🔥 ITIL® 4 Foundation Certification Training Course: https://www.simplilearn.com/it-service-management/itil-foundation-training?utm_campaign=13May2023ITILTrainingCourse2023&utm_medium=DescriptionFF&utm_source=youtube

looking to boost your IT service management skills and knowledge? Look no further than this comprehensive ITIL Full Course for 2023! In this video, we'll guide you through the latest iteration of the ITIL framework, covering everything from service strategy and design to transition, operation, and continual service improvement.

Throughout the course, you'll learn the key principles and best practices of ITIL 4, including how to align IT services with business goals, manage service delivery and support, and optimize service performance over time. We'll also explore how ITIL 4 differs from earlier versions, with a focus on its emphasis on agile, DevOps, and digital transformation.

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#ITIL #ITILV4 #ITILV3 #ITILTraining #ITILForBeginners #2023 #Simplilearn

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✅ About ITIL® 4 Foundation Certification Training Course
This ITIL certification introduces learners to ITIL V4 Certification, the newest version of the ITIL 4 exam, to understand and improve an IT-enabled enterprise. This ITIL V4 certification training will help you understand the concepts, languages, best practices, and processes utilized in the ITIL 4 lifecycle.

✅ Key Features
- 19 PDUs for self-paced learning
- 22 PDUs for online classroom flexi pass offered
- 30 chapter-end quizzes and 2 industry case studies
- Four simulation exams
- Exam voucher included

✅ Skills Covered
- ITIL key concepts
- ITIL central principles
- ITIL process models
- Service level management
- Customer experience improvements
- ITSM efficiency
- 15 ITIL best practices

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Businesses are integrating large language models (LLM) to build the next generation of applications. Examples include generating personalized marketing text and imagery, summarizing long-form reports, and building entirely new experiences with customer service chatbots. With Azure OpenAI Service, businesses can apply the most advanced AI models—including Dall-E 2, GPT-3.5, GPT-4, Codex, and ChatGPT to address these use-cases, unlock efficiencies, mitigate risk, and more.

To learn more, please check out these resources:
* https://aka.ms/exploreazureopenAI
* https://aka.ms/BuildCollectionBRK214H
* https://aka.ms/learnatbuild


*Speakers:*
* Andy Beatman
* Pablo Castro
* Dom Divakaruni
* Keiji Kanazawa
* Derek Legenzoff
* Christian Montecillo
* Nannette Sperling
* Alison Walters


*Session Information:*
This video is one of many sessions delivered for the Microsoft Build 2023 event. View the full session schedule and learn more about Microsoft Build at https://build.microsoft.com

BRK214H | English (US) | AI


#MSBuild

In this video, I go over how to download and run the open-source implementation of GPT3, called GPT Neo. This model is 2.7 billion parameters, which is the same size as GPT3 Ada. The results are very good and are a large improvement over GPT-2. I am excited to play around with this model more and for the future of even larger NLP models.

Notebook https://github.com/mallorbc/GPTNeo_notebook
GPT Neo github https://github.com/EleutherAI/gpt-neo (use the first release tag)
GPT Neo HuggingFace docs https://huggingface.co/transfo....rmers/model_doc/gpt_
A useful article about transformer parameters https://huggingface.co/blog/how-to-generate

00:00 - GPT3 Background
01:07 - GPT3 Interview
02:06 - GPT Neo Github
03:14 - GPT Neo HuggingFace
03:52 - Setting up Anaconda and Jupyter
05:05 - Starting the Jupyter notebook
06:14 - Installing dependencies in the notebook
06:58 - Importing needed dependencies
07:33 - Selecting what GPT model to use
08:45 - Checking our computer hardware
09:36 - Loading the tokenizer
09:55 - Giving our inputs
10:39 - Generating the tokens with the model
11:42 - Decoding and reading the result
13:22 - Reflections on Transformers
14:26 - Outro questions future work

🔥Caltech Post Graduate Program In AI And Machine Learning: https://www.simplilearn.com/artificial-intelligence-masters-program-training-course?utm_campaign=28May2023AIRoadmapfor2023&utm_medium=Descriptionff&utm_source=youtube
🔥AI & Machine Learning Bootcamp(US Only): https://www.simplilearn.com/ai-machine-learning-bootcamp?utm_campaign=28May2023AIRoadmapfor2023&utm_medium=Descriptionff&utm_source=youtube

This video on "AI Roadmap for 2023" offers a comprehensive guide to becoming an AI engineer. This "Roadmap to Become an Artificial Intelligence Engineer" will help you to gain insights into vital programming languages and mathematical concepts essential for achieving expertise in AI engineering. AI presents exciting career opportunities in various industries and sectors. Roles like AI engineers, data scientists, NLP engineers, computer vision engineers, AI research scientists, robotics engineers, and many more offer exciting prospects for working with cutting-edge technologies and making an impact through AI innovation. According to Glassdoor, the average reported salary of an AI engineer in the United States is around $105,000/ yr; however, in India, it is ₹9,33,502L per annum.

