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#Language Models

Showing: 361 courses
Stanford University

How I Learned to Stop Worrying and Love the Transformer - Stanford CS25 Lecture

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Explore the Transformer's evolution and future directions with Ashish Vaswani, co-author of "Attention is All You Need". Gain insights into motivations, developments, and promising research areas in AI and NLP.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Stanford University

Aligning Open Language Models - Stanford CS25 Lecture

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Explore the evolution of open language models, covering key techniques, datasets, and models like Alpaca and QLoRA. Gain insights into the future of aligning these models for easier use.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Stanford University

Intuitions on Language Models and Shaping AI's Future - Stanford CS25 Lecture

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Explore intuitions on language models and the evolution of Transformer architectures with OpenAI researchers. Gain insights into next-word prediction, scaling laws, and the future of AI development.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Stanford University

Demystifying Mixtral of Experts - Stanford CS25 Lecture

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Explore Mixtral 8x7B, a Sparse Mixture of Experts model, with Albert Jiang. Learn about its architecture, expert routing, and how it processes 47B parameters while using only 13B during inference.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Stanford University

Learn About: Google's AI-Powered Learning Tool - HAI Seminar

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Explore Google's experimental AI learning tool, Learn About, combining search knowledge with Gemini's conversational abilities to revolutionize education through personalized, interactive learning experiences.
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1 Lesons
54 minutes
On-Demand
Free-Video
Massachusetts Institute of Technology

Intuitive Reasoning as Unsupervised Neural Generation

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Explore intuitive reasoning in AI through neural generation, covering topics like common sense, language models, and multimodal information with researcher Yejin Choi.
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15 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Santa Fe Institute

Imitation vs Innovation: Large Language and Image Models as Cultural Technologies

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Explore the impact of large language and image models as cultural technologies, examining the balance between imitation and innovation in AI development.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Santa Fe Institute

Writing Assistance or Plagiarism - How Language Models Are Changing Our View of Knowledge

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Explore how language models are reshaping our understanding of knowledge, writing assistance, and plagiarism with insights from Anna Rogers in this thought-provoking discussion.
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1 Lesons
57 minutes
On-Demand
Free-Video
Santa Fe Institute

Language Models Could Learn Semantics - No Matter How You Define It

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Explore how language models can acquire semantic understanding through form, entailment, and Gricean principles, with insights on practical limitations and future possibilities.
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17 Lesons
26 minutes
On-Demand
Free-Video
Santa Fe Institute

Imitation Versus Innovation - What Children Can Do That Large Language Models Can't

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Explore the unique cognitive abilities of children in comparison to AI language models, focusing on imitation and innovation in learning and problem-solving processes.
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1 Lesons
33 minutes
On-Demand
Free-Video
Santa Fe Institute

What Do Our Machines Dream Of? Understanding Language Models and Their Reasoning Capabilities

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Explore the fascinating world of AI language models, their capabilities, limitations, and potential for reasoning through experiments and demonstrations.
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23 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Santa Fe Institute

Cross-Domain Similarity Mapping: From Bananas to Cloudy Days - Cognitive Science Insights

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Explore the intriguing world of cross-domain mappings and how humans draw connections between seemingly unrelated concepts, backed by studies and language model simulations.
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1 Lesons
55 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

CorpusLM: Towards a Unified Language Model on Corpus for Knowledge-Intensive Tasks - Lecture 1

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Explore CorpusLM, a unified language model for knowledge-intensive tasks, combining LLM capabilities with efficient corpus search techniques.
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1 Lesons
14 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Introduction to LangChain and Retrieval Augmented Generation (RAG)

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Explore LangChain's core concepts and build LLM-based applications using Retrieval Augmented Generation for document-based question answering.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Supercharging Search with Language Models (LLMs)

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Explore how Instacart revolutionized search using Language Models, enhancing user experience with personalized recommendations and improved results.
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1 Lesons
33 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Making ChatGPT Funny with Prompt Optimization - MLOps World

