Videos de nlp
Videos etiquetados con "nlp"
nlp 5 videos
What is an LLM?
An LLM is a model trained on massive amounts of text that learns how words relate to each other. This lesson covers how text becomes tokens, how the model generates a response one token at a time, and why the transformer architecture is what makes modern LLMs so effective. 🖊️ Learning objectives: - What tokens are and why models use them - How auto-regressive next-token prediction works - What the transformer brings to the picture Every token requires a full pass of calculations across billions of parameters. Multiply that by thousands of users sending requests at once and you start to see why inference speed becomes a hard engineering problem. For more resources, you may check out our blog here, where you will find information on: - What is AI inference? Meaning, benefits and how it works - Inference speed or throughput? With RDUs, you don't have to choose #AI #LLM #Tokens #Transformers #SambaNova
The Math Behind Deepfakes (GANs Explained)
Discover the math behind deepfakes and how Generative Adversarial Networks (GANs) changed AI forever. Before 2014, teaching a machine to create highly realistic data from scratch involved incredibly slow and complex probabilistic calculations. That all changed when Ian Goodfellow and his team introduced a completely new paradigm. By pitting two neural networks against each other in a continuous Minimax game, they bypassed the heavy calculus and unlocked the modern era of generative AI. In this video, we break down the exact mechanics of GANs. You will learn how the Generator acts as a counterfeiter trying to create perfect fakes, while the Discriminator acts as the police trying to catch them. We also dive into the training loop, the significance of the Jensen-Shannon divergence, and the mathematical proof that guarantees these models can perfectly mimic reality. 00:00 - The dense math of early generative models 00:58 - Re-framing generation as an adversarial game 02:27 - The Counterfeiter and the Police analogy 03:11 - The Minimax game and training loop steps 04:24 - Visualizing the push and pull of data distribution 05:58 - Proving the perfect fake mathematically 06:40 - The Jensen-Shannon divergence explained 07:31 - Why GANs matter for modern AI and deepfakes 🔗 Stay Connected 👉 Subscribe on YouTube: https://www.youtube.com/@insightforge_9 👉 Read the Blog (AI, Chatbots & Automation): https://insightforge-ai.blogspot.com/ 👉 Connect on LinkedIn: https://www.linkedin.com/in/mohit-rathod-7991241b5/ 👉 Join the Newsletter: https://www.linkedin.com/newsletters/7330620395449937920/ 👉 Follow on Instagram: https://www.instagram.com/insightforge.ai/ #GenerativeAI #MachineLearning #Deepfakes
LLM 101: From Basics to Advanced in Minutes
LLM 101: From Basics to Advanced in Minutes What is an LLM? How do Large Language Models work? How does ChatGPT generate human-like responses? In this video, we break down Large Language Models (LLMs) from basics to advanced concepts in a simple and practical way. If you’ve heard terms like LLM, Large Language Models, ChatGPT, Generative AI, Transformers, Tokens, Embeddings, RAG, Fine-Tuning, Prompt Engineering, and AI Agents, this video will help you understand how they all fit together. Large Language Models are the foundation of modern Artificial Intelligence and power tools such as ChatGPT, Claude, Gemini, Copilot, Perplexity, and many enterprise AI applications. What You’ll Learn ✅ What is a Large Language Model (LLM)? ✅ How Large Language Models Work ✅ How ChatGPT Works ✅ What Are Tokens in LLMs? ✅ Transformer Architecture Explained ✅ Neural Networks Explained ✅ How LLMs Are Trained ✅ What Are Embeddings? ✅ Fine-Tuning vs Prompt Engineering ✅ What is Retrieval-Augmented Generation (RAG)? ✅ AI Agents Explained ✅ Real-World Applications of Large Language Models Large Language Models Explained A Large Language Model (LLM) is an Artificial Intelligence model trained on massive amounts of text data to understand and generate human language. Large Language Models use Machine Learning, Deep Learning, Transformer Architecture, and Neural Networks to predict the next word in a sequence and generate intelligent responses. Modern LLMs power: * ChatGPT * Claude * Gemini * Microsoft Copilot * Enterprise AI Assistants * AI Agents * Customer Support Bots * AI Search Engines * Business Automation Systems Key Concepts Covered * Large Language Models (LLMs) * Artificial Intelligence * Machine Learning * Deep Learning * Transformer Models * Neural Networks * Tokens * Embeddings * Context Windows * Prompt Engineering * Fine-Tuning * RAG Architecture * AI Agents * Generative AI * Natural Language Processing (NLP) Real-World Applications of LLMs Learn how Large Language Models are transforming: ✔ Business Operations ✔ Supply Chain Management ✔ Customer Support ✔ Content Creation ✔ Research and Analysis ✔ Marketing and Sales ✔ Software Development ✔ Knowledge Management ✔ Enterprise Productivity Who Should Watch? * AI Beginners * Working Professionals * Managers * Business Leaders * Students * Data Analysts * Supply Chain Professionals * Operations Managers * Entrepreneurs * Technology Enthusiasts
