Language Models Courses and Certifications

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

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.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Aligning Open Language Models - Stanford CS25 Lecture

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.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Demystifying Mixtral of Experts - Stanford CS25 Lecture

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.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Language Models as Temporary Training Wheels to Facilitate Learning

Explore how language models can serve as temporary aids for developing social and communication skills, featuring research insights from randomized trials with 150,000+ participants.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Aligning Language Models with LESS Data and Simple Preference Optimization (SimPO)

Discover innovative approaches to language model alignment through LESS data selection and SimPO optimization, achieving superior performance with reduced computational resources and simplified objectives.

• YouTube
• 1 hour
• On-Demand
• Free Video

Beginning Llamafile for Local Large Language Models (LLMs)

Serve powerful language models as web APIs using llama.cpp. Learn to configure, customize, and interact with the server for text generation, tokenization, and embedding extraction tasks.

• Coursera
• 3 hours 41 minutes
• On-Demand
• Free Online Course (Audit)

Mastering Gemini AI: Google's Versatile Language Model

51 ratings at Udemy

Explore AI, Multilingual Support, Content Creation, & Coding

• Udemy
• 2 hours 24 minutes
• On-Demand
• Paid Course

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

Explore how language models are reshaping our understanding of knowledge, writing assistance, and plagiarism with insights from Anna Rogers in this thought-provoking discussion.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Learn to build basic language models in Python, including bag-of-words, tf-idf, and word embeddings. Develop skills for measuring word similarity and determining document importance.

• Codecademy
• 4 hours
• On-Demand
• Free Trial Available

Pragmatic AI Labs

Small Language Models

Discover the power of Small Language Models (SLMs). Learn to develop efficient, privacy-preserving NLP solutions for chatbots, text classification, summarization, and more.

• edX
• 2 weeks, 2-3 hours a week
• On-Demand
• Free Online Course (Audit)

Open Data Science

Understanding Unstructured Data with Language Models - Alex Peattie

Explore language models for unstructured data analysis, covering classification, predictive modeling, and information retrieval. Learn key concepts and practical applications in various fields.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Yannic Kilcher

Author Interview - Typical Decoding for Natural Language Generation

Interview exploring typical sampling, a new decoding method for language models that balances generating high-probability and high-information samples, aiming to produce more diverse and interesting text while reducing repetitive outputs.

• YouTube
• 49 minutes
• On-Demand
• Free Video

tinyML

Structured Quantization for Neural Network Language Model Compression

探讨神经网络语言模型的结构化量化压缩技术,展示如何在不损失性能的情况下实现70-100倍的高压缩率,适用于资源受限场景。

• YouTube
• 32 minutes
• On-Demand
• Free Video

Simons Institute

Language Models as Statisticians, and as Adapted Organisms

Exploring language models as statistical tools and adapted systems to understand their behavior, capabilities, and potential for improvement in various applications.

• YouTube
• 1 hour
• On-Demand
• Free Video

Sam Witteveen

Phi 1.5 - The Small Model Getting Big Results

Explore Phi 1.5, a small yet powerful language model. Learn about its development, capabilities, and potential applications through in-depth analysis and hands-on coding examples.

• YouTube
• 18 minutes
• On-Demand
• Free Video