#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
Greetings from Vlad Ten!
🚀 Introducing Vlad Ten, Software Engineer and Ex-Microsoft professional, who will be delivering a session on "Efficient Caching for Developers: Understanding and Implementing LRU" at the Microsoft Community Conference 2024.
🔍 What to Expect:
✅ A deep dive into Least Recently Used (LRU) caching and its importance for optimizing application performance.
✅ Practical guidance on implementing LRU caching in real-world scenarios.
✅ Best practices for managing caching effectively to improve efficiency and scalability.
📅 Date: November 30, 2024
📍 Location: Al-Khorazmi School, Tashkent
👉 Register now: https://mdcuzbekistan.com/register
#MDCConf2024#CachingStrategies#SoftwareEngineering#Speaker
@mdcuzbekistan
#Job#Vacancy#AI#ML#SoftwareEngineering#Remote#CAD#LLM#RAG#Python
Middle / Senior AI Engineer (AI/ML & Software Development)
📍 Remote (вне РФ, РБ) | Full-time, long-term
💵Salary range: middle 50k-55k Евро брутто, senior обсуждаемо
💼 Компания: BIT (Bergmann Infotech GmbH)
📩 Контакты: @olgaheinzel
Полное описание вакансии уточните в лс
О нас: Мы автоматизируем строительные процессы (ConTech) и механоинжиниринг с помощью AI. Уже 7+ лет наши SCRUM-команды создают решения для лидеров Западной Европы. Сейчас строим SaaS нового поколения для CAD-индустрии с использованием LLMs, RAG и агентных workflow.
Что делать:
📍Разработка десктопных AI-приложений (Python, PyQt/PySide).
📍Интеграция LLM, RAG и агентов в пользовательские workflow.
📍Создание AI пайплайнов: сбор/подготовка данных, embeddings, fine-tuning, деплой.
📍Совместная работа с продуктовой и dev-командой.
Требования:
📍4+ лет опыта в software dev + AI/ML.
📍Python, архитектурные паттерны (SOLID, Clean architecture), ORM (SQLAlchemy+Alembic), базы данных.
📍Опыт с LLMs, RAG, агентами, IR-метриками.
📍Отличные софт-скиллы.
Плюсом будет: опыт с CAD, CI/CD, vector DB (Qdrant, FAISS), Azure.
Что предлагаем:
• Remote
• Agile-команда, рост вместе с компанией.
• Ownership, гибкий график, обучение.
Процесс найма: HR → тестовое/тех. интервью → CEO/Product Owner → оффер.
Dasturlashga qo'l urgan, lekin nimadan boshlashni bilmaydiganlar uchun 3-5 yillik plan:
— Nerd rejimiga o'ting: kuniga kamida 6 soat dasturlash bilan band bo'ling
— Computer Science mavzularini chuqur o'rganing
— Muntazam algoritmik masalalarni yeching (codewars, leetcode, va hokazo)
— Bitta dasturlash tilini mukammal o'rganing
— Web, mobil, yoki desktop development uchun kerak bo'lgan texnologiyalarni o'rganing
— O’zingizni pet proyektlaringizni yarating
— Har kuni ko'p kod yozing
— Tez-tez interview qiling (ishingiz bo'lsa ham)
— Vaqtida uxlang, ovqatlaning, va sport bilan shug'ullaning
Qolgani (ish, daromad, va xurmat) o'zi keladi. Natija darxol ko'rinmaydi, lekin albatta keladi - haqiqiy yutuqlar vaqt talab qiladi.
Jarayondan zavq oling!
#Coding#ComputerScience#CS#ProblemSolving#Dasturlash#Programming#SoftwareEngineering#IT