diff --git a/R/20230421.R-torch.md b/R/20230421.R-torch.md new file mode 100644 index 0000000..827d6a6 --- /dev/null +++ b/R/20230421.R-torch.md @@ -0,0 +1,17 @@ +Using Torch with R +================== + + +Reference Literature +-------------------- + +### Book: "Deep Learning and Scientific Computing with R torch" + +- Author: Sigrid Keydana +- Publish-date: 2023-04-01 +- Publisher: CRC Press +- Publisher-version: https://doi.org/10.1201/9781003275923 +- License: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License +- Github-source: https://github.com/skeydan/Deep-Learning-and-Scientific-Computing-with-R-torch +- Blog: https://blogs.rstudio.com/ai/posts/2023-04-05-deep-learning-scientific-computing-r-torch/ +- Free-web-book: https://skeydan.github.io/Deep-Learning-and-Scientific-Computing-with-R-torch/ diff --git a/carpentries/20231204.Overview-of-Carpentries.md b/carpentries/20231204.Overview-of-Carpentries.md new file mode 100644 index 0000000..afe7f35 --- /dev/null +++ b/carpentries/20231204.Overview-of-Carpentries.md @@ -0,0 +1,20 @@ +Overview of the Carpentries (Software Carpentry, Data Carpentry, ...) +===================================================================== + + +"Software Carpentry September 2012 Introduction" +https://www.youtube.com/watch?v=hIGweDdrZ20&ab_channel=softwarecarpentry + +* Greg Wilson's intro on the essentiality of computing skills for researchers. +* How effective learning works for novice programmers + (short- and long-term memory, chunking, ...). + +This seems to be part of a series of videos in this playlist: + +"Live Lecture September 2012" +https://www.youtube.com/watch?v=hIGweDdrZ20&list=PLhFTuW7KWApwoo2DHzpWLhA19zenWF1LF&ab_channel=softwarecarpentry +(28 video snippets) + + + + diff --git a/cloud-platforms/20230413.cloud-ai-platforms.md b/cloud-platforms/20230413.cloud-ai-platforms.md new file mode 100644 index 0000000..fd3a551 --- /dev/null +++ b/cloud-platforms/20230413.cloud-ai-platforms.md @@ -0,0 +1,9 @@ +Platforms and Solutions for AI/ML in the Cloud +============================================== + + +H2O.ai (India-based) +https://h2o.ai/ + +Solutions / example use cases: https://h2o.ai/solutions/use-case/ + diff --git a/containers/20230828.Basil-container-tools.md b/containers/20230828.Basil-container-tools.md new file mode 100644 index 0000000..ae460a4 --- /dev/null +++ b/containers/20230828.Basil-container-tools.md @@ -0,0 +1,30 @@ +Basil: A Tool for Semi-Automatic Containerization, Deployment, and Execution of Scientific Applications on Cloud Computing and Supercomputing Platforms +------------------------------------------------------------------------------------------------------------------------------------------------------- + +Project site: https://icompute.us/entry + + +NSF Award: 2314203 + +"[CSSI?] Elements: Basil: A Tool for Semi-Automatic Containerization, +Deployment, and Execution of Scientific Applications on Cloud +Computing and Supercomputing Platforms" +https://www.nsf.gov/awardsearch/showAward?AWD_ID=2314203 + +From the abstract: + +> "...this project is developing BASIL - a tool for +> semi-automatically containerizing the scientific applications, +> frameworks, and workflows. This project will deliver BASIL through +> a web portal, as a command-line tool, and through APIs. BASIL has +> a broad applicability across multiple domains of deep societal +> impact such as artificial intelligence, drug discovery, and +> earthquake engineering. By enabling the preservation of valuable +> legacy software and making them usable for several years in +> future, BASIL will save cost and time in software rewriting and +> software installations, and thus contribute towards advancing the +> prosperity of the society. The project will result in educational +> content on ?Introduction to Containerization? and students engaged +> in the project will develop valuable skills in the areas of +> national interest such as supercomputing/High Performance +> Computing (HPC) and cloud computing." diff --git a/deep-learning/20231002.Finetuning-LLMs.md b/deep-learning/20231002.Finetuning-LLMs.md new file mode 100644 index 0000000..7a746f9 --- /dev/null +++ b/deep-learning/20231002.Finetuning-LLMs.md @@ -0,0 +1,32 @@ +Finetuning Large Language Models +================================ + + +"Finetuning Large Language Models" +https://www.deeplearning.ai/short-courses/finetuning-large-language-models/ +https://learn.deeplearning.ai/finetuning-large-language-models/lesson/1/introduction +Taught by Sharon Zhou + +Free course, registration required. + +From the course website: + +"Join our new short course, Finetuning Large Language Models! Learn +from Sharon Zhou, Co-Founder and CEO of Lamini, and instructor for the +GANs Specialization and How Diffusion Models Work. + +When you complete this course, you will be able to: + + * Understand when to apply finetuning on LLMs + * Prepare your data for finetuning + * Train and evaluate an LLM on your data + +With finetuning, you're able to take your own data to train the model +on it, and update the weights of the neural nets in the LLM, changing +the model compared to other methods like prompt engineering and +Retrieval Augmented Generation. Finetuning allows the model to learn +style, form, and can update the model with new knowledge to improve +results." + + + diff --git a/deep-learning/20231204.PyTorch-install.md b/deep-learning/20231204.PyTorch-install.md new file mode 100644 index 0000000..db7703a --- /dev/null +++ b/deep-learning/20231204.PyTorch-install.md @@ -0,0 +1,13 @@ +PyTorch Installation +==================== + + +Selecting PyTorch target (CPU/GPU) for conda install +---------------------------------------------------- + +See: https://pytorch.org/get-started/locally/https://pytorch.org/get-started/locally/ + +There are a selector box in the page above to select which commands to +use to install Torch. + + diff --git a/latex/20230217.bibtex-bibliography.md b/latex/20230217.bibtex-bibliography.md new file mode 100644 index 0000000..502a4b3 --- /dev/null +++ b/latex/20230217.bibtex-bibliography.md @@ -0,0 +1,37 @@ +Tools and Utilities for BibTeX Citations +======================================== + +[2023-02-17] + + +Utilities for Generating BibTeX Citations +----------------------------------------- + +When a lot of citations are involved, this becomes a troublesome task. +Having some tools would make our lives easier. + + +### Converting from text-plain citations to BibTeX entries + + +https://text2bib.economics.utoronto.ca/ + +From the site: + +> This site converts a list of references in a wide range of styles to BibTeX. +> Minimal requirements for input file: +> +> * Either references are separated by blank lines or each line +> is a separate reference or each reference starts with +> `\bibitem{}`, `\bibitem{