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Seeing Business Like a Language Model
in Chain of ThoughtMidjourney/Every illustration.I’m writing a book about the worldview I’ve developed by…
Seeing Like a Language Model
in Chain of ThoughtMidjourney/Every illustration.Last week I wrote that we’d be publishing a few excerpts…
REINFORCE: Easy Online RL for LLMs
Reinforcement learning (RL) is playing an increasingly important role in research on large language models…
AGI Is Not Multimodal
"In projecting language back as the model for thought, we lose sight of the tacit embodied understanding that…
A Guide for Debugging LLM Training Data
(from [2])Most discussions of LLM training focus heavily on models and algorithms. We enjoy experimenting…
State of AI: May 2025 newsletter
Hi everyone!Welcome to the latest issue of the State of AI newsletter, an editorialized newsletter covering…
State of AI: April 2025 newsletter
Hi everyone!Welcome to the latest issue of the State of AI newsletter, an editorialized newsletter covering…
Vision Large Language Models (vLLMs)
After the popularization of text-based large language models (LLMs), one of the most important questions…
Reduce AI Model Operational Costs With Quantization Techniques
Model quantization is becoming a core strategy for training and deployment! I am excited to introduce you to…
How To Reduce The Memory Usage Of The Self-Attention
With a bit of magic, we take a very inefficient computation like the Self-Attention and make it super…
State of AI: January 2025 newsletter
Dear readers,Welcome to the latest issue of the State of AI newsletter, an editorialized newsletter covering…
Visualize and understand GPU memory in PyTorch
Back to Articles Visualize and understand GPU memory in PyTorch Published December 24, 2024 Update on GitHub…
Shape, Symmetries, and Structure: The Changing Role of Mathematics in Machine Learning Research
What is the Role of Mathematics in Modern Machine Learning?The past decade has witnessed a shift in how…
Transformers.js v3: WebGPU Support, New Models & Tasks, and More…
Back to Articles Transformers.js v3: WebGPU Support, New Models & Tasks, and More… Published October 22,…
Financial Market Applications of LLMs
The AI revolution drove frenzied investment in both private and public companies and captured the public’s…
Blazing Fast SetFit Inference with 🤗 Optimum Intel on Xeon
Back to Articles Blazing Fast SetFit Inference with 🤗 Optimum Intel on Xeon Published April 3, 2024 Update…
Mamba Explained
The State Space Model taking on TransformersRight now, AI is eating the world.And by AI, I mean Transformers.…
GaLore: Advancing Large Model Training on Consumer-grade Hardware
Back to Articles GaLore: Advancing Large Model Training on Consumer-grade Hardware Published March 20, 2024…
Car-GPT: Could LLMs finally make self-driving cars happen?
In 1928, London was in the middle of a terrible health crisis, devastated by bacterial diseases like…
Do text embeddings perfectly encode text?
The rise of the vector databaseAs a result of the rapid advancement of generative AI in recent years, many…
Why Doesn’t My Model Work?
Have you ever trained a model you thought was good, but then it failed miserably when applied to real world…
Deep learning for single-cell sequencing: a microscope to see the diversity of cells
The history of each living being is written in its genome, which is stored as DNA and present in nearly every…
GPT-2030 and Catastrophic Drives: Four Vignettes
I previously discussed the capabilities we might expect from future AI systems, illustrated through GPT2030,…
Intrinsic Drives and Extrinsic Misuse: Two Intertwined Risks of AI
Given their advanced capabilities, future AI systems could pose significant risks to society. Some of this…