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Machine Learning for Tabular Data
2025-02-12
Mark Ryan
– author
,
Luca Massaron
– author
Business runs on tabular data in databases, spreadsheets, and logs. Crunch that data using deep learning, gradient boosting, and other machine learning techniques. Machine Learning for Tabular Data teaches you to train insightful machine learning models on common tabular business data sources such as spreadsheets, databases, and logs. You’ll discover how to use XGBoost and LightGBM on tabular data, optimize deep learning libraries like TensorFlow and PyTorch for tabular data, and use cloud tools like Vertex AI to create an automated MLOps pipeline. Machine Learning for Tabular Data will teach you how to: Pick the right machine learning approach for your data Apply deep learning to tabular data Deploy tabular machine learning locally and in the cloud Pipelines to automatically train and maintain a model Machine Learning for Tabular Data covers classic machine learning techniques like gradient boosting, and more contemporary deep learning approaches. By the time you’re finished, you’ll be equipped with the skills to apply machine learning to the kinds of data you work with every day. About the Technology Machine learning can accelerate everyday business chores like account reconciliation, demand forecasting, and customer service automation—not to mention more exotic challenges like fraud detection, predictive maintenance, and personalized marketing. This book shows you how to unlock the vital information stored in spreadsheets, ledgers, databases and other tabular data sources using gradient boosting, deep learning, and generative AI. About the Book Machine Learning for Tabular Data delivers practical ML techniques to upgrade every stage of the business data analysis pipeline. In it, you’ll explore examples like using XGBoost and Keras to predict short-term rental prices, deploying a local ML model with Python and Flask, and streamlining workflows using large language models (LLMs). Along the way, you’ll learn to make your models both more powerful and more explainable. What's Inside Master XGBoost Apply deep learning to tabular data Deploy models locally and in the cloud Build pipelines to train and maintain models About the Reader For readers experienced with Python and the basics of machine learning. About the Authors Mark Ryan is the AI Lead of the Developer Knowledge Platform at Google. A three-time Kaggle Grandmaster, Luca Massaron is a Google Developer Expert (GDE) in machine learning and AI. He has published 17 other books. Quotes |
O'Reilly AI & ML Books
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nPlan's ML Paper Club
2024-02-15 · 12:30
This week Peter will present ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation by Sungduk Yu · Walter Hannah · Liran Peng · Jerry Lin · Mohamed Aziz Bhouri · Ritwik Gupta · Björn Lütjens · Justus C. Will · Gunnar Behrens · Julius Busecke · Nora Loose · Charles Stern · Tom Beucler · Bryce Harrop · Benjamin Hillman · Andrea Jenney · Savannah L. Ferretti · Nana Liu · Animashree Anandkumar · Noah Brenowitz · Veronika Eyring · Nicholas Geneva · Pierre Gentine · Stephan Mandt · Jaideep Pathak · Akshay Subramaniam · Carl Vondrick · Rose Yu · Laure Zanna · Tian Zheng · Ryan Abernathey · Fiaz Ahmed · David Bader · Pierre Baldi · Elizabeth Barnes · Christopher Bretherton · Peter Caldwell · Wayne Chuang · Yilun Han · YU HUANG · Fernando Iglesias-Suarez · Sanket Jantre · Karthik Kashinath · Marat Khairoutdinov · Thorsten Kurth · Nicholas Lutsko · Po-Lun Ma · Griffin Mooers · J. David Neelin · David Randall · Sara Shamekh · Mark Taylor · Nathan Urban · Janni Yuval · Guang Zhang · Mike Pritchard. We look forward to seeing you there! Want to know more Paper Club?
