From local explanations to global understanding with explainable AI for trees Nature Machine Intelligence

Please use Microsoft Edge, Google Chrome or Firefox to improve your experience. Deeks, A. The judicial demand for explainable artificial intelligence. Fan, F., Jia, J., Li, J., Huo, Y. & Zhang, Y. White blood cell count predicts the odds of kidney function decline in a Chinese community-based population. On the interpretation of weight vectors of linear models in multivariate neuroimaging. Neuroimage 87, 96–110 .

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• With offices located in the Philippines, Australia, USA and Canada, TOA Global is equipped to support the needs of a diverse global group of accounting and bookkeeping firms looking to grow their teams and scale their practices.
• We understand the local market, firms and talent to provide tailored solutions clearly and efficiently.
• At TOA Global, we are 100% dedicated to supplying great people for firms in the accounting industry.
• With more than 1,500 team members, supporting more than 500 accounting firms across the globe, TOA Global has become one of the largest employers of accountants and bookkeepers in the Philippines.

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Great Podcast on Outsourcing

Tune in to our webinars to receive expert advice and actionable insights on topics ranging from growing your firm to attracting talent, to people management and more. VANCOUVER, OCTOBER 5, 2020 – TOA Global & VERIFYiQ announce their strategic partnership to support the North American accounting and bookkeeping community.

• A new set of tools for understanding global model structure based on combining many local explanations of each prediction.
• In just a few months, the TOA Global team had grown to 103 team members serving 29 accounting firms in Australia.
• Tree-based machine learning models such as random forests, decision trees and gradient boosted trees are popular nonlinear predictive models, yet comparatively little attention has been paid to explaining their predictions.
• Did dataset selection, model vetting and defined the chronic kidney disease prediction problem.

Rishi Ram, partner at Optima Accountants, talks to us about setting up his offshore team, how he went about the offshoring process, and hiring a candidate from the TOA Global Accelerator Program. Optima Accountants is an independent accounting firm offering professional accounting services to individuals and business owners. The practice is based in Spring Hill, Queensland. As a result, other accounting firms wanted to place their staff with Nick’s team, and TOA Global started to offer outsourced accounting services to clients in the industry.

Andrew Haynes: Outsourcing as an opportunity to create more jobs

TOA Global is the world’s largest accounting outsourcing provider to accounting, bookkeeping and CPA firms. Grow capacity, margins and profits. At TOA Global, we are 100% dedicated to supplying great people for firms in the accounting industry. So focused, firms in the accounting industry are the only clients we serve. That’s an impressive 600 firms across the US, Australia, Canada, and New Zealand. You could say, we are the accounting people, people. Proven experience achieving revenue and customer acquisition/sales targets in a highly competitive market.

JAMA 320, 2199–2200 . By outsourcing some of his accounting department, work was completed faster, with better attention to detail and more profitably. In April of 2014, Nick spoke at a roadshow about the benefits of outsourcing in the Philippines. Free to get started, easy to add your whole sales team, commit to monthly or annual plans. We make it easy to get started. Put big dreams, authenticity, the wow factor and exceptional individuals to work for you when you tap into the power of TOA Global talent solutions.

How ToA Global outshines its competition

A new set of tools for https://www.bookstime.com/ global model structure based on combining many local explanations of each prediction. We apply these tools to three medical machine learning problems and show how combining many high-quality local explanations allows us to represent global structure while retaining local faithfulness to the original model. Given the popularity of tree-based machine learning models, these improvements to their interpretability have implications across a broad set of domains. Saeed Mirzakhani, founding partner at CharterNet Advisers, chats with us about the motivation to start building an offshore team, hiring candidates from the TOA Global Accelerator Program, and having a people strategy. CharterNet Advisers provides business and tax advisory services to emerging and fast-growth businesses. The practice is based in Sydney, New South Wales.

Shortliffe, E. H. & Sepúlveda, M. J. Clinical decision support in the era of artificial intelligence.