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Discover techniques to enhance ChatGPT's humor through prompt engineering, overcoming AI limitations and unlocking its comedic potential.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

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Explore synthetic data's transformative potential in AI, focusing on data quality, augmentation, bias, and privacy for foundational language models.
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1 Lesons
34 minutes
On-Demand
Free-Video
Simons Institute

Towards Understanding Modern Alchemy - Transformers as a Computational Model

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Explore in-context learning of formal languages, comparing Transformers to other models and examining specialized "n-gram heads" for improved performance in language modeling.
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1 Lesons
37 minutes
On-Demand
Free-Video
Simons Institute

Interpretability Agents: Automating and Scaling Model Interpretation

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Explore automated interpretability agents for scaling model interpretation, enabling efficient analysis of AI systems through hypothesis-driven experimentation and modular design.
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1 Lesons
42 minutes
On-Demand
Free-Video
Simons Institute

Understanding and Improving Efficient Language Models

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Explore efficient language models, focusing on associative recall's impact on performance. Learn about new hardware-efficient architectures expanding quality-efficiency frontiers in machine learning.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Using Recurrence to Achieve Weak to Strong Generalization

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Explore recurrent architectures for weak-to-strong generalization in reasoning models, enhancing problem-solving capabilities beyond training data.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Computational Benefits and Limitations of Transformers and State-Space Models

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Explore mechanisms enabling retrieval, copying, and length generalization in language models. Compare Transformers' excellence with LSTM and state-space models' limitations in sequence modeling tasks.
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1 Lesons
51 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

IM-RAG: Multi-Round Retrieval-Augmented Generation Through Learning Inner Monologues

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Explore multi-round retrieval-augmented generation through inner monologue learning, enhancing AI's ability to process and generate information iteratively.
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1 Lesons
14 minutes
On-Demand
Free-Video
Elvis Saravia

Evaluating Fairness in ChatGPT - OpenAI Research Overview

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Explore OpenAI's latest research on assessing fairness in ChatGPT, gaining insights into AI ethics and evaluation methodologies for large language models.
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1 Lesons
11 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Interpretability for Deep Learning: Theory, Applications and Scientific Insights

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Dive into deep learning interpretability, exploring methods to enhance transparency, safety, and trustworthiness in AI deployment while uncovering scientific insights in various domains.
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1 Lesons
56 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

How Neural Networks Learn Features from Data

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Uncover the mechanism behind neural networks' feature learning through the average gradient outer product (AGOP). Explore its applications in various architectures and its role in developing interpretable models for scientific use.
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1 Lesons
46 minutes
On-Demand
Free-Video
Simons Institute

Controlling Distribution Shifts in Language Models: A Data-Centric Approach

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Explore data-centric approaches to control distribution shifts in language models, focusing on algorithmic filtering and domain-specific data synthesis for improved generalization.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Simons Institute

When Calibration Goes Awry: Hallucination in Language Models

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Explore the phenomenon of hallucinations in language models, their connection to calibration, and potential mitigation strategies in this insightful talk by Adam Kalai from OpenAI.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Google

Fine-tuning Gemma for Non-English Languages

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Dive into Gemma post-training techniques and explore adaptation strategies for non-English languages, enhancing multilingual AI capabilities.
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1 Lesons
12 minutes
On-Demand
Free-Video
Microsoft

Improving Customer Experiences with Speech to Text and Text to Speech

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Explore speech-to-text and text-to-speech technologies, custom voice creation, and real-world applications. Featuring discussions on TypeScript and JavaScript with special guest Anders Hejlsberg.
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16 Lesons
2 hours 5 minutes
On-Demand
Free-Video
Microsoft

Unlocking the Power of OpenAI for Startups - Microsoft for Startups

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Explore Azure OpenAI Service and GitHub Copilot for startups. Learn to deploy GPT-3, fine-tune language models, and leverage AI-powered code suggestions for various use cases in this Microsoft presentation.
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21 Lesons
25 minutes
On-Demand
Free-Video
Institute for Advanced Study

