlight unique applications of these disruptive technologies.

We encourage applicants from a diversity of scientific backgrounds including molecular evolution, development, neuroscience, medicine, cancer, plant biology and microbiology.


Support & Stipends

Major support provided by: National Human Genome Research Institute.

Access to cloud computational resources may be supported by an AWS in Education Grant award from Amazon.

Stipends are available to offset tuition costs as follows:

  • US applicants (National Human Genome Research Institute).
  • Interdisciplinary Fellowships (transitioning from outside biology) & Scholarships (transitioning from other biological disciplines) (Helmsley Charitable Trust).
  • International applicants (Howard Hughes Medical Institute).

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Bioinformatics: Command Line/R Prerequisites 2020

This workshop will cover the basic computational and statistical concepts needed before performing bioinformatics analysis:

  • Access to a multi-core (24 cpu or greater), "high" memory 64Gb or greater Linux server.
  • Familiarity with the 'command line' and constructing scripts/pipelines.
  • Basic knowledge of how to install software
  • Basic knowledge of R (or equivalent) and statistical programming
  • Basic knowledge of Statistics and model building

The course will include experimental data organization, basic command line and high performance computing concepts, how to install software, use help, run applications, and the basics of building scripts and pipelines. Also covered will be basic R programming, working with data tables and generating figures, basic statistical concepts, and statistical model building. There are no prerequisites for this workshop other than an interest in bioinformatics! The workshop will be on the UC Davis campus, and will run from 9am to 5:00pm each day and include light breakfast, lunch, and snacks.

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Cell Cycle and Cancer

The goal of these multi-week activities is to use Cancer Biology as a theme to introduce concepts in the cell cycle, cell biology, genetics and signal transduction.

These activities are appropriate for high school and Introductory Biology classes.

Learning Objectives:

  1. Identify the different stages of the cell cycle.
  2. Estimate the duration of the different stages of the cell cycle from microscopic examination of onion root tips slides.
  3. Relate deficiencies in cell cycle regulation to development of cancer
  4. List the names, chromosomal location and functions of genes identified in various types of cancer
  5. Describe how mutations in cancer driver genes can result to abnormal cell biology and development of cancer cells

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Project Biodiversify

"Project Biodiversify provides ready-to-use examples of research concepts that highlight a diverse set of biologists.We aim to align our research examples with core biology curricula and, at the same time, highlight and humanize researchers as role models for students from many walks of life.  Our database is always growing – so check back often for updates!"

 

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Undergraduate Research Experiences for STEM Students: Successes, Challenges, and Opportunities

"Undergraduate Research Experiences for STEM Students provides a comprehensive overview of and insights about the current and rapidly evolving types of UREs, in an effort to improve understanding of the complexity of UREs in terms of their content, their surrounding context, the diversity of the student participants, and the opportunities for learning provided by a research experience."

National Academies of Sciences, Engineering, and Medicine. 2017. Undergraduate Research Experiences for STEM Students: Successes, Challenges, and Opportunities. Washington, DC: The National Academies Press. https://doi.org/10.17226/24622.

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BioSkills Guide: Development and National Validation of a Tool for Interpreting the Vision and Change Core Competencies

Preprint of the manuscript on the development and national validation of the BioSkills Guide.

Alexa Clemmons, Jerry Timbrook, Jon Herron, Alison Crowe

doi: https://doi.org/10.1101/2020.01.11.902882

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Case Study guidelines from K. P. Cross Academy

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Synthetic genomics: a new venture to dissect genome fundamentals and engineer new functions

A nice overview of the field of synthetic genomics with a focus on future projects and the rationale for engaging in these studies.

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What is synthetic genomics anyway?

A terrific introduction to the synthesis and modification of genomes, the subfield of synthetic biology known as synthetic genomics.

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A brief history of synthetic biology

A great introduction to the history and development of the field with discussions of some of the milestone achievements.

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Foundations for Engineering Biology

An older review (2005), but still a great gentle introduction to the engineering principles that make synthetic biology distinct from other realms of biology.

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Community College Instructors' Perceptions of Constraints and Affordance Related to Teaching Quantitative Biology Skills and Concepts

A report on the survey done by the NIMBioS QB@CC Working Group.  Authored by Lisa Corwin, Stacey Kiser, Sondra LoRe, Jillian Miller and Melissa Aikens.

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Whistling Vivaldi: How stereotypes affect us and what we can do - Claude Steele

This book discusses the phenomenon of stereotype threat. It is defined as the contingency experienced by the awareness of a stereotype associated with one’s identity. This awareness research shows can result in decreased academic performance. The author includes in the later chapters very clear suggestions on teaching strategies to reduce the potential of ST in the classroom.This book discusses the phenomenon of stereotype threat. It is defined as the contingency experienced by the awareness of a stereotype associated with one’s identity. This awareness research shows can result in decreased academic performance. The author includes in the later chapters very clear suggestions on teaching strategies to reduce the potential of ST in the classroom.

