D-Lab
- 222 followers
- Social Sciences Building, Berkeley, CA
- http://dlab.berkeley.edu
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Repositories
- Data-Science-Social-Justice Public
Materials for D-Lab / UC Berkeley Graduate Division's Data Science for Social Justice summer workshop. These materials provide an introduction to Python, natural language processing, text analysis, word embeddings, and network analysis. They also include discussions on critical approaches to data science to promote social justice.
dlab-berkeley/Data-Science-Social-Justice’s past year of commit activity - R-Geospatial-Fundamentals Public
D-Lab's 6-hour introduction to working with geospatial data in R. Learn how to import, visualize, and analyze geospatial data in R.
dlab-berkeley/R-Geospatial-Fundamentals’s past year of commit activity - R-Fundamentals Public
D-Lab's 4 part, 8 hour introduction to R Fundamentals. Learn how to create variables and functions, manipulate data frames, make visualizations, use control flow structures, and more, using R in RStudio.
dlab-berkeley/R-Fundamentals’s past year of commit activity - Computational-Social-Science-Training-Program Public
This course is a rigorous, year-long introduction to computational social science. We cover topics spanning reproducibility and collaboration, machine learning, natural language processing, and causal inference. This course has a strong applied focus with emphasis placed on doing computational social science.
dlab-berkeley/Computational-Social-Science-Training-Program’s past year of commit activity - GPT-Fundamentals Public
D-Lab's 2-hour introduction to Generative Pretrained Transformers (GPT) for beginners. Learn about text encoding, word embeddings, and the transformer architecture upon which GPT is based. Create texts using a GPT model with the Transformers library in Python, and learn about hyperparameters such as temperature.
dlab-berkeley/GPT-Fundamentals’s past year of commit activity - prompt-engineering Public
D-Lab's 1-hour introduction to prompt engineering with ChatGPT. Learn what prompt engineering is, best practices for prompting, and techniques to resolve errors.
dlab-berkeley/prompt-engineering’s past year of commit activity - R-Data-Visualization Public
D-Lab's 2-hour introduction to data visualization with R. Learn how to create histograms, bar charts, box plots, scatter plots, and more using ggplot2.
dlab-berkeley/R-Data-Visualization’s past year of commit activity