Everything You Wanted to Know About Machine Learning but Didn't Know Whom to Ask - Sanjeev Arora

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Explore machine learning fundamentals, from text classification to image recognition, with insights on optimization, unsupervised learning, and language models in this comprehensive seminar.
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14 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Anyscale

Building Intelligent AI Infrastructure with ORI - Dynamic Query Routing and Model Management

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Discover how ORI dynamically routes AI queries to optimal language models, featuring chain atomic queries, benchmark matching, and ethical frameworks integrated with Ray Serve and vLLM for high-speed inference.
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1 Lesons
22 minutes
On-Demand
Free-Video
Simons Institute

How Do Transformers Work? - A Deep Dive into Neural Network Architecture

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Dive into the fundamental mechanics and architecture of transformer models, exploring their key components and operational principles through expert insights from MIT's research.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Simons Institute

Edit Distance Robust Watermarks - Beyond Substitution Channels in Language Models

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Delve into advanced watermarking techniques for language models, focusing on robust detection methods that withstand text modifications while maintaining cryptographic undetectability.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Distortion-Free Mechanisms for Language Model Provenance - Watermarking and Training Independence

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Explore groundbreaking watermarking techniques and independence testing methods for language models, focusing on text generation provenance and model weight verification.
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1 Lesons
47 minutes
On-Demand
Free-Video
Simons Institute

Defense Against Prompt Injection Attacks in LLM-Integrated Applications

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Explore effective strategies for securing LLM applications against prompt injection attacks through structured queries and specialized instruction tuning techniques.
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1 Lesons
43 minutes
On-Demand
Free-Video
MITCBMM

Learning to Reason - Insights from Language Modeling

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Explore the fascinating intersection of language modeling and reasoning processes through Stanford researcher Noah Goodman's insightful analysis of cognitive learning mechanisms.
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1 Lesons
58 minutes
On-Demand
Free-Video
TEDx

Szumna inteligencja - Czy można już panikować?

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Analiza ChatGPT i jego wpływu na społeczeństwo. Omówienie budowy, konsekwencji i porównania z ludzką inteligencją. Czy sztuczna inteligencja to powód do paniki?
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1 Lesons
17 minutes
On-Demand
Free-Video
TEDx

Les IA ne sont pas aussi intelligentes que vous le pensez

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Découvrez les réalités des IA et des modèles de langage avec Yann Carbonne. Une exploration lucide et critique pour comprendre leurs capacités réelles et leurs limites actuelles.
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1 Lesons
19 minutes
On-Demand
Free-Video
MLCon | Machine Learning Conference

Prompt Engineering Best Practices for Productive Customer Interactions

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Explore effective prompt engineering strategies for natural language customer interfaces, focusing on RAG techniques to navigate diverse company content and address customer queries seamlessly.
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1 Lesons
50 minutes
On-Demand
Free-Video
media.ccc.de

Manipulating Chatbots Through Creative Language - Our Words Are Our Weapons

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Entdecken Sie kreative Methoden zur Manipulation von Chatbots durch geschickte Wortwahl. Lernen Sie, wie Social Engineering bei KI funktioniert und wie Sie Sprachmodelle für Ihre Zwecke nutzen können.
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1 Lesons
41 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Microsoft Phi3 Mini 4K Instruct - Chain of Thought Prompting Test en Español

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Explora pruebas de prompts de Cadena de Pensamiento con Microsoft Phi3 Mini 4K, comparando con otros modelos y técnicas de ajuste fino para razonamiento mejorado.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

LlamaGuard 7B: Modelo de Salvaguarda de Entrada-Salida - Explicación en Español

0 rewiews
Descubre cómo LlamaGuard detecta contenido no seguro en interacciones con LLM, mejorando la seguridad en aplicaciones de IA.
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1 Lesons
27 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Revisión de los Últimos Modelos Multimodales: Gemini Pro 1.5 Flash, OpenAI GPT-4o y Claude 3 Opus

