大学で読んだ情報科学関連の教科書 - ｼﾞｮｲｼﾞｮｲｼﾞｮｲ
先日、博士（情報学）になりました。学部と大学院をあわせた 9 年間で読んだ情報科学関連の教科書・専門書を思い出を振り返りつつここにまとめます。私は授業はあまり聞かずに独学するタイプだったので、ここに挙げた書籍を通読すれば、大学に通わなくてもおおよそ情報学博士ほどの知識は身につくものと思われます。ただし、特に大学院で重要となる論文を読み書きすることについては本稿には含めておりません。それらについては論文読みの日課についてや論文の書き方などを参考にしてください。 joisino.hatenablog.com 凡例：（半端）とは、数章だけ読んだ場合か、最後まで読んだものの理解が浅く、今となっては薄ぼんやりとしか覚えていないことを指します。☆は特におすすめなことを表します。 学部一年 寺田 文行『線形代数 増訂版』 黒田 成俊『微分積分』 河野 敬雄『確率概論』 東京大学教養学部統計学教室『統計学
GitHub - google/magika: Detect file content types with deep learning
Magika is a novel AI powered file type detection tool that relies on the recent advance of deep learning to provide accurate detection. Under the hood, Magika employs a custom, highly optimized Keras model that only weighs about 1MB, and enables precise file identification within milliseconds, even when running on a single CPU. In an evaluation with over 1M files and over 100 content types (coveri
ggml.ai
GGML - AI at the edge ggml is a tensor library for machine learning to enable large models and high performance on commodity hardware. It is used by llama.cpp and whisper.cpp Written in C 16-bit float support Integer quantization support (e.g. 4-bit, 5-bit, 8-bit) Automatic differentiation Built-in optimization algorithms (e.g. ADAM, L-BFGS) Optimized for Apple Silicon On x86 architectures utilize
Datasets
Opt-out request submitted by 09.02.2023 were excluded from this ersion of the dataset as well as initially flagged malicious files (not exhaustive). Datasets and data governance tools released by BigCode #The Stack: Exact deduplicated version of The Stack.The Stack dedup: Near deduplicated version of The Stack (recommended for training).The Stack issues: Collection of GitHub issues.The Stack Metad
ChatGPTに表記揺れのある値を自動分類してもらう方法 - Qiita
ChatGPTは本当に便利ですね。 ChatGPTは会話形式で答えてもらうだけではなく、プログラムから呼び出して使ってもかなり高精度な答えを返してくれることがわかってきました。こうなってくると使い方無限大です。 今回は、CSVにユーザの自由入力で登録された職業の項目を産業別に分類したいと言ったユースケースを想定して検証を進めました。 たとえば、アンケートなどで職業などを入力してもらう場合、どうしても表記のふれが出てしまいます。（たとえばSE,ソフトウェアエンジニア,プログラマーとか） これを防止するために、ユーザ入力時に予めマスタを用意しておき、プルダウンなどで入力してもらうといったことをすればよいですが、世の中の職業は数えきれないほどあり，マスタを準備するのは大変・・・ 準備できたとしても、あまり選択肢の数が多いと今度は入力者がそこから選ぶのが不可能になってきてしまいます。 とりあえず情
Nobody wants to be another Oppenheimer.
Tech/Google/Artificial Intelligence‘Godfather of AI’ quits Google with regrets and fears about his life’s work ‘Godfather of AI’ quits Google with regrets and fears about his life’s work / Geoffrey Hinton who won the ‘Nobel Prize of computing’ for his trailblazing work on neural networks is now free to speak about the risks of AI. By Thomas Ricker, a deputy editor and Verge co-founder with a passi
GitHub - lm-sys/FastChat: An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.
| Demo | Discord | X | FastChat is an open platform for training, serving, and evaluating large language model based chatbots. FastChat powers Chatbot Arena (https://chat.lmsys.org/), serving over 10 million chat requests for 70+ LLMs. Chatbot Arena has collected over 500K human votes from side-by-side LLM battles to compile an online LLM Elo leaderboard. FastChat's core features include: The trai
Adobe Firefly - Free Generative AI for creatives
https://main--cc--adobecom.hlx.page/cc-shared/assets/img/product-icons/svg/firefly-appicon-256.svg | Adobe Firefly app icon {{adobe-firefly}} Your imagination’s new best friend. Use generative AI and simple text prompts to bring your ideas to life. And now you can add reference images to get the style and structure you’re looking for. {{get-adobe-firefly-free}} Try it -----------------------------
Transformers.js
The Shawshank Redemption is a true masterpiece of cinema, a movie that deserves every bit of its status as one of the greatest films ever made. From its stellar performances to its unforgettable storytelling, everything about this film is a testament to the power of great filmmaking. Hugging Face is a technology company that was founded in 2016 by Clément Delangue, Julien Chaumond, and Thomas Wolf
DuckDuckGo Launches DuckAssist
DuckAssist is the first in a series of AI-assisted private search and browser updates. It's free (with no sign-up required!) and available to try today wherever you use DuckDuckgo.Generative artificial intelligence is hitting the world of search and browsing in a big way. At DuckDuckGo, we’ve been trying to understand the difference between what it could do well in the future and what it can do
New AI classifier for indicating AI-written text
As of July 20, 2023, the AI classifier is no longer available due to its low rate of accuracy. We are working to incorporate feedback and are currently researching more effective provenance techniques for text, and have made a commitment to develop and deploy mechanisms that enable users to understand if audio or visual content is AI-generated. We’ve trained a classifier to distinguish between tex
Prompt-Engineering-Guide/guides/prompts-advanced-usage.md at main · dair-ai/Prompt-Engineering-Guide
GitHub - dair-ai/Prompt-Engineering-Guide: 🐙 Guides, papers, lecture, notebooks and resources for prompt engineering
Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). Researchers use prompt engineering to improve the capacity of LLMs on a wide range of common and
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差分プライバシーによる 安全な連合学習の実現
GitHub - burn-rs/burn: Burn - A Flexible and Comprehensive Deep Learning Framework in Rust
GitHub - google/budoux
Be My Eyes - See the world together
GitHub - chris-koch-penn/gpt3_security_vulnerability_scanner: GPT-3 found hundreds of security vulnerabilities in this repo
Tech’s hottest new job: AI whisperer. No coding required.
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