MACHINELEARNING

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Machine Learning

1.7B > 235B: Training a David to Outperform a Goliath with Reinforcement Learning

Discover how Snowflake ML uses RLAIF and GRPO to train small, specialized models that outperform massive LLMs in structured clinical documentation.
APR 17, 2026|6 min read
Gen AI

Accuracy at What Cost? Benchmarking Agentic Reasoning with MADQA

Introducing MADQA: A new multimodal benchmark for AI agents. Discover why leading models fail the "efficiency test" and how humans still outperform AI in strategic document navigation.
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MAR 23, 2026|7 min read
Machine Learning

Scaling Agent Reliability: Trace-Aware Evaluation for MLflow

Enhance AI agent reliability in MLFlow by adding trace-aware evaluation with TruLens scorers that measure RAG quality and full execution behaviour beyond final outputs.
FEB 19, 2026|6 min read
Machine Learning

How to Scale Real-Time Model Serving for Low-Latency ML Inference

Learn how to scale real-time model serving with GPU optimization, dynamic batching, and latency tuning to maximize ML inference performance
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FEB 12, 2026|8 min read
Machine Learning

From General-Purpose to Domain Expert: Fine-Tune LLMs Directly in Snowflake

Transform general LLMs into domain experts directly within Snowflake's security boundary. Learn how ArcticTraining and ML Jobs streamline the fine-tuning process by eliminating data movement and infrastructure management.
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FEB 02, 2026|7 min read
Machine Learning

Scalable Model Serving: An Architectural Overview

Learn how Snowflake ML enables scalable model serving with low-latency inference, centralized governance, and simple deployment
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JAN 20, 2026|11 min read
Gen AI

Snowflake Cortex Analyst: Preventing Join Hallucinations and Double Counting

Snowflake Cortex Analyst introduces a new ability to support complex schemas, expanded our join capabilities beyond simple star and snowflake schemas to support multifact tables and measures spread across multiple tables.
FEB 20, 2025|15 min read
Machine Learning

Machine Learning Models Require the Right Explanation Framework — and It’s Easy to Get Wrong

Learn the importance of using a robust explanation framework for machine learning models, ensuring accuracy, trust and understanding for better decision-making.
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JAN 23, 2025|7 min read
Gen AI

ArcticTraining: Simplifying and Accelerating Post-Training for LLMs

ArcticTraining, a streamlined framework for LLM post-training, offering flexible trainers, simplified structures, and native data generation pipeline.
JAN 16, 2025|10 min read
Bridging Neuroscience and AI: Insights From the Retina and Beyond
Machine Learning

Bridging Neuroscience and AI: Insights From the Retina and Beyond

OCT 31, 2024
How We Built It: Optimizing Snowflake ML Container Runtime for Fast, Scalable Data Loading and Model Training
Machine Learning

How We Built It: Optimizing Snowflake ML Container Runtime for Fast, Scalable Data Loading and Model Training

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OCT 17, 2024|6 min read
Snowflake Speeds Up Workloads With Hierarchical Selectivity Estimates
Machine Learning

Snowflake Speeds Up Workloads With Hierarchical Selectivity Estimates

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SEP 17, 2024|4 min read

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