0 rewiews
Compara las capacidades de los modelos multimodales más recientes: Gemini Pro 1.5 Flash, GPT-4o y Claude 3 Opus. Explora sus fortalezas y limitaciones.
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1 Lesons
19 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Gemma-2 9B: Prueba de Prompts CoT en Español

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Explora Gemma-2 de Google: opciones de uso, tamaños y formatos. Realiza pruebas de razonamiento con prompts CoT comparando con otros modelos.
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1 Lesons
27 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Modeling Reality: Then and Now

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Odkryj ewolucję modelowania rzeczywistości w fizyce teoretycznej, od klasycznych metod po nowoczesne sieci neuronowe i modele językowe, prezentowane przez eksperta w dziedzinie.
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16 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

Do As I Can, Not As I Say - Grounding Language in Robotic Affordances

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Explanation of SayCan, a system combining language models with robotic skills for real-world task execution. Covers methodology, implementation, and experimental results for complex instruction following.
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8 Lesons
29 minutes
On-Demand
Free-Video
USENIX Enigma Conference

Auditing Data Privacy for Machine Learning

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Explores privacy risks in machine learning, including data extraction from models, membership inference attacks, and tools for auditing privacy. Discusses implications for AI regulations and privacy-by-design approaches.
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13 Lesons
18 minutes
On-Demand
Free-Video
Data Science Dojo

Data Analytics and Generative AI: Streamlining Tasks and Transforming the Workforce

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Explore how generative AI revolutionizes data analytics, streamlines tasks, and transforms the workforce. Learn practical applications using Python and Power BI with real-world examples.
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9 Lesons
55 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Using Language Models for Instruction-Based Information Retrieval

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Explore instruction-based information retrieval using language models. Learn about Promptriever, a new retriever showing significant gains in instruction following and promptability.
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1 Lesons
40 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

NevIR: Negation in Neural Information Retrieval

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Explore negation's impact on neural information retrieval models, analyzing performance across architectures and proposing strategies to improve handling of negated queries.
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1 Lesons
11 minutes
On-Demand
Free-Video
BIMSA

Topology and Artificial Intelligence - Applications and Recent Progress

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Explore recent advancements in algebraic topology and AI, including language models for homotopy groups and statistical modeling for complex networks and diseases.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Simons Institute

Passive Learning of Causal Strategies in Language Models

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Exploring passive learning of causal strategies in AI, including generalization from interventional data and the role of natural language explanations in enhancing causal understanding.
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1 Lesons
56 minutes
On-Demand
Free-Video

Fall 2017

0 rewiews
Explore AI, ML, NLP, and Lisp through comprehensive lectures covering semantic spaces, classification, language models, and parsing techniques for advanced computational linguistics.
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13 Lesons
18 hours
On-Demand
Free-Video
Yannic Kilcher

Competition-Level Code Generation with AlphaCode - Paper Review

0 rewiews
Explore DeepMind's AlphaCode system for solving competitive programming problems, its architecture, and performance in real competitions. Learn about key components and innovative techniques.
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9 Lesons
45 minutes
On-Demand
Free-Video
IEEE

Asleep at the Keyboard? Assessing the Security of GitHub Copilot's Code Contributions

0 rewiews
Explore the security implications of GitHub Copilot's AI-generated code contributions, analyzing common weaknesses and potential risks in various programming scenarios.
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20 Lesons
20 minutes
On-Demand
Free-Video
Fission

Building Humane User Interfaces with Language Models

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Explore how AI can revolutionize human-computer interaction, moving beyond text-based interfaces to create more intuitive and user-friendly experiences.
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1 Lesons
23 minutes
On-Demand
Free-Video
NDC Conferences

How to Add Genuinely Useful AI to Your Webapp - Not Just Chatbots

0 rewiews
Explore practical ways to integrate AI into web UIs, enhancing user experience beyond chatbots. Learn to anticipate needs and streamline tasks using language models in Blazor, MVC, and C#.
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1 Lesons
59 minutes
On-Demand
Free-Video
Weights & Biases

