Articles

Explore our latest machine learning and generative AI articles, including tutorials, news, and walkthroughs on the blog.

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LLM observability: Your guide to monitoring AI in production

Large language models like GPT-4o and LLaMA are powering a new wave of AI applications, from chatbots and coding assistants...

37 mins read

AI agents in finance: From risk assessment to automated advisory

On this page What is an agent? Understanding AI agents in finance The role of AI agents in financial services...

9 mins read

Reinforcement learning: A guide to AI’s interactive learning paradigm

On this page What is reinforcement learning? The goal Online vs offline reinforcement learning Taxonomy of reinforcement learning algorithms Core...

26 mins read

What is LLMOps and how does it work?

The rise of large language models (LLMs) has revolutionized natural language processing, opening the door to powerful applications across industries—from...

6 mins read

What are AI agents? Key concepts, benefits, and risks

On this page What are AI agents? Risks of AI Agents How do AI agents work? The future of AI...

8 mins read

Weave: Simple tools for applying Generative AI

Six years ago, the tools needed to realize the potential of deep learning didn’t exist. We started Weights & Biases...

4 mins read

Responsible AI: A guide to guardrails and scorers

The rapid adoption of generative AI and large language models has transformed industries, enabling powerful applications in domains like customer...

6 mins read

Generative AI in retail

Generative AI is reshaping the retail industry, ushering in a new era of personalization, operational efficiency, and innovation. As this...

15 mins read

Appendix

Appendix Large pre-trained transformer language models, or simply large language models (LLM), are a recent breakthrough in machine learning that...

3 mins read

Reference

References What Language Model Architecture and Pre-training Objective Work Best for Zero-Shot Generalization? GPT-3 Paper – Language Models are Few-Shot...

< 1 min read

Conclusion

Current best practices for training LLMs from scratch Current best practices for training LLMs from scratch Conclusion Whether it’s OpenAI,...

< 1 min read

RLHF

REINFORCEMENT LEARNING THROUGH HUMAN FEEDBACK (RLHF) RLHFRLHF (Reinforcement Learning with Human Feedback) extends instruction tuning by incorporating human feedback after...

2 mins read