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QCon SF 2024 - Why ML Projects Fail to Reach Production
Wenjie Zi of Grammarly addressed the high failure rates in machine learning at QCon SF 2024, revealing challenges from misaligned business goals to poor data quality. She advocated for a "fail fast" approach and robust MLOps infrastructure, emphasizing that learning from failures can drive success. Clear objectives and rigorous practices are essential for effective implementation.
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QCon SF 2024 - Scale Out Batch GPU Inference with Ray
At QConSF 2024, Cody Yu presented how Anyscale’s Ray can more effectively handle scaling out batch inference. Some of the problems Ray can assist with include scaling large datasets (hundreds of GBs or more), ensuring reliability with spot and on-demand instances, managing multi-stage heterogeneous compute, and managing tradeoffs with cost and latency.
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Techniques and Trends in AI-Powered Search by Faye Zhang at QCon SF
At QCon SF 2024, Faye Zhang gave a talk titled Search: from Linear to Multiverse, covering three trends and techniques in AI-powered search: multi-modal interaction, personalization, and simulation with AI agents.
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QCon SF: Mandy Gu on Using Generative AI for Productivity at Wealthsimple
Mandy Gu spoke at QCon SF 2024 about how Wealthsimple, a Canadian fintech company, uses Generative AI to improve productivity. Her talk focused on the development and evolution of their GenAI tool suite and how Wealthsimple crossed the "Trough of Disillusionment" to achieve productivity.
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High-Performance Serverless with Rust: Insights from Benjamen Pyle’s Talk at QCon San Francisco
Benjamen Pyle's talk showcased the power of combining Rust with AWS Lambda for high-performance, scalable, serverless applications. He highlighted Rust's safety and efficiency and its ability to minimize cold start times and costs. Pyle emphasized best practices like multi-Lambda designs and infrastructure like code, enabling developers to build solutions that drive efficiency and sustainability.
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QCon SF: Large Scale Search and Ranking Systems at Netflix
Moumita Bhattacharya spoke at QCon SF 2024 about state-of-the-art search and ranking systems. She gave an overview of the typical structure of these systems and followed with a deep dive into how Netflix created a single combined model to handle both tasks.
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Carle Lerche Talking at QCon SF about Rust: a Productive Language for Writing Database Applications
Discover how Rust is evolving beyond its systems programming roots to become a viable option for high-level applications. Carl Lerche, AWS principal engineer, showcased its productivity and safety for database-backed systems. Embrace Rust’s potential with innovative tools like Toasty and join the movement to enhance its growing ecosystem for ambitious backend development.
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QCon SF: Using Metaflow to Support Diverse ML Systems at Netflix
At QCon SF 2024, David Berg and Romain Cledat gave a talk about how Netflix uses Metaflow, an open-source framework, to support a variety of ML systems. The pair gave an overview of Metaflow's design principles and illustrated several of Netflix's use cases, including media processing, content demand modeling, and meta-models for explaining models.
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Software Architecture Tracks at QCon San Francisco 2024 – Navigating Current Challenges and Trends
At QCon San Francisco 2024, software architecture is front and center, with two tracks dedicated to exploring some of the largest and most complex architectures today. Join senior software practitioners as they provide inspiration and practical lessons for architects seeking to tackle issues at a massive scale.
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AI and ML Tracks at QCon San Francisco 2024 – a Deep Dive into GenAI & Practical Applications
At QCon San Francisco 2024, explore two AI/ML-focused tracks highlighting real-world applications and innovations. Learn from industry experts on deploying LLMs, GenAI, and recommendation systems, gaining practical strategies for integrating AI into software development.
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AI and Software Development: Preview of Sessions at InfoQ Events
Explore the transformative impact of AI on software development at InfoQ's upcoming events. Senior software developers will share practical applications and ethical considerations of AI technology through technical talks.
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Modern Data Architecture, ML, and Resilience Topics Announced for QCon San Francisco 2024
QCon San Francisco returns November 18-22, focusing on innovations and emerging trends you should pay attention to in 2024. With technical talks from international software practitioners, QCon will provide actionable insights and skills you can take back to your teams.