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Unprofessional peer reviews disproportionately harm underrepresented groups in STEM

Unprofessional peer reviews disproportionately harm underrepresented groups in STEM

Background

Peer reviewed research is paramount to the advancement of science. Ideally, the peer review process is an unbiased, fair assessment of the scientific merit and credibility of a study; however, well-documented biases arise in all methods of peer review. Systemic biases have been shown to directly impact the outcomes of peer review, yet little is known about the downstream impacts of unprofessional reviewer comments that are shared with authors.

Methods

In an anonymous survey of international participants in science, technology, engineering, and mathematics (STEM) fields, we investigated the pervasiveness and author perceptions of long-term implications of receiving of unprofessional comments. Specifically, we assessed authors' perceptions of scientific aptitude, productivity, and career trajectory after receiving an unprofessional peer review.

Results

We show that survey respondents across four intersecting categories of gender and race/ethnicity received unprofessional peer review comments equally. However, traditionally underrepresented groups in STEM fields were most likely to perceive negative impacts on scientific aptitude, productivity, and career advancement after receiving an unprofessional peer review.

Discussion

Studies show that a negative perception of aptitude leads to lowered self-confidence, short-term disruptions in success and productivity and delays in career advancement. Therefore, our results indicate that unprofessional reviews likely have and will continue to perpetuate the gap in STEM fields for traditionally underrepresented groups in the sciences.

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Alycia Crall onto Publications

Chapter 17: Regression

test

 

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Assistant Professor of Biology (Biochemistry), SUNY Geneseo

State University of New York at Geneseo Biology Department invites applications for a tenure track Biologist (Biochemist) at the rank of Assistant Professor to begin in August 2020. The duties of the position include teaching courses at the undergraduate level, conducting research involving undergraduate students, advising students, and providing service to the department and college.

Duties include:
- Teaching a course in biochemistry as well as other biology courses
- Maintaining a research program in biochemistry that engages undergraduate students
- Academic advising
- Service to the college and community

Our priority is teaching excellence. We seek someone with a strong commitment to teaching in a liberal arts setting and who is prepared to teach both introductory courses and advanced courses in their area of expertise. A commitment to working effectively with students from diverse backgrounds is essential.

Required Qualifications: The candidate must have a PhD in a relevant discipline conferred by the time of appointment and must be qualified to teach an undergraduate course in biochemistry and additional lecture and lab courses for Biology, Neuroscience and Biochemistry majors. The candidate must have a demonstrated interest in teaching. The candidate will be expected to develop and maintain a research program in biochemistry that engages undergraduate students and can be carried out at an undergraduate institution. The candidate will be expected to maintain research productivity sufficient to publish in peer-reviewed journals and to submit grants.

Preferred Qualifications: Candidates should have experience in teaching courses and laboratories in biology and/or biochemistry. Candidates should have relevant research publications and postdoctoral research experience in biochemistry.

The successful candidate will also have demonstrated a commitment to fostering an inclusive working/teaching environment. In addition, the successful candidate will have demonstrated a commitment and ability to work effectively with a diverse group of students, faculty, staff and constituents in support of campus and department missions.

To apply, submit an online faculty application at https://jobs.geneseo.edu Applicants must upload a cover letter, a teaching portfolio with evidence of teaching effectiveness, a statement of research plans that would involve undergraduates, and a CV. In addition, applicants should be prepared to supply contact information (email address) for three references.

Review of completed applications will begin upon receipt. To be guaranteed consideration, applications must be completed by January 1, 2020.

If using Interfolio to submit letters of reference, please follow the special instructions at this link: https://www.interfolio.com/dossier/

SUNY Geneseo is an Equal Opportunity/Affirmative Action employer, committed to recruiting, supporting and fostering a diverse community of outstanding faculty, staff and students. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, disability or protected veteran status. For our full non-discrimination statement, see: http://www.geneseo.edu/affirmativeaction.

All applicants are subject to drug and criminal background checks. See our full Background Investigation Statement at http://www.geneseo.edu/hr/employment.

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Desmos Graphing Calculator

Desmos produces tools that make math accessible. Their graphing calculator is compatible with screen readers, and includes audible representations of graphs. 

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Accessibility Toolkit

The goal of the Accessibility Toolkit – 2nd Edition is to provide resources for each content creator, instructional designer, educational technologist, librarian, administrator, and teaching assistant to create a truly open textbook—one that is free and accessible for all students.

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Needed Math

Employers, instructors of technical subjects, and mathematics educators who participated in a three-day conference on January 12-15, 2018, concluded that students’ mathematical competence should be strengthened by enhancing their ability to solve problems found in real-world contexts. The Needed Math Conference,..focused on bringing to light how mathematics education might better reflect the concepts and skills that are prerequisites for postsecondary education technical programs ... 

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Ancient Vegetables and Fruits, with photos

This document provides links to research articles and creative commons licensed images of some ancient vegetables and fruits.   It was the basis for the display referenced in the case "A curious display."

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UDL Chromosome Worksheet

Activity that explores implicit knowledge, alt-text, and long descriptions using images of chromosomes as example content.  This was used to help teachers see how images could be helpful in diagnosing misconceptions as well as the teachers' own implicit knowledge.  Images are Creative Commons licensed and can be modified for educational uses. 

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