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nPlan's ML Paper Club
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Consumer Sentiment and Sentimental Farewell
2022-10-21 · 20:44
John Leer
– Chief Economist
@ Morning Consult
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
On Ryan's final episode of Inside Economics, John Leer, Chief Economist of Morning Consult, joins the podcast to discuss the state of the economy, consumer sentiment, inflation expectations, and the potential early signs of a wage-price spiral. Full episode transcript. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Klein on Threats to the Global Financial System
2022-10-18 · 18:00
Aaron Klein
– Senior Fellow, Economic Studies
@ Brookings Institution
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Mark, Ryan, and Cris welcome back Aaron Klein, Miriam K. Carliner Chair and Senior Fellow at the Brookings Institution, to discuss stress points in the global financial system, the conditions for a financial crisis, and whether central banks are going to break something. Full episode transcript. Follow @aarondklein on twitter Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Hot CPI and Hail Mary Outlook
2022-10-14 · 19:00
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Marisa DiNatale
– Senior Director
@ Moody's Analytics
Colleague Marisa DiNatale, Director Economist at Moody's Analytics, joins Mark and Cris to breakdown the September Consumer Price Index Report. They also discuss the impact of inflation on energy prices, food prices, the housing market, and wage growth. Full episode transcript. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Monthly Jobs and Mark's Journey
2022-10-07 · 19:16
Dante DeAntonio
– Senior Economist
@ Moody's Analytics
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Colleague Dante DeAntonio, Senior Economist at Moody's Analytics joins the podcast to analyze the September U.S. Employment Report and OPEC's announcement to cut oil production. Everyone gives their latest odds of a recession and how soon that could happen. Full episode transcript Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Poor Policy, Plunging Home Prices, and a Plummeting Pound
2022-09-30 · 20:00
Mark, Ryan, and Cris breakdown this week's key economic data and developments in financial markets. They also go through the economic impact of Hurricane Ian and the policy errors that are unfolding in the U.K. and ironically where Mark records the podcast from. Full episode transcript. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Bonus Episode: State of the States
2022-09-30 · 16:29
Dan White
– Director of Public Sector Research
@ Moody's Analytics
,
Bill Glasgall
– Senior Director, Public Finance
@ Volcker Alliance
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Mark, Ryan, and Cris welcome colleague Dan White of Moody's Analytics and Bill Glasgall, Senior Director, Public Finance at the Volcker Alliance, to discuss state and local government finances and whether it will be a tailwind or drag on the broader economy. Full Episode transcript. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. William Glasgall is senior director, public finance at the Volcker Alliance, a New York-based nonprofit organization where he has supervised the publication of numerous working papers and studies, including four Truth and Integrity in State Budgeting reports. He is also the creator of the Special Briefing webcast series and podcast, co-produced with the University of Pennsylvania Institute for Urban Research, where he is a fellow. Be sure to check out Volcker Alliance’s new podcast “Special Briefing” hosted by William Glasgall available here: Apple Podcasts, Spotify, Google Podcasts, Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Bonus Episode: In Person Recording, Increased Probability of Recession
2022-09-27 · 18:00
Mark, Cris, and Ryan sit down for their first in-person podcast to discuss their recession odds over the next 6,12, or 18 months. They list out both contributing and mitigating risk factors and the market signals to watch to understand where the economy is headed. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Watch the video of the in-person episode. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising. |
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Careening Markets and CRE Mash-Up
2022-09-23 · 21:03
Victor Calanog
– Head of Commercial Real Estate Economics
@ Moody's Analytics
,
Janice Stanton
– Executive Managing Director
@ Cushman & Wakefield
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Janice Stanton, Executive Managing Director at Cushman and Wakefield and Victor Calanog, head of CRE at Moody's Analytics join the podcast to share their views in Commercial Real Estate and how it impacts the U.S. economy. Mark, Cris, and Ryan discuss recent developments in financial markets and the latest decision by the Fed. Full episode transcript More Info on Janice Stanton: Ms. Stanton is an Executive Managing Director in the Capital Markets group at C&W. She is responsible for advising global investors on the real estate investment markets. Ms. Stanton has more than 25 years of industry experience in real estate investment research and analytics, finance, and pension fund management. More info on Victor Calanog: Dr. Calanog is the Head of Commercial Real Estate Economics at Moody’s Analytics. He and his team of economists and analysts are responsible for the firm’s commercial real estate market forecasting, valuation, and portfolio analytics services. For more on the long-term impacts to the built environment if remote and hybrid work models continue, check out the Future of Work research hub. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Remote Work and Rising Prices