DSPy for Code Generation: Building and Optimizing Language Model Pipelines

0 rewiews
Explore DSPy, a Stanford framework for optimizing language model pipelines in code generation. Learn its applications, potential, and hands-on usage with the HackerCup dataset.
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8 Lesons
58 minutes
On-Demand
Free-Video
Weights & Biases

SWEAgent: Solving Programming Problems with AI - NeurIPS Hacker Cup

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Explore SWEAgent: AI tool for solving complex coding challenges. Learn setup, customization, and practical applications through live demonstrations and real-world examples.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
USC Information Sciences Institute

Mission: Impossible - Testing Language Models on Unnatural Grammar Rules

0 rewiews
Explore groundbreaking research challenging assumptions about language models' ability to learn impossible languages through systematic experiments with synthetic language variations and GPT-2.
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1 Lesons
58 minutes
On-Demand
Free-Video
INSAIT Institute

Representing Text in Context - Language Models and Contextual Understanding

0 rewiews
Explore advanced language models and contextualized text representations through cutting-edge research on pre-training methods, visual context integration, and real-world NLP applications.
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1 Lesons
21 minutes
On-Demand
Free-Video
Data Science Conference

Decoding AI Landscape: Business, Market Trends, and Risks

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Explore an in-depth NLP analysis of AI's business landscape, market dynamics, and risk factors through comprehensive media discourse examination and language model insights.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Data Science Conference

From RNNs to Transformers - A Journey Through Language Modeling

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Explore the evolution of language models from RNNs to Transformers, understanding attention mechanisms and investigating the minimal requirements for coherent language generation in AI systems.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
AI Bites

Introduction to DsPy Framework and Building Blocks - Part 1

0 rewiews
Discover the fundamentals of DsPy framework for optimizing LLM pipelines, exploring its core components and how it differs from LangChain and LlamaIndex in this introductory guide.
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12 Lesons
20 minutes
On-Demand
Free-Video
AI Bites

OpenAI O1 Preview: Understanding AI Reasoning Models and Chain of Thought

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Explore OpenAI's groundbreaking o1 preview model and its advanced reasoning capabilities for solving complex puzzles, mathematical problems, and coding challenges through detailed examples and practical applications.
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13 Lesons
17 minutes
On-Demand
Free-Video
Discover AI

Matrix Long Short-Term Memory (mLSTM) - A New Alternative to Transformer LLMs

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Explore the innovative xLSTM architecture and its matrix-based approach to neural networks, comparing its potential advantages over traditional transformer models in language processing.
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1 Lesons
23 minutes
On-Demand
Free-Video
Discover AI

Understanding DSPy - Programming AI Pipelines for Language Models

0 rewiews
Explore DSPy's innovative approach to AI pipeline programming, from its ColBERT v2 origins to practical applications in modular pipeline generation and self-improving language programs.
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1 Lesons
28 minutes
On-Demand
Free-Video
Discover AI

RecurrentGemma: Moving Past Transformers with Griffin Architecture for Long Context Length

0 rewiews
Explore Google's RecurrentGemma-2B architecture, featuring Griffin's innovative approach to language modeling that surpasses traditional transformers with enhanced efficiency and long-context processing capabilities.
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12 Lesons
31 minutes
On-Demand
Free-Video
Discover AI

FASTER Code for Supervised Fine-Tuning and DPO Training with UNSLOTH

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Explore practical implementation of UNSLOTH for accelerated Supervised Fine-Tuning and DPO-Alignment of LLMs using Jupyter notebooks with HuggingFace compatibility.
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1 Lesons
27 minutes
On-Demand
Free-Video
Discover AI

DSPy: Building Self-Improving Language Model Pipelines - Beyond LangChain Templates

0 rewiews
Explore DSPy's innovative approach to building self-improving LLM pipelines, featuring automatic prompt engineering and graph-based optimization - moving beyond traditional prompt templates.
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1 Lesons
53 minutes
On-Demand
Free-Video
Data Science Conference

The iPhone Moment of AI - Natural Language Processing and Generative AI Revolution