In this "AI Roadmap for 2023" , we will cover the following topics:

✅ 00:00 AI Roadmap for 2023
✅ 00:10 Introduction to Artificial Intelligence
✅ 01:09 Salary of an AI Engineer
✅ 01:32 Top Companies Hiring AI Engineer
✅ 02:35 Steps to Become an AI Engineer
✅ 04:40 The Necessary Programming Languages and Algorithms

🔥Post Graduate Program In AI And Machine Learning: https://www.simplilearn.com/pgp-ai-machine-learning-certification-training-course?utm_campaign=28May2023AIRoadmapfor2023&utm_medium=Description&utm_source=youtube

🔥 Free Machine Learning Course With Completion Certificate: https://www.simplilearn.com/learn-machine-learning-basics-skillup?utm_campaign=28May2023AIRoadmapfor2023&utm_medium=Description&utm_source=youtube

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#AIRoadmapfor2023 #RoadmapForAI #Roadmap #RoadmapforArtificialIntelligence #ArtificialIntelligenceRoadmap #ArtificialIntelligence #AI #TopCertifications #BestCoursesOnline #simplilearn

➡️ About Caltech Post Graduate Program In AI And Machine Learning

Designed to boost your career as an AI and ML professional, this program showcases Caltech CTME's excellence and IBM's industry prowess. The artificial intelligence course covers key concepts like Statistics, Data Science with Python, Machine Learning, Deep Learning, NLP, and Reinforcement Learning through an interactive learning model with live sessions.

✅ Key Features

- Simplilearn's JobAssist helps you get noticed by top hiring companies
- PGP AI & ML completion certificate from Caltech CTME
- Masterclasses delivered by distinguished Caltech faculty and IBM experts
- Caltech CTME Circle Membership
- Earn up to 22 CEUs from Caltech CTME
- Online convocation by Caltech CTME Program Director
- IBM certificates for IBM courses
- Access to hackathons and Ask Me Anything sessions from IBM
- 25+ hands-on projects from the likes of Twitter, Mercedes Benz, Uber, and many more
- Seamless access to integrated labs
- Capstone projects in 3 domains
- 8X higher interaction in live online classes by industry experts

✅ Skills Covered

- Statistics
- Python
- Supervised Learning
- Unsupervised Learning
- Recommendation Systems
- NLP
- Neural Networks
- GANs
- Deep Learning
- Reinforcement Learning
- Speech Recognition
- Ensemble Learning
- Computer Vision

👉 Learn More At: https://www.simplilearn.com/artificial-intelligence-masters-program-training-course?utm_campaign=28May2023AIRoadmapfor2023&utm_medium=Description&utm_source=youtube

🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688
✅ Inspiring Success Stories of Simplilearn's Learners: https://www.simplilearn.com/reviews?utm_campaign=28May2023AIRoadmapfor2023&utm_medium=Description&utm_source=youtube

Lean how to use FL Studio to produce music in this complete course for beginners. FL Studio is a complete software music production environment. It features a graphical user interface with a pattern-based music sequencer.

Tristan Willcox developed this course. You can email him at [email protected]

🔗 FL Studio: https://www.image-line.com/

Sample Packs:
🔗 https://cymatics.fm/
🔗 https://samples.landr.com/
🔗 https://sound-effects.bbcrewind.co.uk/
🔗 https://samplefocus.com/sample....s/arabian-vocal-melo
🔗 https://splice.com/

⭐️ Contents ⭐️
(0:00:00) Chapter 1: Virtual Instruments
(0:04:35) Chapter 2: Melodies and Chords
(0:30:52) Chapter 3: Using Patterns
(0:36:40) Chapter 4: Using Samples
(0:47:02) Chapter 5: Layering and Arranging
(1:00:12) Chapter 6: Leveling
(1:05:54) Chapter 7: Adding to the song
(1:42:55) Chapter 8: Mixing + FX
(1:58:21) Chapter 9: Automation
(2:07:07) Chapter 10: Mastering + Exporting

