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Machine Learning Programming Tutorials & Engineering Articles

586 Machine Learning tutorials, guides, and engineering insights from NVIDIA, LinkedIn, Uber, and more

Machine Learning Articles & Tutorials

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Airbnb
Advanced
Training an LLM is the easy part. The hard part is designing experiments and evaluations that you can trust enough to know whether the new…
Google logo
Google
Intermediate
The Google Cloud and NVIDIA developer community is celebrating its first anniversary with 100,000 members and a renewed focus on providing builders with advanced AI infrastructure and resources. To accelerate development, the community offers curated learning pathways for mastering LLM optimization, GPU-accelerated data analytics, and monthly expert-led webinars. Moving into its second year, the initiative will expand to include hands-on labs, engineering events, and specialized content focused on the growth of agentic AI.
NVIDIA logo
NVIDIA
Advanced
AI tools are significantly accelerating software development and changing how developers work with code. These tools serve as real-time copilots…
Daniel Teixeira
11 min read
Includes Code
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NVIDIA logo
NVIDIA
Advanced
NVIDIA Groq 3 LPX is a new rack-scale inference accelerator for the NVIDIA Vera Rubin platform, designed for the low-latency and large-context demands of…
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Shopify
Advanced
Treating buyer journeys as sequences instead of simplified signals, and building a model fast enough to serve at scale.
Yang Liu
9 min read
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Pinterest
Intermediate
The article discusses the implementation of a GPU-serving two-tower model for lightweight ads engagement prediction at Pinterest.
Pinterest Engineering
5 min read
Has Summary
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Pinterest logo
Pinterest
Advanced
This article discusses the re-architecture of the serving stack for next-generation ads lightweight ranking models at Pinterest, moving from a traditional Two-Tower architecture to a more complex G...
Pinterest Engineering
11 min read
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses how Pinterest enhances its ad candidate generation process using behavioral sequence modeling.
Pinterest Engineering
10 min read
Has Summary
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NVIDIA
Intermediate
The article discusses advancements in Vision Language Models (VLMs) and their susceptibility to adversarial attacks, particularly focusing on how image inputs can manipulate model outputs.
Joseph Lucas
9 min read
Includes Code
Has Summary
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Shopify logo
Shopify
Intermediate
Shopify uses SkyPilot, an open-source framework, to manage GPU-intensive ML training workloads across multiple cloud providers (Nebius and GCP).
Javier Moreno
7 min read
Includes Code
Has Summary
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Pinterest logo
Pinterest
Advanced
PinLanding is a multimodal AI pipeline developed by Pinterest to generate shopping collections from billions of products.
Pinterest Engineering
8 min read
Has Summary
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Uber
Advanced
This article discusses Uber's transition from batch to streaming data ingestion using Apache Flink, which significantly enhances data freshness and operational efficiency.
Xinli Shang, Peter Huang, Jing Li, Jing Zhao, Jack Song
6 min read
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses the implementation of LLM-powered relevance assessment at Pinterest Search, focusing on how fine-tuned large language models (LLMs) can enhance search relevance measurement wh...
Pinterest Engineering
9 min read
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses how Pinterest utilizes Pinner surveys to enhance the quality of recommended content on its platform.
Pinterest Engineering
11 min read
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses Pinterest's strategic shift towards prioritizing open-source AI models over proprietary ones, highlighting the cost-effectiveness and performance benefits of fine-tuning open-...
Pinterest Engineering
10 min read
Has Summary
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Shopify
Intermediate
The article discusses Shopify's innovative approach to building a high-performance product search engine that integrates Machine Learning (ML) models with C++ speed.
Mikhail Shakhray
6 min read
Includes Code
Has Summary
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NVIDIA
Intermediate
The article discusses the development of an interactive AI agent designed to streamline machine learning workflows by leveraging GPU acceleration.
Allison Ding
7 min read
Includes Code
Has Summary
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Uber
Advanced
This article discusses how Uber has integrated explainability into its machine learning platform, Michelangelo, using Integrated Gradients (IG) to provide interpretable attributions for deep learni...
Hugh Chen, Eric Wang, Gaoyuan Huang, Howard Yu, Jia Li, Sally Lee
14 min read
