Published Nov 8, 2018

Bighead: Airbnb's Machine Learning Platform with Atul Kale - TWiML Talk #198

Delve into Airbnb's transformative journey in AI with Atul Kale as he discusses best practices in code review, scaling machine learning with Bighead, and navigating the machine learning lifecycle with innovative tools like Redspot and Zipline.

Episode Highlights

Topics covered

Episode Highlights

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Dexa/This Week in ML & AI

Bighead: Airbnb's Machine Learning Platform with Atul Kale - TWiML Talk #198

Topics covered

Popular Clips

Time Machine for Data

Exciting Developments Ahead

Open Source Announcement

Streamlining Model Deployment

From Trading to Tech

Best Practices in ML

AI Platforms Insights

Complexity in Machine Learning

Model Production Simplified

Enhancing ML Workflows

Cohesive Machine Learning

Data Pipeline Insights

Sharing ML Components

Feature Engineering Insights

Episode Highlights

Best Practices

Scaling Machine Learning

Machine Learning Lifecycle

Related Episodes

Productive Machine Learning at LinkedIn with Bee-Chung Chen - TWiML Talk #200

House Hunters: Machine Learning at Redfin with Akshat Kaul - #530

Applied Machine Learning for Publishers with Naveed Ahmad - TWiML Talk #182

Scaling Enterprise ML in 2020: Still Hard! with Sushil Thomas - #429

Scaling AI for the Enterprise with Mazin Gilbert - #78

Machine Learning Platforms at Uber with Mike Del Balso - #115

Live from TWIMLcon! Operationalizing ML at Scale with Hussein Mehanna - #306

Systems and Software for Machine Learning at Scale with Jeff Dean - #124

Scaling Model Training with Kubernetes at Stripe with Kelley Rivoire - TWIML Talk #272

AutoML for Natural Language Processing with Abhishek Thakur - #475

Feature Platforms for Data-Centric AI with Mike Del Balso - #577

The Enterprise LLM Landscape with Atul Deo - 640

Automated Machine Learning with Erez Barak - #323

Evolving MLOps Platforms for Generative AI and Agents with Abhijit Bose - 714

Machine Learning at GitHub with Omoju Miller - #313

Bighead: Airbnb's Machine Learning Platform with Atul Kale - TWiML Talk #198

Topics covered

Popular Clips

Episode Highlights

Best PracticesAtul Kale explores the reinvention of code review processes and the importance of system consistency in Airbnb's machine learning platform. He shares insights into adapting traditional software engineering practices to meet the unique demands of AI development.

Best Practices

Scaling Machine LearningAirbnb's machine learning platform, Bighead, exemplifies efficient infrastructure scaling and resource usage. Atul Kale shares insights on optimizing computational resources and scaling machine learning efforts effectively.

Scaling Machine Learning

Machine Learning LifecycleAtul Kale, Engineering Manager at Airbnb, discusses the evolution of Airbnb's machine learning platform, Bighead, and its components like Redspot and Zipline. He shares insights on overcoming challenges in model deployment and feature data management.

Machine Learning Lifecycle

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