🎉 Thanks to our Champion and Sponsor supporters:
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Erdeniz Unvan
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👾 Otis Morgan

--

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news

*Note: 1+ Years of Experience Recommended to Sign up for Below Programs ⬇️
🔥 Purdue Post Graduate Program In Digital Marketing: https://www.simplilearn.com/advanced-digital-marketing-certification-training-course?utm_campaign=2October2023SocialMediaMarketingCrashCourse2023&utm_medium=Descriptionff&utm_source=youtube
🔥 Digital Marketing Masters Program (Discount Code - YTBE15): https://www.simplilearn.com/master-in-digital-marketing?utm_campaign=2October2023SocialMediaMarketingCrashCourse2023&utm_medium=Descriptionff&utm_source=youtube

Today with this social media marketing crash course, we will take deep dive into marketing strategies for various social media platforms like facebook, youtube, pinterest, and instagram.

00:00 Social Media Marketing Course 2023
What is Social media marketing
Social Media Marketing Strategy
Facebook Ads Tutorial
How to increase Followers on Instagram
Instagram Ads Tutorial
Instagram Marketing Strategies and tips
How to create a Youtube Channel
YouTube Marketing Tutorial
Youtube SEO
Youtube Ads
Pinterest Marketing Tutorial
Social media marketing Tips & Tricks
Social Media Marketing Interview Questions And Answers

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⏩ Check out the Digital Marketing training videos: https://youtube.com/playlist?l....ist=PLEiEAq2VkUULa5a

#socialMediaMarketingCrashCourse #SocialMediaMarketing #SocialMediaCourse #TypesOfDigitalMarketing #SocialMediaMarketingFullCourse #SMM #DigitalMarketingTutorial #2024 #DigitalMarketing #Simplilearn

✅ About Post Graduate Program in Digital Marketing Program:

This digital marketing course is meant for professionals looking to pursue a Digital Marketing career, know the fundamentals, and gain hands-on experience, as well as experienced marketers keen on learning the latest Digital Marketing skills. The Harvard Business case studies and projects on Google and Facebook add real-world experience.

✅ Key Features:
- Purdue-Simplilearn Joint Post Graduate Program Certification
- Purdue Alumni Membership and Masterclasses
- Masterclasses from top Purdue instructors
- 200+ hours of applied learning
- Experiential learning through case studies and theme-based project work
- Get noticed by the top hiring companies
- Learn 35+ Digital Marketing tools

✅ Skills Covered

- Search Engine Optimization
- Content Marketing
- Web Analytics
- Keyword Management and Research
- Website Management and Optimization
- URL Management
- Search Psychology
- Keyword Organization and Match Types
- Keyword Research
- Advanced Ad Features
- Ad Testing and ExtensionsLanguage Targeting
- And Many More

👉 Learn more at: https://www.simplilearn.com/advanced-digital-marketing-certification-training-course?utm_campaign=2October2023SocialMediaMarketingCrashCourse2023&utm_medium=Description&utm_source=youtube

🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688

👉 Listen to what millions of users say about our courses! https://www.simplilearn.com/reviews?utm_campaign=2October2023SocialMediaMarketingCrashCourse2023&utm_medium=Description&utm_source=youtube

SUSCRÍBETE para ver todos nuestros videos: @VeritasiumES

Visitamos la Armada de los Estados Unidos para probar los mejores anteojos de visión nocturna del mundo. Dirígete a https://brilliant.org/veritasium para comenzar tu prueba gratuita de 30 días, y las primeras 200 personas obtendrán un 20% de descuento en una suscripción premium anual.

Si estás buscando un kit de modelado molecular, visita https://ve42.co/SnatomsV para probar Snatoms, un kit que inventé donde los átomos se unen magnéticamente.

Un agradecimiento enorme al Dr. Ben Conley y a todo el equipo del Centro de Guerra Naval Surface, División Crane. Puedes conocer más sobre su trabajo aquí: https://www.navsea.navy.mil/Home/Warf...


