This course provides an introduction to NNs and learning with Python. In this workshop, you will learn about Tensorflow programming fundamentals and basic ideas of neural networks through building and training different MNIST models. Moreover, you will be introduced to more advanced applications of deep learning in computer vision and natural language processing with Keras […]
This course provides an introduction to fundamentals of data analysis using the R language. In this course, you will learn how to effectively use R for data analysis. This course provides a brief introduction to the fundamentals of the R language and focuses on its use for data analysis–including exploratory data analysis, linear and logistic […]
Philosophy of Machine Learning: Knowledge and Causality The recent rapid development in machine learning has opened up unprecedented possibilities in analyzing and predicting diverse phenomena. From the humanities, to the social and cognitive sciences, to the natural sciences, fields previously closed off to predictive analysis are now the subject of machine learning investigations. The purpose […]
The goal of Southern California Natural Language Processing Symposium is to gather researchers from the southern California region with broad expertise in natural language processing. The symposium will provide a participatory environment where attendees from a variety of fields working on natural language processing can share and discuss their latest findings. This year, SoCal NLP […]
This course provides an introduction to fundamentals of data analysis using the R language. In this course, you will learn how to effectively use R for data analysis. This course provides a brief introduction to the fundamentals of the R language and focuses on its use for data analysis–including exploratory data analysis, linear and logistic […]
This course builds on our Introduction to R by teaching advanced visualization and data tidying. In this course, you will cover advanced visualization including ggplot and R Shiny. In addition to visualizations, principles of tidy data and reporting will be discussed. Date: May 4, 2018 Time:9 a.m. to 5 p.m. with lunch provided Location: Donald Bren […]
This workshop aims to introduce both users of scripting languages and advanced programmers to the Julia ecosystem and explore details about the Julia language which can help produce efficient and readable code. The goal of the workshop is for students to understand where Julia can be applied and be well-equipped to start using Julia in […]
This course provides an introduction to NNs and learning with Python. In this workshop, you will learn about Tensorflow programming fundamentals and basic ideas of neural networks through building and training different MNIST models. Moreover, you will be introduced to more advanced applications of deep learning in computer vision and natural language processing with Keras […]
Description This course provides a brief introduction to the fundamentals of the R language and focuses on its use for data analysis–including exploratory data analysis, linear and logistic regression, variable selection, model diagnostics, and prediction. Syllabus Fundamentals of R & RStudio: the basics–including objects, subsetting, indexing, data I/O, and control structures Exploratory Data Analysis: all […]
About this Event *Time:* June 22 (Monday) 10AM-12PM, 1PM-3PM, 4PM-5PM (Participants are registered for all three sessions.) *Name:* Data Exploration and Visualization using R and ggplot2 (Zoom meeting link will be emailed to registered attendees two days prior to the event.) *Description:* This course is intended to help people with basic experience using R take […]