Articles

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

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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 conversational agents and code generation…
6 mins read

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

In this exploration, we will dive into the architecture, applications, and future potential of AI agents, highlighting their role in transforming modern problem-solving paradigms.
8 mins read

Responsible AI: A guide to guardrails and scorers

Explore how security, ethical, and technical guardrails ensure accuracy, reliability, and compliance in AI applications.
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 technology advances, retailers are leveraging…
15 mins read

Current best practices for training LLMs from scratch

Explore the foundational considerations for training large language models (LLMs) from scratch, including key trade-offs, pitfalls, and decision-making frameworks.
24 mins read

What is retrieval augmented generation?

Retrieval-Augmented Generation (RAG) is a powerful technique in AI that combines large language models with real-time access to external data sources, allowing for more accurate,…
9 mins read

RAG techniques: From naive to advanced

Explore various RAG techniques, from basic to advanced, and discover how chunking, indexing, and query transformation can elevate your AI's performance in complex use cases.
19 mins read

Artificial intelligence assurance: Ensuring trust in AI systems

Explore AI assurance with Weights & Biases, ensuring compliance, safety, and fairness in AI systems through reliable tools and monitoring.
6 mins read

AI and regulatory compliance in finance

Explore AI's role in finance compliance and how Weights & Biases ensures adherence to regulations and transparency through tools that provide governance and reproducibility.
10 mins read

What is model risk management in finance?

Learn how model risk management mitigates financial risks using AI, ensuring accuracy, compliance, and efficiency for financial institutions.
14 mins read

What is MLOps? Machine learning operations explained

Explore how MLOps integrates DevOps into AI, tackling model management challenges and promoting efficient, reliable AI system deployment.
14 mins read

What is an ML Model Registry?

Discover how the W&B Registry boosts efficient ML model management and deployment through centralized storage and seamless collaboration.
10 mins read