▀▀▀
Referencias del video:
Tyson, J. (2001). Cómo funciona la visión nocturna. How Stuff Works. - https://ve42.co/HSWNightVision
Montoro, H. P. Intensificación de imágenes: la tecnología de la visión nocturna. Photonics. - https://ve42.co/PhotonicsTech
Brain Stuff - HowStuffWorks a través de YouTube - https://ve42.co/HSWVideo
Photonis a través de YouTube - https://ve42.co/Photonis
Operator Drewski a través de YouTube - https://ve42.co/NVGaming
Dispositivo de visión nocturna a través de Wikipedia - https://ve42.co/NVWiki
Intensificador de imagen a través de Wikipedia - https://ve42.co/Intensifier
Lodriguss, J. Cómo funcionan las cámaras digitales. AstroPix. - https://ve42.co/AstroPix
Kinka-Byo. (2019). ¿Cuál es la causa física del aumento de ruido a ISO alto? StackExchange. - https://ve42.co/PhotoISO
Macias, A. (2015). Las NVG secretas que usó el SEAL Team Six en la incursión contra Bin Laden. Business Insider. - https://ve42.co/BINightVision
Van Dommelen, L. Emisión termoiónica. Mecánica cuántica para ingenieros. - https://ve42.co/Thermoionic
Nave, R. (2016). Radiación de cuerpo negro. HyperPhysics. - https://ve42.co/BlackBody
Terminología de visión nocturna - Generaciones. ModArmory. - https://ve42.co/ModArmory
NASA (2018). Detectores de rayos X - Detección de corriente eléctrica. - https://ve42.co/NASAXRay

Imágenes y videos:
Informe de Osama Bin Laden, a través de CNN en YouTube - https://ve42.co/CNNOBL
Escena de incursión nocturna de Sicario, a través de Movieclips en YouTube - https://ve42.co/Sicario
Metraje de Splinter Cell, a través de Ubisoft en YouTube - https://ve42.co/SplinterCell
Escena de visión nocturna de Step Brothers, a través de masusockvevo en YouTube - https://ve42.co/StepBrothers
Informe de Ucrania, a través de CNN en YouTube - https://ve42.co/CNNUkraine
Metraje de la cámara de imagen térmica FLIR K2, a través de Teledyne FLIR en YouTube - https://ve42.co/FLIRK2
Imágenes del Observatorio de rayos X Chandra, a través de la NASA - https://ve42.co/NASAChandra

▀▀▀
Agradecimientos especiales a nuestros seguidores de Patreon:
Adam Foreman, Anton Ragin, Balkrishna Heroor, Bernard McGee, Bill Linder, Burt Humburg, Chris Harper, Dave Kircher, Diffbot, Evgeny Skvortsov, Gnare, John H. Austin, Jr., John Kiehl, Josh Hibschman, Juan Benet, KeyWestr, Lee Redden, Marinus Kuivenhoven, Mario Bottion, Max Maladino, Meekay, Meg Noah, Michael Krugman, Paul Peijzel, Richard Sundvall, Sam Lutfi, Stephen Wilcox, Tj Steyn, TTST, Ubiquity Ventures

▀▀▀
Dirigido por Emily Zhang
Escrito por Emily Zhang y Derek Muller
Editado por Trenton Oliver
Animado por Mike Radjabov, Fabio Albertelli e Ivy Tello
Filmado por Trenton Oliver, Emily Zhang, Derek Muller y Raquel Nuno
Producido por Emily Zhang y Derek Muller

Miniatura por Ren Hurley
Video/fotos adicionales proporcionados por Getty Images y Pond5
Música de Epidemic Sound

Video en Inglés del Canal @Veritasium: https://youtu.be/UAeJHAFjwPM

------------------------------------------------------------------------

🕹 Este canal de Youtube es administrado por: https://www.unilingo.tv/
❓Comentarios o sugerencias de traducción: [email protected]

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#veritasiumenespañol

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Представьте, что обычная лампочка горит 120 лет без перерыва. Или что ваш iPhone не пора менять через пару лет на более новую модель. Теории заговора — обычно не самый вероятный, а зачастую и откровенно бредовый вариант якобы реальных, но покрытых тайной событий и мнимых подводных течений нашей жизни. Но Дерек Маллер раскрыл сразу несколько заговоров, которые, похоже, реально существовали. Всё дело было в заработке. Если точнее, огромные компании в погоне за выручкой договаривались между собой, снижали качество продукции, вынуждая клиентов снова и снова возвращаться за товаром, и придумывали, как заставить покупателей менять ещё пригодную для использования вещь на новую.