0 rewiews
Explore the transformative impact of Generative AI and NLP, from GPT-3's capabilities to practical applications in text generation and voice cloning, while addressing ethical considerations and corporate implementation.
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1 Lesons
51 minutes
On-Demand
Free-Video
Discover AI

WizardCoder 34B: Understanding Complex Fine-Tuning for Code Generation

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Delve into the advanced fine-tuning techniques behind WizardCoder-34B, exploring its performance improvements through complex instruction cascading and evolutionary approaches.
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11 Lesons
28 minutes
On-Demand
Free-Video
Discover AI

ChatGPT vs GPT-4 - A Direct Comparison and Analysis

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Explore a side-by-side analysis of GPT-3.5 and GPT-4 through 10 diverse challenges, revealing key differences in reasoning, creativity, and problem-solving capabilities.
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1 Lesons
20 minutes
On-Demand
Free-Video
AI Bites

Mistral 7B - Understanding the Architecture and Performance Improvements

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Dive into the technical innovations of Mistral 7B, exploring its groundbreaking attention mechanisms, caching strategies, and performance improvements over existing language models.
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8 Lesons
11 minutes
On-Demand
Free-Video
AI Bites

Textbooks Are All You Need - Understanding Microsoft's Phi-1.5 Model

0 rewiews
Discover Microsoft's Phi-1.5, a compact yet powerful transformer-based language model that achieves remarkable performance despite its smaller size compared to other recent LLMs.
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4 Lesons
10 minutes
On-Demand
Free-Video
AI Bites

Getting Started with HuggingFace Transformers - Pipeline, Tokenizer, and Model Development

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Master HuggingFace Transformers library fundamentals, from pipelines and tokenizers to models and Hub integration, enabling you to effectively work with and fine-tune Large Language Models.
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10 Lesons
16 minutes
On-Demand
Free-Video
Discover AI

Self-Harmonized Chain of Thought (ECHO) - Understanding Complex Reasoning in Language Models

0 rewiews
Explore the innovative ECHO method for enhancing language model reasoning through iterative refinement, clustering, and cross-validation techniques to achieve more accurate and consistent solutions.
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8 Lesons
23 minutes
On-Demand
Free-Video
Discover AI

Comparing GraphRAG and SpeculativeRAG Systems for Knowledge Integration

0 rewiews
Explore the latest advancements in RAG systems, comparing GraphRAG and SpeculativeRAG frameworks for optimal performance in knowledge integration and response generation.
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1 Lesons
26 minutes
On-Demand
Free-Video
Discover AI

Tool LLM for API Calls - Understanding Fine-Tuned Language Models for API Performance

0 rewiews
Explore how Tool LLama, a fine-tuned LLM, leverages API capabilities through ToolBench dataset to achieve ChatGPT-level performance in handling API interactions.
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8 Lesons
16 minutes
On-Demand
Free-Video
Discover AI

Cost Analysis for Fine-Tuning FLAN-T5 Large Language Models

0 rewiews
Discover practical cost estimates and expert insights for fine-tuning FLAN-T5 language models, with guidance on cloud infrastructure optimization and budget management for different model sizes.
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1 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

Fine-tuning Flan-T5 LLM with HuggingFace Accelerate - Tutorial

0 rewiews
Learn how to fine-tune Flan-T5 LLM using HuggingFace Accelerate for multi-GPU environments, with step-by-step guidance on preprocessing and implementation for specific downstream tasks.
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8 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

Fine-tune T5 Language Model for Text Summarization on Google Colab

0 rewiews
Master fine-tuning techniques for T5 language models using HuggingFace's latest code, focusing on text summarization tasks with hands-on implementation in Google Colab's free GPU environment.
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1 Lesons
15 minutes
On-Demand
Free-Video
Discover AI

Fine-tuning FLAN-T5 Models for Text Summarization with PyTorch

0 rewiews
Master Flan-T5 model fine-tuning for text summarization through hands-on PyTorch implementation, complete with practical code examples and real-time demonstrations.
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1 Lesons
13 minutes
On-Demand
Free-Video
Discover AI

