In this tutorial, we build an advanced, end-to-end learning pipeline nuclear agent Tying together typed agent interfaces, structured prompting, and a compact retrieval layer that bases the output in actual …
Tag:
Pipeline
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AI Tools
NVIDIA researchers introduce KVTC transform coding pipeline to compress key-value cache up to 20x for efficient LLM serving
Serving large language models (LLMs) at scale is a major engineering challenge due to key-value (KV) cache management. As models grow in size and logic capacity, the KV cache footprint …
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Generative AI
How to build a privacy-preserving federated pipeline to fine-tune large language models with LoRA using Flowers and PyFT
!pip -q install -U “protobuf<5” “flwr(simulation)” transformers peft accelerate datasets sentencepiece import torch if torch.cuda.is_available(): !pip -q install -U bitsandbytes import os os.environ(“RAY_DISABLE_USAGE_STATS”) = “1” os.environ(“TOKENIZERS_PARALLELISM”) = “false” import math …
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AI Tools
How to design a production-grade mock data pipeline using PolyFactory with DataClass, Pydantic, Atters, and nested models
In this tutorial, we will go through an advanced, end-to-end exploration multifunctionalFocusing on how we can generate rich, realistic simulated data directly from Python type signals. We start by setting …
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Image by editor # critical pipeline The gravitational pull of the state-of-the-art in modern machine learning is immense. Research teams and engineering departments alike focus on model architectures, from tweaks …
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AI News
How to build a production-grade data validation pipeline using Pandera, typed schema, and composable dataframe contracts
Schemas, and Composable DataFrame contractsIn this tutorial, we demonstrate how to use a robust, production-grade data validation pipeline Pandera With typed dataframe model. We begin by simulating realistic, incomplete transaction …
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Generative AI
How to create a multi-turn Crescendo raid-teaming pipeline to evaluate and stress-test LLM security using Garak
In this tutorial, we build an advanced, multi-turn Crescendo-style red-teaming harness using Garak to evaluate how large language models behave under the pressure of sequential interactions. We implement a custom …
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Siemens unveiled a flurry of new AI technologies and partnerships at the CES show in Las Vegas this week, with the multinational technology company saying it will support the acceleration …
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Generative AI
How to build a portable, in-database feature engineering pipeline with Ibis using lazy Python API and DuckDB execution
In this tutorial, we demonstrate how we use A type of bird To create a portable, in-database feature engineering pipeline that looks and feels like Pandas but executes entirely inside …
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AI Tools
A coding implementation to create an integrated Apache Beam pipeline performing batch and stream processing with event-time windowing using DirectorRunner
In this tutorial, we demonstrate how to create an integrated apache beam Pipelines that work seamlessly in both batch and stream-like modes using DirectRunner. We generate synthetic, event-time-aware data and …