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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

Deploying LLM applications into production is complex. This guide explains LLM observability - why it matters, common failure modes like hallucinations, key tool features, and how to get started with W&B Weave.
3 mins read

Fraud detection: Machine learning techniques, methods and strategies

Explore top machine learning techniques in fraud detection, including real-time monitoring and behavioral analytics, to safeguard your business.
16 mins read

Generative AI in banking and finance

Generative AI is revolutionizing the financial services industries by automating complex tasks, enhancing customer interactions, and bolstering security. In banking, generative AI models can generate…
16 mins read

Architecting Alpha: The modern quant lifecycle

Modern quant research at scale: GPU-native compute, unified scheduling, and W&B experiment tracking to turn exploration into deployable trading systems.
16 mins read

AI agents in finance and banking

Explore the shift to agentic AI in finance. Learn how to build safe, autonomous workflows for banking—from fraud detection to compliance—ensuring auditability with W&B Weave.
18 mins read

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

On this page What is reinforcement learning? The goal Online vs offline RL Taxonomy Core methods Benchmarks, metrics, and frameworks Advances and trends Successful applications…
26 mins read

Machine learning & generative AI articles

You’ve reached our articles on machine learning and generative AI. You’ll find tutorials, news and walkthroughs in our blog here.

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

6 mins read

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

8 mins read

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

15 mins read

Retrieval-Augmented Generation (RAG) is a powerful technique in AI that combines large language models with real-time access to external data...

9 mins read

Imagine you’re demoing your company’s new AI chatbot to a potential client. You ask it about their latest product, the...

19 mins read

AI assurance encompasses a range of activities and methodologies aimed at verifying that AI systems operate as intended, are compliant...

6 mins read

In the complex world of finance, where numerous transactions and exchanges occur every second, there is a crucial framework in...

10 mins read

In the fast-paced world of finance, the use of models has become incredibly important for making big decisions. These models...

14 mins read

The real challenges in machine learning go beyond just building an ML model. In contrast to conventional software systems, the...

14 mins read

On this page What is a model registry in ML? Benefits of an ML Model Registry Where does a data...

10 mins read

On this page What is Experiment Tracking in Machine Learning? Why Do You Need to Track Your ML Experiments? How...

6 mins read

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