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses how Pinterest identifies user journeys to enhance its recommendation system, moving beyond immediate interests to understand users' long-term goals.
Pinterest Engineering
9 min read
Has Summary
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NVIDIA
Advanced
The article discusses practical security advice for Large Language Model (LLM) applications based on findings from the NVIDIA AI Red Team.
Rich Harang
7 min read
Includes Code
Has Summary
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Netflix
Advanced
The article discusses the evolution of data engineering at Netflix, focusing on the introduction of Media ML Data Engineering, which aims to enhance the handling of complex media data for machine l...
Netflix Technology Blog
7 min read
Has Summary
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NVIDIA
Advanced
The article discusses the emerging threat of semantic prompt injections in multimodal AI systems, highlighting how adversaries can exploit visual inputs to bypass traditional security measures.
Daniel Teixeira
7 min read
Has Summary
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NVIDIA logo
NVIDIA
Intermediate
The article discusses the advancements in AI-powered climate modeling, specifically focusing on the ClimSim-Online framework developed by NVIDIA.
Zeyuan Hu
7 min read
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Shopify
Advanced
The article discusses how Shopify leverages machine learning to enhance the commerce experience for its merchants.
Javier Moreno
6 min read
Has Summary
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Google logo
Google
Beginner
The article announces the availability of the AI-first Google Colab, which enhances productivity by integrating AI capabilities into the coding workflow.
Nick Sharma, Jeffrey Mew, Ilai Soloducho
3 min read
Has Summary
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Shopify
Intermediate
The article discusses the advancements in React Native graphics through the integration of WebGPU and Skia, highlighting how these technologies enhance performance and enable new capabilities for d...
William Candillon
8 min read
Has Summary
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Pinterest
Intermediate
This article discusses how Pinterest enhances its recommendation system through the TransActV2 model, which leverages over 16,000 lifelong user actions to improve personalization.
Pinterest Engineering
8 min read
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses the modernization of Pinterest's home feed pre-ranking stage, focusing on the introduction of a sophisticated pre-ranking layer known as Lightweight Scoring.
Pinterest Engineering
8 min read
Has Summary
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Airbnb
Advanced
The article discusses how Airbnb leverages machine learning technologies such as speech recognition, intent detection, and language models to enhance its voice support experience.
Yuanpei Cao
8 min read
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NVIDIA logo
NVIDIA
Advanced
The article discusses the use of GPU acceleration to enhance performance in Apache Spark applications, highlighting the challenges of migrating workloads from CPUs to GPUs.
Matt Ahrens
9 min read
Includes Code
Has Summary
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NVIDIA logo
NVIDIA
Advanced
The article discusses the integration of NVIDIA NIM microservices into Azure AI Foundry, highlighting how this collaboration enhances enterprise AI development by enabling efficient deployment of A...
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NVIDIA
Advanced
The article discusses the NVIDIA NeMo Agent toolkit, an open-source library designed for building and optimizing AI agent workflows.
Wenqi Glantz
11 min read
Includes Code
Has Summary
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NVIDIA
Advanced
The article discusses the importance of structuring application prompts to enhance the security of key-value (KV) caching in large language model (LLM) applications.
Joseph Lucas
11 min read
Includes Code
Has Summary
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Pinterest logo
Pinterest
Intermediate
The article discusses the Multi-gate Mixture-of-Experts (MMoE) model architecture and the application of knowledge distillation in enhancing Ads Engagement modeling.
Pinterest Engineering
7 min read
Has Summary
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Pinterest logo
Pinterest
Advanced
The article discusses the implementation of a Large Language Model (LLM)-based relevance system for Pinterest Search, detailing its technical design, model architecture, and the results from both o...
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Uber
Intermediate
This article discusses how Uber enhances personalized CRM communication using contextual bandit strategies, particularly focusing on the application of AI/ML techniques to optimize email content.
LJ (Lin) He, Yifeng Wu, Gaurav Jindal
13 min read
Has Summary
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Cloudflare
Intermediate
The article discusses the rapid growth and expansion of Generative AI services over the past year, highlighting key players, traffic trends, and security challenges.