Domain-Specific AI Models - Creating Customized BERT and SBERT Models for Business Applications

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Discover how to effectively train and fine-tune BERT and SBERT models for specialized domains, focusing on medical and biochemical terminology, with practical solutions for business applications.
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6 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

Building a FLAN-T5 XL Model GUI with Gradio in Google Colab - A Step-by-Step Tutorial

0 rewiews
Learn to build a Gradio GUI for FLAN-T5-XL model on Google Colab, enabling free text generation, summarization, and translation capabilities with minimal computational resources and step-by-step implementation.
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6 Lesons
12 minutes
On-Demand
Free-Video
UofU Data Science

Uncertainty, Prompting, and Chain-of-Thoughts in Large Language Models - Part 2

0 rewiews
Dive into advanced AI concepts including temperature scaling, Bayesian calibration, prompt-based finetuning, and chain-of-thought techniques for more reliable and explainable language models.
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11 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Pretrain-Finetune and Uncertainty Estimation in Machine Learning - Part 1

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Dive into advanced machine learning concepts, from masked language modeling and pretrained vision models to uncertainty estimation and probability calibration techniques.
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10 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Discover AI

Role-Playing Language Agents with MindEcho - Creating Personal AI Clones

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Explore groundbreaking Chinese AI research on creating virtual KOL clones through Role-Playing Language Agents, examining technical implementation and ethical considerations.
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1 Lesons
20 minutes
On-Demand
Free-Video
Discover AI

Performance Analysis of 12 AI Language Models for Clinical Decision Making in Healthcare

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Explore the comparative analysis of 12 AI language models in clinical settings, examining their effectiveness in processing health records and performance against specialized medical systems.
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1 Lesons
37 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

The Bitter Lesson of Retrieval in Generative Language Model Workflows

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Discover how leveraging data and compute in RAG architectures can enhance generative AI applications, with insights from YOKOT.AI's implementation for enterprise data solutions.
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1 Lesons
29 minutes
On-Demand
Free-Video
Data Science Courses

Deep Learning: BERT and GPT Models - Lecture 11

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Dive into the evolution and architecture of transformer models, exploring BERT, GPT series, and T5 to understand their impact on modern natural language processing.
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1 Lesons
55 minutes
On-Demand
Free-Video
UofU Data Science

Transformer Types and Practical Considerations

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Explore different transformer architectures and key implementation factors for building effective natural language processing models and applications.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Introduction to Machine Translation with Sequence-to-Sequence Models

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Master sequence-to-sequence modeling fundamentals and applications in machine translation, focusing on neural network architectures and practical implementation techniques.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Language Modeling - Fundamentals and Applications

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Master the fundamentals of language modeling, exploring statistical and neural approaches, probability distributions, and practical applications in natural language processing.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Introduction to Language Modeling: From N-grams to Neural Networks

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Explore the evolution of language modeling, from n-grams to neural architectures, covering key concepts like embeddings, transformers, and RLHF implementations.
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6 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Discover AI

Chain of Thought and Instruction Fine-Tuning for Enhanced Language Model Performance

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Explore how Chain of Thought and instruction fine-tuning techniques enhance language models' performance, from basic reasoning tasks to simulating human behavior and decision-making processes.
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8 Lesons
30 minutes
On-Demand
Free-Video
Discover AI

Creating Self-Instruct Data Sets for LLM Fine-Tuning with ChatGPT

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Master the creation of synthetic instruction datasets using ChatGPT and GPT-4 for fine-tuning language models, covering data generation, multi-task training, and task decomposition techniques.
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5 Lesons
30 minutes
On-Demand
Free-Video
Discover AI

Self-Instruct Fine-Tuning of Large Language Models - Introduction to Alpaca

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Master self-instruct fine-tuning techniques for LLMs, focusing on synthetic data generation using ChatGPT/GPT-4 to enhance model performance in specific tasks like summarization and translation.
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8 Lesons
27 minutes
On-Demand
Free-Video