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Deep (Learning) Focus

Cameron R. Wolfe, Ph.D.
Hundreds of paid subscribers

I contextualize and explain important topics in AI research.

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Substack
PricingFreemiumPublishesWeekly
Issues114Founded4 years agoLast Issue14 days ago
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Latest Issues

Reinforcement Learning for LLMs: The Complete Guide

(from [8, 12, 14])

Reinforcement learning (RL) has played a crucial role throughout the history of research on large language models (LLMs). Through RL, we created early versions of instruction following models, made important advancements...

14 days ago
284
3

Notes on Midtraining

Creating better specialized LLMs with midtraining and continual pretraining...

The training process for large language models (LLMs) has historically been composed of two high-level stages: pretraining and post-training. Pretraining expose...

a month ago
70
Paid

Agentic World Models

(from [1, 3, 4])

Reinforcement learning (RL) has played a key role in the expansion of capabilities for large language model (LLM) agents. Despite the many benefits of RL, however, this training strategy has a key limitation—the learning s...

2 months ago
127
9

Agentic RL: Frameworks and Best Practices

(from [3, 4, 6])

Recent research on large language models (LLMs) has been heavily focused on reasoning and reinforcement learning (RL). Much of the initial work in this area considered static tasks, where the LLM generates a single respons...

3 months ago
190
13

Agent Evaluation: A Detailed Guide

(from [1, 3, 8, 12])

Evaluation is one of the most important research areas for large language models (LLMs). Recently, patterns in LLM usage and evaluation have drastically changed. Whereas we previously evaluated LLMs using benchmarks co...

4 months ago
330
23

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  • Cameron R. Wolfe, Ph.D.

    Research @ Netflix • Rice University PhD • I make AI understandable

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