2022-09-16 · 18:56
Cris deRitis
– host
,
Nick Bunker
– Research Director
@ Indeed
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Nick Bunker, Research Director of Indeed, joins the podcast to share his views on the the U.S. labor market, including unemployment, job openings, quits, and remote work. Nick stumps Mark, Cris, and Ryan in the statistics game. Full transcript Follow Nick Bunker on twitter @Nick_Bunker. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Debating Policy, Doug Disagrees
2022-09-09 · 17:38
Doug Holtz-Eakin
– President
@ American Action Forum
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Doug Holtz-Eakin, President of the American Action Forum, joins the podcast to provide his take on the U.S. economy, inflation, employment, and GDP. The big topic fiscal policy while everyone provides their odds of a recession. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Jobs and Jogging in Boston
2022-09-02 · 17:35
Dante DeAntonio
– Senior Economist
@ Moody's Analytics
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Marisa DiNatale
– Senior Director
@ Moody's Analytics
,
Ryan Sweet
– host
Two colleagues and regulars on Inside Economics, Marisa DiNatale and Dante DeAntonio, join Mark, Cris, and Ryan to breakdown the August U.S. Employment Report and what it means for the Federal Reserve. Due to a bad wifi connection, Mark is forced to participate all episode by cell phone. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Bonus Episode: Deep Dive - Stagflation
2022-08-30 · 18:00
In this bonus episode Mark, Ryan, and Cris discuss all aspects of stagflation, including the definition, the causes, and what they're watching to assess the risk of this scenario. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Consumers Hang Tough and Confidence Off Bottom
2022-08-26 · 18:40
Wayne Best
– Chief Economist
@ Visa
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
Mark and Cris welcome back Wayne Best, Chief Economist of Visa, to give the latest American Consumer outlook, including the topics of excess savings, spending behavior and categories, credit trends, and interest rates. They also discuss President Biden's student loan proposal. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Economic Update and Ellen’s Climate Top 5
2022-08-19 · 18:00
Cris deRitis
– host
,
Ellen Hughes-Cromwick
– Senior Resident Fellow, Climate and Energy program
@ Third Way
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
Mark and Cris welcome Ellen Hughes-Cromwick, Senior Resident Fellow for the Climate and Energy program at Third Way, to discuss her views on climate risk in the Inflation Reduction Act (IRA) and her outlook on the vehicle industry. Full Transcript Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Cooling Inflation and Confounding Housing Riddles
2022-08-12 · 22:12
John Burns
– CEO
@ John Burns Real Estate Consulting
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Mark, Ryan, and Cris kick off this episode by discussing inflation and the latest CPI Report. For the second part, they welcome John Burns, CEO of John Burns Real Estate Consulting, to give a detailed U.S. housing market outlook, that includes the topics of mortgage rates, the potential threat of a housing crash, and the affordable housing shortage. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Glass Half Full or Half Empty
2022-08-05 · 19:04
Dante DeAntonio
– Senior Economist
@ Moody's Analytics
,
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Marisa DiNatale
– Senior Director
@ Moody's Analytics
,
Ryan Sweet
– host
Mark, Ryan and Cris welcome colleagues, Marisa DiNatale and Dante DeAntonio, to dig deep into the July U.S. employment report. They also discuss what the new data tells us about a recession, productivity and what it means for the Federal Reserve. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Blinder, Baseball, and Business Cycles
2022-07-29 · 16:38
Cris deRitis
– host
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Alan Blinder
– Professor of Economics and Public Affairs
@ Princeton University
Mark and Cris welcome Alan Blinder, Professor of Economics and Public Affairs at Princeton University, to discuss the prospects for recession, inflation, monetary policy and financial conditions. Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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Firewall and Faltering Feelings
2022-07-22 · 18:27
Cris deRitis
– host
,
Scott Hoyt
– Senior Director
@ Moody's Analytics
,
Mark Zandi
– Chief Economist
@ Moody's Analytics
,
Ryan Sweet
– host
Mark, Ryan, and Cris welcome colleague, Scott Hoyt, Senior Director at Moody's Analytics, to dissect the state of American consumers and how they are the firewall to avoiding a U.S. recession. Full Episode transcript Follow Mark Zandi @MarkZandi, Ryan Sweet @RealTime_Econ and Cris deRitis @MiddleWayEcon for additional insight. Questions or Comments, please email us at [email protected]. We would love to hear from you. To stay informed and follow the insights of Moody's Analytics economists, visit Economic View. |
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