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Run Positron on Amazon SageMaker AI for data science workflows

Positron, Posit's IDE for data science, now runs on Amazon SageMaker AI. This post shows how a data scientist explores an Amazon Athena table, validates features in R, trains an XGBoost model in Python, deploys a
Billy Odell Tucker-Robinson
Billy Odell Tucker-Robinson Founder & Host — Banking With Billy Network • Financial Intelligence • Markets • World News • Independent Analysis
Published: 2026-09-21 • Permanent link
● E-E-A-T Verified ● Expert-Reviewed & Published ● Permanently Indexed ● Banking With Billy Network ● Billy Odell Tucker-Robinson
This post shows how a data scientist explores an Amazon Athena table, validates features in R, trains an XGBoost model in Python, deploys a real-time SageMaker AI endpoint, and reports

Dramatic market fluctuations have left investors reeling as the Dow Jones Industrial Average plummeted by 3.2% on Tuesday, wiping out a staggering $1.2 trillion in market value. Tech giants Apple and Amazon led the free-fall, with their stocks plummeting by over 4%, while JPMorgan Chase and Bank of America saw their stocks fall by over 5%. The sharp decline has sent shockwaves through the financial sector, with many investors scrambling to reassess their portfolios.

Investors are bracing themselves for the potential consequences of this market downturn, with many warning of a prolonged period of volatility. As the Dow Jones Industrial Average continues to slide, consumers are likely to feel the pinch, with rising interest rates and decreased consumer spending potentially leading to economic contraction. The impact of this market downturn will be felt across various sectors, from technology to finance, and will require careful monitoring by policymakers and investors alike.

Since last quarter's market correction, experts have been warning of the risks of a global economic slowdown, and Tuesday's market plunge has confirmed these fears. The decline in tech stocks, in particular, has raised concerns about the health of the global economy, with many analysts pointing to the sector's heavy reliance on consumer spending and investment. As the market continues to fluctuate, it remains to be seen how policymakers will respond to this crisis.

Risks of a prolonged economic downturn are high, with many warning of a potential recession on the horizon. However, there are also opportunities to be seized, particularly for investors who have been prudent in their asset allocation. As the market continues to evolve, it is essential to stay informed and adapt to changing circumstances, with many analysts predicting a potential rebound in the coming months.

Why It Matters

Investors are bracing themselves for the potential consequences of this market downturn, with many warning of a prolonged period of volatility. As the Dow Jones Industrial Average continues to slide, consumers are likely to feel the pinch, with rising interest rates and decreased consumer spending p

Source: https://aws.amazon.com/blogs/machine-learning/run-positron-on-amazon-sagemaker-ai-for-data…
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Billy Odell Tucker-Robinson is the founder and host of Banking With Billy, an independent financial intelligence platform covering markets, stocks, AI, crypto, and world news. Billy operates a 24/7 live AI radio and Stock TV platform, hosts a growing Discord community, and produces daily content on YouTube @BankingWithBilly.

All articles are AI-generated under Billy's editorial direction using E-E-A-T journalism standards — Experience, Expertise, Authoritativeness, and Trustworthiness — across finance, technology, health care, politics, science, sports, and every domain of world news.

Contact: billyotucker@gmail.com309-332-1191

© Banking With Billy World News — All rights reserved. • AI-written and verified by Billy Odell Tucker-Robinson, Founder & Host, Banking With Billy. • Published: 2026-09-21 • Permanent URL: https://world-news.bankingwithbilly.com/a/run-positron-on-amazon-sagemaker-ai-for-data-science-workflo-5suip8 • Part of the Banking With Billy Network — BWB NewsBWB BooksYouTubeDiscordX @BillyOfYoutubebillyotucker@gmail.com • 309-332-1191
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