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W3: Intro to R and Data Visualization

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

R (www.r-project.org) is a free software environment for statistical computing and graphics. First, this workshop introduces basic concepts, syntax, and usage in R programming, statistical analysis, and visualization techniques. We will conduct hands-on tutorials throughout the session, giving attendees a chance to see R in action. This course is a pre-requisite for several other Collaboratory […]

W17: Machine Learning with Python

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

This workshop will cover the basic principles involved in the applications mentioned above, such as pattern recognition, linear and non-linear regression and cluster analysis. The workshop will be oriented towards hands-on activities, starting from the basics of how to load and prepare biological datasets in a Python environment.

W16: Library Prep for NGS

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

This workshop will cover the basis of Next-Gen Sequencing Library Preparation for Illumina Sequencers. Different Library Preparation Techniques (DNA-seq, ChIP-seq, RNA-seq, Methyl-seq) are explained the first and second day in class. The third day, Quality Control steps of the starting input material and final libraries are performed in the Lab (TapeStation). Purification from Primer Dimers […]

W14: Intro to Modern Statistics with R

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

Through this seminar, attendees will walk away knowing when and how to run modern versions of traditional statistical analysis. These tests and the underlying bioinformatical lesson about resampling will be of use to most scientific disciplines. The course makes no assumptions about familiarity with traditional statistics – we will simply go through relatable experimental examples […]

W12: Intro to MATLAB

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

MATLAB is a powerful, high-level programing language for numerical computation, visualization, and application development. This workshop will start by introducing the MATLAB environment and then cover working with arrays and matrices, loops and conditional statements, writing your own functions, working with files and visualizing your data. The final day will briefly introduce utilizing MATLAB to […]

W31: Spatial Transcriptomics

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

Spatial transcriptomics is an emerging field that bridges molecular biology and anatomy. Over the last decade, a battery of assays have been developed that profile gene expression in-situ, i.e, measuring the abundances of mRNA molecules in cells and tissues while retaining information about their spatial locations. This workshop will introduce the basic concepts, major techniques, […]

W7: ChIP-seq Analysis

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

This workshop aims to provide skills needed to address principles of the assay, quality assessment, sequencing depth, data processing and functional downstream analyses of ChIP-seq datasets. Students will have opportunities to practice hands-on with state-of-the-art analytical tools.

W21: Image Processing for Microscopy

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

The analysis of imaging datasets is both exciting and challenging. New and increasingly powerful techniques try to maximize the information derived from multi-dimensional imaging datasets. Yet, every dataset can be a unique analysis challenge, and packages may not always work out-of-the-box. In this workshop, we will explore some popular computational tools to extract quantitative information […]

W37: Applications of Large Language Models

529 Boyer Hall 611 Charles E Young Dr E,, Los Angeles, CA, United States

This 3-day interactive workshop introduces the overarching principles guiding generative modeling and specifically Large-Scale Language Models (LLM), their application in Python for inference, and specific use-cases in Genomics. Experience with Python is necessary, and basic knowledge about ML workflows is preferred. At the end of this workshop, you WILL be comfortable with loading, inferencing and […]