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Все опубликованные аналитические материалы, исследования суверенного стека, новости экосистемы и обзоры моделей ИИ.

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Исследования1 мин

Large Language Models explained briefly

[Submit subtitle corrections at criblate.com] Imagine you happen across a short movie script that describes a scene between a person and their AI assistant. The script has what the person asks the AI, but the AI's response has been torn off. Suppose you also have this powerful…

YouTube — 3Blue1Brown
Исследования1 мин

The AI that solved IMO Geometry Problems | Guest video by @Aleph 0

[Submit subtitle corrections at criblate.com] In January 2024, Google DeepMind released an AI model called Alpha Geometry, which could solve geometry problems from the International Mathematical Olympiad, or the IMO. The IMO is the highest level of competitive math contests at…

YouTube — 3Blue1Brown
Исследования1 мин

Reinforcement Learning with Human Feedback (RLHF), Clearly Explained!!!

If you tell me what you like and what you don't like, I'll use that to train my model. Stack Quest. Hello, I'm Josh Starmer and welcome to Stack Quest. Today we're going to talk about reinforcement learning with human feedback and it's going to be clearly explained. This Stack…

YouTube — StatQuest AI
Исследования1 мин

Optimization with Linear Programming (and the Simplex Algorithm), Main Ideas!!!

You start with nothing, then you move. And you keep on moving till you can't get any more, then you're [music] done. StatQuest, bam. Hello, I'm Josh Starmer and welcome to StatQuest. Today, we're going to talk about optimization with linear programming main ideas. Specifically,…

YouTube — StatQuest AI
Исследования1 мин

The Simplex Algorithm, Mathematical Details!!!

We're going to find the optimal solution one row at a time. Stack Quest. Hello, I'm Josh Starmer and welcome to Stat Quest. Today we're going to talk about the simplex algorithm and we're going to go through the mathematical details. This stack quest is brought to you by the…

YouTube — StatQuest AI
Исследования1 мин

Оптимизация заключения экспертов LLM на процессорах ARM

Привет, меня зовут Маджид из Intel Research India, и я очень рад выступить на конференции PyTorch в Северной Америке в октябре этого года. Я буду говорить об эффективном сочетании заключений экспертов LLM по использованию VLLM и OpenVINO, а также о том, как мы можем эффективно запускать эти модели на процессорах ARM. Если…

YouTube — PyTorch Official
Исследования1 мин

PyTorch-Native LLM Serving on TPU: SGLang and vLLM

Hi, I'm G from Google. >> I'm Colin from Meta. >> I'm Angela from Meta. >> We are going to be speaking at the PyTorch conference San Jose about new VLM and SG learn engines built on a new PyTorch native TPU backend torch TPU. >> Rather than build a new serving engine or porting…

YouTube — PyTorch Official
Стартапы1 мин

Open Source Inference at Production Scale

Hello everyone, I'm Carlos Costa, a distinction engineer here at IBM Research and co-founder of the LMD project. I'll be heading soon to San Jose for PyTorch Conference North America, where I'll have the privilege of sharing some exciting news about LMD. How the project changed…

YouTube — PyTorch Official
Исследования1 мин

Multi-Agent AutoResearch with Open Source Models

Hi, in this video I'm going to walk you through a multi-agent setup of AutoResearch. I use open source models and an open source code harness, OpenCode, and I implement AutoResearch, which is a project by Andre Carpathie where he takes a nano GPT project, an LLM in its simplest…

YouTube — Hugging Face
Исследования1 мин

How to Create an LLM Dataset | FineWeb Overview

Good morning everyone. How's it going today? Today we're going to be talking about the fine web data set. Now, this is a project by Hugging Face and it is a great example of how to gather all the data that you need to train a large language model. This actually is also available…

YouTube — Hugging Face
Исследования1 мин

Hugging Face Journal Club: AsyncOPD and How Stale Can On-Policy Distillation Be?

This paper is doing something if I understand correctly that is very similar to what pipeline RL proposed for reinforcement learning which is where you want to basically have like really decoupled generators from learners from trainers um but you have the additional complexity…

YouTube — Hugging Face
Исследования1 мин

The Hugging Face Hub for Enterprise & Academia

Всем привет. Если вы работаете с ИИ, у вас наверняка уже есть аккаунт на Hugging Face Hub, где удобно демонстрировать свои модели, скачивать модели с открытым кодом, использовать публичные наборы данных и создавать демоверсии своих моделей. Но публичный хаб—это только начало. В…

YouTube — Hugging Face
Исследования1 мин

Hugging Face Journal Club: Kimi K3

Let [clears throat] me think where to start. Okay, so we've got the Kim K3 report and it's quite a beast in terms of details, which is pretty awesome. And the bits that I focused on were really just the the pre- uh sorry, the post-training parts. And even that I wasn't able to…