Machine Learning: ruta para ser programador de IA
Machine Learning: la ruta ser desarrollador de Inteligencia Artificial (científico de datos) 📙 ¡Empieza GRATIS con mi ebook de HTML! 👉 https://bit.ly/htmlgratis 📄 Blog 👉 https://www.academia-x.com/blog/ruta-machine-learning-para-ser-programador-de-inteligencia-artificial 🚀 Conviértete en Programador Profesional 👉 https://www.academia-x.com 🖥 Equipos recomendados 👉 https://www.amazon.com/shop/programadorx (enlace afiliado) ---------------------------------------- Sígueme en mis redes 📰 https://www.linkedin.com/in/xavier-reyes-ochoa https://www.instagram.com/programador.x https://www.tiktok.com/@programador.x https://www.facebook.com/programadorxyz https://www.youtube.com/@ProgramadorX ---------------------------------------- Cursos gratuitos 🎁 📘 Edita código con VSCode 👉 https://bit.ly/3UEMoNq 📕 Usa inteligencia artificial con ChatGPT 👉 https://bit.ly/4beDOtQ 📙 Publica páginas web 👉 https://bit.ly/3w35QtI 📗 Aprende a programar con Python 👉 https://bit.ly/3UmdCXw Cursos premium 🚀 📚 Bootcamp de HTML, CSS, JavaScript, Hosting, React, Angular, SQL, Node.js, Python, Algoritmos, Diseño de Sistemas, Preparación para Entrevistas y AWS 👉 https://bit.ly/4aSXJPw ╔═╦═╦═╦══╦═╦══╦═╦═╦══╦══╦═╦═╗ ╔╗╔╗ ║╬║╬║║║╔═╣╬║╔╗║║║║║╔╗║╗╗║║║╬║ ╚╗╔╝ ║╔║╗╣║║╚╗║╗╣╠╣║║║║║╠╣║╩╝║║║╗╣ ╔╝╚╗ ╚╝╚╩╩═╩══╩╩╩╝╚╩╩═╩╩╝╚╩══╩═╩╩╝ ╚╝╚╝ 🤖 ¡Aprende Machine Learning (ML), Aprendizaje Automático o Aprendizaje de Máquinas y la ciencia de los datos (data science) para ser un programador analista de datos! 🚀 Descubre como la inteligencia artificial (IA), la programación y los algoritmos se combinan para revolucionar nuestro futuro en esta rama específica de artificial intelligence (AI). Desde el aprendizaje automático y el procesamiento del lenguaje natural (#NLP) hasta la traducción automática de idiomas y la visión por computadora, exploraremos las herramientas y técnicas que están impulsando la robótica y la automatización. 💡 Te comparto bases de datos, estadísticas, cálculos, derivadas y matrices, todo para comprender mejor el Deep Learning (aprendizaje profundo), y algoritmos de aprendizaje supervisado, no supervisado, semi-supervisado y por refuerzo. ¡No te pierdas este vídeo que desbloqueará los secretos de la inteligencia artificial y te inspirará a explorar los límites de lo posible! 🧠💻 🤯 📚 Contenido 0:00 - Ruta Machine Learning 2024 1:00 - Ramas de la Inteligencia Artificial 2:37 - Aprender a programar en Python 3:36 - Lenguaje de consultas: SQL 4:05 - Algoritmos 4:33 - Matemáticas 5:25 - Visualización y análisis de datos 6:20 - Proyectos 7:20 - Bibliotecas y frameworks 9:27 - Plataformas como Kaggle 10:26 - Servicios de la nube #machinelearning #inteligenciaartificial #algoritmo #nlp #deeplearning #tecnologia 🎁👇 ------------------------------------------------------------------------------------------------ 🥚 10% OFF | ACADEMIA-X.COM | código: PROGRAMADORX ------------------------------------------------------------------------------------------------
¿Qué es un LLM? Enormes Modelos del Lenguaje | Large Language Models
Vídeo patrocinado por la Universitat Politècnica de València: https://www.upv.es Grados y posgrados UPV para un talento sin límites: https://upvxxl.es Esto es ha sucedido en los últimos años cuando entrenado a IAs cada vez más grandes, como GPT-3 o PaLM. Enormes Modelos del Lenguaje que agregan en su interior una gran fuente de información y capacidades aprendidas de forma no explícita, que están sirviendo de camino hacia Inteligencias Artificiales más generales. En el vídeo de hoy os explicaré esta impresionante historia de IAs cada vez más grandes e inteligentes. --- ¡MÁS DOTCSV! ---- 📣 NotCSV - ¡Canal Secundario! https://www.youtube.com/c/notcsv 💸 Patreon : https://www.patreon.com/dotcsv 👓 Facebook : https://www.facebook.com/AI.dotCSV/ 👾 Twitch!!! : https://www.twitch.tv/dotcsv 🐥 Twitter : https://twitter.com/dotCSV 📸 Instagram : https://www.instagram.com/dotcsv/ -- ¡MÁS CIENCIA! --- 🔬 Este canal forma parte de la red de divulgación de SCENIO. Si quieres conocer otros fantásticos proyectos de divulgación entra aquí: http://scenio.es/colaboradores