#python#artificial_intelligence#cloud_ml#computer_systems#courseware#deep_learning#edge_machine_learning#embedded_ml#machine_learning#machine_learning_systems#mobile_ml#textbook#tinyml
You can learn how to build real-world AI systems from start to finish with an open-source textbook originally from Harvard University. It teaches you not just how to train AI models but how to design scalable systems, manage data pipelines, deploy models in production, monitor them continuously, and optimize for devices like phones or IoT gadgets. This helps you become an engineer who can create efficient, reliable, and sustainable AI systems that work well in practice. The book offers hands-on labs, community support, and free online access, making it easier to gain practical skills in machine learning systems engineering.
https://github.com/harvard-edge/cs249r_book
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