YouTube — Hugging Face
Исследования1 мин

Hugging Face Journal Club: Scaling Laws for Pre-training & RL

Uh, this paper is actually quite interesting. It dives into something that that has been I guess a question an open question for the Ember communities the Um, we can call them like scaling laws for post-training. And then how is pre-training allocation of compute impact…

YouTube — Hugging Face
Исследования1 мин

Hugging Face Journal Club: Direct On-Policy Distillation

Okay, so this is quite um interesting paper and a bit uh surprising that uh how it works, but uh basically the idea is that uh in post-training, you have usually uh a pipeline where you have a model and then you uh run RL over that model. And ideally that uh post-RL model should…

YouTube — Hugging Face
Исследования1 мин

Optimize, deploy, and benchmark an open-source LLM with vLLM

I'm thrilled to introduce this course on fast and efficient LLM inference, built in partnership with Red Hat, and taught by Sergey Kliger. Deploying open source LLMs efficiently, so they can serve many users at once with low latency and reasonable cost, is challenging. In this…

YouTube — DeepLearning.AI
Стартапы1 мин

Hugging Face Journal Club: Training AI Scientists to Replicate Research

All right. So this paper um is about a model called Faraday um which was trained by this new startup called inherent and what they train the model to do is to do a very narrow part of like scientific replication. So if I understood correctly, basically they want to take a bunch…

YouTube — Hugging Face
Исследования1 мин

Hugging Face Journal Club: AI Research Preference Models

Yeah, I think it's a really cool paper. Um, I think we've talked a bit about this before or like I think it has been a bit in the in the common discourse that like now that implementation is sped up so much, um, like the the value that researchers can provide is more in their…

YouTube — Hugging Face
Исследования1 мин

We shipped 207 WebGPU Kernels for Browser AI

We just shipped more than 200 WebGPU kernels for browser AI and they are all available open source on the Hugging Face Hub. We also shipped a new library called Hugging Face Kernels that allows you to load and to execute all of those kernels. Let's have a look at this little…

YouTube — Hugging Face
Исследования1 мин

Transformers.js v4.3: Structured Output in the browser

We finally released Transformers.js version 4.3 and it's packed with really cool features. Yes, it has been a while since 4.2 and the main reason for that is that we spent a lot of time with the new Hugging Face Canvas library that released last week. But let's have a look at…

YouTube — Hugging Face
Исследования1 мин

Predict next week's weather yourself

Everybody um I am Oritro and uh with me is Emma. So hi. Say hi Emma. >> Hello. >> And uh today what we think we are going to do is a private huddle call uh in hugging face and we are just going to make it live to everybody. And the entire um idea behind this uh call would be to…

YouTube — Hugging Face
Исследования1 мин

HF Buckets: Upload Only What Changed with Xet

Hello everyone. Welcome to this video on stop wasting bandwidth. If you work with large datasets, you're probably re-uploading the same bytes over and over again. But there's a better way, and that's what we're going to discuss in this video. Here's what we're going to cover in…

YouTube — Hugging Face
Исследования1 мин

AI Dev | San Francisco 2026 | 2,599 AI Developers

[music] >> Over the last year, AI Dev Scale from a few hundred people to this one of about [music] 3,000 attendees. So many hallway conversations, great presentations. Someone told me it feels like a music festival to have so many people here chatting, buzzing, talking about…

YouTube — DeepLearning.AI
Исследования1 мин

Full Course: Spec-Driven Development with Coding Agents

Добро пожаловать на курс по разработке на основе спецификаций, созданный совместно с JetBrains. Разработка на основе спецификаций —это лучший на сегодня рабочий процесс для создания серьезных приложений с помощью ИИ-агентов. Вы даете ИИ-агенту Markdown-файл или подробный промпт…

YouTube — DeepLearning.AI
Исследования1 мин

PewDiePie Is Building an AI Assistant: Here's How

Good morning, everyone. How's it going? So, PewDiePie is doing AI now, and I figured that this is a great moment and a great opportunity to explain to you exactly what he is building, how he's doing it, and how you can do the same thing. Because I figured that a lot of you might…

YouTube — Hugging Face
Исследования1 мин

The Data Engineering Professional Certificate is now on DeepLearning.AI

Hi, I'm Joe Reis and today I'm excited to share with you the launch of a series of courses, the Data Engineering Professional Certificate Program in partnership with Deep Learning AI and Amazon Web Services. If you're someone who is just getting started on your own data…

YouTube — DeepLearning.AI
Исследования1 мин

Build a Business Dashboard with AI in MINUTES (for dummies...)

Good morning everyone. How's it going? Today we're going to be taking a very quick look at how to create a dashboard for a business analyst use case uh from a data set. So suppose that you have your CSV file and you want to create a business dashboard to showcase to your…

YouTube — Hugging Face
Исследования1 мин

Building makemore Part 3: Activations & Gradients, BatchNorm

hi everyone today we are continuing our implementation of make more now in the last lecture we implemented the multier perceptron along the lines of benj 2003 for character level language modeling so we followed this paper took in a few characters in the past and used an MLP to…

YouTube — Andrej Karpathy