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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
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
Then, at runtime, a custom low-level kernel will be automatically created for your specific implementation and will rival a handcrafted GPU implementation. The kernel consists of about 60 lines of WGSL WebGPU Shading Language, an extremely verbose lower level shader language you probably don't want to program your deep learning models in! As of now, our fusion strategy is only implemented for our
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
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
Generative Fill The next generation of Generative Fill is now in the Photoshop (beta) app. Create richer, more lifelike images with more control than ever before. See how in Photoshop Text to Image With the new Firefly Image 3 Model, you can create higher-quality images with better composition, photorealistic details, and improved mood and lighting. Create with Firefly Generative Shape Fill With n
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
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.Update: July 2024. DuckAssist answers are now generated from sources beyond just Wikipedia. The answers are intentionally short — a starting point, rather than a deep dive — with prominently cited sources for you to cl
Tech’s hottest new job: AI whisperer. No coding required. 'Prompt engineers’ are being hired for their skill in getting AI systems to produce exactly what they want. And they make pretty good money. Prompt engineer Riley Goodside at Scale AI’s office in San Francisco on Feb. 22. (Chloe Aftel for The Washington Post)
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
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