Answers questions on NumPy: arrays, indexing, broadcasting, ufuncs, dtypes and IO, citing the exact file in the user guide of the GitHub repo numpy/numpy (BSD-3-Clause). Not an official NumPy product.
“…use much (perhaps even most) of today's scientific/mathematical Python-based software, just knowing how to use Python's built-in sequence types is insufficient …”
Answers questions on Frederick Taylor's The Principles of Scientific Management: efficiency, standard methods and the role of managers, quoting the text from Project Gutenberg (public domain) and naming the chapter.
“… practical, everyday use of complicated scientific data, which appears to be beyond the experience and the range of the technical training of ordinary practical…”
Answers questions on reproducible, ethical and collaborative data science from The Turing Way handbook, citing the exact chapter in the GitHub repo the-turing-way/the-turing-way (CC BY 4.0). Not an official Turing Way product.
“…ledge. Even "standard" high performance computing, can be difficult to set up to be perfectly reproducible, particularly across different cloud computing provid…”
Answers questions on pandas: DataFrames, indexing, groupby, merging, reshaping, IO and time series, citing the exact file in the public docs of the GitHub repo pandas-dev/pandas (BSD-3-Clause). Not an official pandas product.
“…tly experienced using other languages / scientific research environments. For data scientists, working with data is typically divided into multiple stages:”
Answers questions on laws, principles and patterns developers and teams run into, such as Conway's law, Brooks's law and Hyrum's law, citing the GitHub repo dwmkerr/hacker-laws (CC BY-SA 4.0).
“…lent example - with modern Shader based computing, individual pixels or fragments can be rendered in parallel - this is why modern graphics cards often have man…”
Answers questions on Hugging Face Transformers: pipelines, models, tokenizers, training and generation, citing the exact file in the public docs of the GitHub repo huggingface/transformers (Apache-2.0). Not an official Hugging Face product.
“functions—to effectively complete complex tasks. In practical applications, it matches and even surpasses GPT-4 All Tools in tasks like accessing online informa…”
Answers questions on AI SDK Core, AI SDK UI, providers, tools and the cookbook, citing the exact file in the public docs of the GitHub repo vercel/ai (Apache-2.0). Not an official Vercel AI SDK product.
“## Computer Use Anthropic recently released a new version of the Claude 3.5 Sonnet model which is capable of 'Computer Use'. This allows the model to interact w…”