Перевод: Алексей Малов
Редактура: Елена Смотрова
Научная Редактура: Александр Цимеринов
Озвучка: Дмитрий Чепусов, Алексей Никитин, Екатерина Гаврилова
Монтаж звука: Андрей Фокин
Монтаж видео: Джон Исмаилов
Обложка: Андрей Гавриков

Спасибо за поддержку на https://www.patreon.com/VertDider
Озвучки Vert Dider выходят с вашей помощью:

Maria Zvereva, Pavel Dunaev, Nick Denizhenko, Oleksii Leonov, Yegor Barakovskiy, mrwiseguy351, Ігор Дорохов, Mikhail Stolpovskiy, Дмитрий, Roman Inflianskas, Vladimir Dementyev, Maxim Syunikov, Oleg Zingilevskiy, Serega Beltser, Rashid Nasibulin, opperatius, Dina Kruchina, Alena, Vitaliy Vachynyuk, Ника Калмыкова, Роман Чурин, Евгений Сельменев, Alex Afalex, Anton Kudashov, Sergii Cherepanov, Владимир Кашутин, Pavel Parpura, Anton Bolotov, Yevhen, Sergei W, Kosoy, Михаил Панькин, Максим 'Sheridan' Горлов, Katoto Chan, Мария Баранова, Maxim Arkushin, Илья Соловьёв, Julia, Oleg Kovalov, Vadim Cpp, Roman Rogachev, Artem Amirbekov, Dzmitryi Halyava, Nastya, POD666, Aleksei Shabalin, Timophey Popov, Лиля Малкова, Natalie Kulinicheva, Ilya Afanasyev, Marat Bakirov, Ирина Завтонова, Anastasia, Aliaksandr Sheliutsin, Andrew Rumak, Andrey Istomin, Марина Малинкина, Dmitry Khlan, Yaroslav Kyrylchuk, Ирина Анатольевна Чулкова, Pavel Golovin, Edward Ben Rafael, Юрий Медведев, Анна Троссман, Serj Skidan, Andrei Chitaev, L Marchenko, Nadia Kilgishova, Sultan Ishankulov, Andrey Rusanov, Inna Klymenko, Dima Chumakov, Dmitriy Lashtaba, Olesya Bolobova, Ilya Alexeevsky, Alexander Balynskiy, Максим Иванов, Alexander, Viktor Lova, Maria Tronina, Alexander Gorodok, Ivan Iakimov, Alexander Zimin, Виталий Пастушенко, Claudia Barzaeva, Pandaben, Monza UA, Lirin Alex, Dan Sotnikov, Konstantin Pesyakov, Denis Titusov, Viktoria, Alexandr Globov, Olga Podolskaya, Alexey Kukushkin, F23D24, Пугачёв Пётр, Olga Shistareva, Alex Katkov, Irina Shakhverdova, Dmitriy Omelyansky, Aleksey Sazonov, Vladimir Goshev, Vladyslav Sokolenko, Anton Novozhenin, Spartak Kagramanyan, Александр Фалалеев, Evgeny Vrublevsky

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© https://www.youtube.com/user/1veritasium
Источник: https://youtu.be/j5v8D-alAKE

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Дерек Маллер с канала Veritasium отправился в «крытый океан» — самый большой бассейн с искусственными волнами в мире, где специалисты моделируют различные условия, с которыми может столкнуться судно на воде. Дерек узнал, зачем это надо, какие бывают волны и как они возникают.

Перевод: Елена Смотрова
Редактура: Алексей Малов
Научная редактура: Леонид Вокин
Озвучка: Дмитрий Чепусов, Алексей Никитин
Монтаж звука: Андрей Фокин
Монтаж видео: Джон Исмаилов

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Озвучки Vert Dider выходят с вашей помощью:

Pavel Dunaev, Mikhail Stolpovskiy, Sergey Zhukov, Ira Kozlovskaya, Amir, JIukaviy, Куляш, Dmitrii Komarevtsev, Мikhail Samin, Roman Inflianskas, Oleg Zingilevskiy, Alena, Vitaliy Vachynyuk, Ника Калмыкова, opperatius, Aleksandr P., Pavel Parpura, Katoto Chan, Anton Bolotov, Anatoly Ressin, Eugene Tsaplin, angel, Artem Amirbekov, Victor Cazacov, Kirill Zaslavskii, Vladyslav Sokolenko, Alexander Balynskiy, Dzmitryi Halyava, Ihar Marozau, Kseniya Stukova, POD666, Aleksei Shabalin, Irina Shakhverdova, Vadim Velicodnii, David Malko, Nastya, Evgeny Vrublevsky, Stanislav Obrazcoff, Kirill Vedensky, Валентин Матвейчик, Leonid Steinberg, Alexander Goida, Katya Ma, Morock_D, Sergey P, Ilya, Oleksandr Hrebeniuk, Сергей Платоненко, Валентин Ильин, Владимир Ямщиков, Мария Зверева, Адам Шифф, Rashn, Nikrodol, Lexx, Rincewind, Alexander Lebedev, Roman Gelingen, Sonra44, Сергей Клопов, Ranis Zaripov, Timophey Popov, MaximML , Rekvet, Илья Зверев, Никита Омельницкий, Timur Rahmatulin, Иван Новиков, Арс Ник, Anton G, Dmitry Perekalin, Vadim, Владимир Авдиев, Точка Зрения, SpireX, Maxim Khaustov, Р Ч.

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#VertDider #Veritasium

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© https://www.youtube.com/c/veritasium/
Источник: https://youtu.be/pir_muTzYM8

Learn how to fine tuning LLM models. This course will teach you fine tuning using using QLORA and LORA, as well as Quantization using LLama2, Gradient and the Google Gemma model. This crash course includes both theoretical and practical instruction to help you understand how to perform fine tuning.

💻 Code: https://github.com/krishnaik06/Finetuning-LLM

✏️ Course developed by @krishnaik06

⌨️ (0:00:00) Introduction
⌨️ (0:01:39) Quantization Intuition
⌨️ (0:34:03) Lora And QLORA Indepth Intuition
⌨️ (0:56:26) Finetuning With LLama2
⌨️ (1:20:35) 1 bit LLM Indepth Intuition
⌨️ (1:37:33) Finetuning with Google Gemma Models
⌨️ (1:59:45) Building LLm Pipelines With No code
⌨️ (2:20:33) Fine tuning With Own Custom Data

🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
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👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama

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In this video on openAI chatgpt 4o, we will be exploring the latest open ai model gpt4o, in this we will cover what is gpt40, how it different from the other gpt mode, chatgpt features demo like chitchatting with gpt, uploading image etc, at the end we will cover safety and limitations of gpt 4o.
GPT-4o is a big upgrade in OpenAI's smart tech. It's better at understanding and talking like a human than previous versions. It's super good at tasks like answering questions or writing stories. OpenAI keeps making it better. Now, it can even understand pictures! This makes it even more useful.

Below are the topics covered in how to use chatgpt 4o video:

00:00 Introduction To Open AI ChatGPT-4o
00:24 What Is Gpt 4o
02:21 How Gpt 4o is different from other models
02:44 Chatgpt 4o Demo Features
11:25 Safety and limitations of gpt 4o

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#chatgpt4o # GPT4o #AI #ArtificialIntelligence #MachineLearning #2024 #Simplilearn

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Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML
40% discount code: serranoyt

A friendly introduction to Bayes Theorem and Hidden Markov Models, with simple examples. No background knowledge needed, except basic probability.
Accompanying notebook:
https://github.com/luisguiserrano/hmm

Never get stuck without AI again. Run three Small Language Models (SLMs)—also called Local LLMs—TinyLlama, Gemma-3 and Phi-4-mini—completely offline; all fit in 4 GB or less and work on any laptop and older hardware.

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🔧 Hardware & Software used
• Laptop Ryzen 5 4500U, 8GB RAM, Ollama (no GPU needed!)
• Phone iPhone 13 Pro with Mobile PocketPal AI (local GGUF)

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🔗 Model resources
• ChatGPT global outage (news)
https://timesofindia.indiatime....s.com/etimes/trendin
• Phi-4-mini reasoning paper
https://www.microsoft.com/en-u....s/research/wp-conten
• TinyLlama 1.1 https://huggingface.co/TinyLlama/TinyLlama_v1.1
└ GGUF Q4_0 637 MB https://huggingface.co/TheBlok....e/TinyLlama-1.1B-Cha
• Gemma-3 https://huggingface.co/blog/gemma3
└ GGUF Q4_K_M 0.8 GB https://huggingface.co/Maziyar....Panahi/gemma-3-1b-it
• Phi-4-mini https://huggingface.co/microso....ft/Phi-4-mini-reason
└ GGUF Q4_K_M 2.5 GB https://huggingface.co/lmstudi....o-community/Phi-4-mi

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🎬 More on local AI
• End of VRAM? https://youtu.be/M9ZphDPRP_w
• Is local AI image generation dying? https://youtu.be/ad7jBaNgIW8

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