Rain or shine, even through the toughest storms, MAPE is dedicated to completing the job!

#MAPE #mapeplumbing #plumbing

Members Animalverse.co News News update Crypto, NFT, DiFi and Airdrop on best SocialFi

Mope io is a game that teaches you that no matter how much you farm all day, how skilled you are

animalverse.social/community/p/...

#OnlineGame #WebGame #AnimalverseGame #BrowserGame #GameonBrowser #Game #Gamers #FreetoPlay #Mape #MapeIO #FunGame #MobileGame #TimeKillingGame #ChillGame

#MG Christmas Books: The Christmas Wish-tastrophe by Cariad Lloyd, illustrated by Ma Pe Cover art by Ma Pe, published by Hachette Children’s Books, 10 October 2024, ISBN: 978-1444971484 The Christmas Wish-tastrophe is a charming, funny, warm-hug-in-a-book which I recommend to my…

Day 9 of my children’s Christmas book recommendations & today I offer you #TheChristmasWishtastrophe by #CariadLloyd illustrated by #MaPe
#UkKidLit

vsviewfromthebookshelves.home.blog/2024/11/03/c...

Government shutdown update | Minnesota Association of Professional Employees

Minnesota unions say 444K residents stand to lose #SNAP benefits on Nov 1 as the federal shutdown continues. Layoffs loom at the #Minnesota Department of Health for #WIC and regulation divisions. Source: #MAPE

https://mape.org/news/government-shutdown-update-0

#AccessPress

Our #MAPE #EdBudds talking about the enormous value of our Professional Learning Weeks. This is such an important part of our programme, and thanks to @june-murray.bsky.social for organising these weeks each year. @morayhouse.bsky.social

Group A PE students getting a lecture from final year students

Our fantastic #MAPE #EdBudds leading support sessions for the new Year1 students, under the guidance of @cobrough.bsky.social @morayhouse.bsky.social

It was a lovely evening yesterday at the #MAPE grad ball, and a privilege to share in our graduates' celebrations 🍾. Thank you for inviting us! @morayhouse.bsky.social

📰 | #ActualidadDL | Estas son algunas de las instituciones que deberán operar en doble turno desde el 1 de julio

🔗 ow.ly/OyfS50Wc1PP

#DiarioLibre #Noticias #DobleTurno #MedidaContraTapones #MAPE #ServiciosPúblicos

Video -> www.youtube.com/watc...

#Forecasting #TimeSeries #MachineLearning #SupplyChain #DataScience #CRPS #FVA #AI #MLOps #WAPE #MAPE #MetricsThatMatter

CRZ, donning a MAPE shirt and displaying a WALZ FAILS WORKERS sign on an informational pocket

A block-long picket line matches in front of the Centennial Office Building on Cedar St at the Capitol

Did a union during lunch #MAPE #MAPEstrong

Mastering Modern Time Series Forecasting : The Complete Guide to Statistical, Machine Learning & Deep Learning Models in Python 📘 Mastering Modern Time Series Forecasting (early access - release in 2025)This book will rise to $60+ as more chapters drop. Preorder now for $25 and lock in lifetime access.The Definitive Guide to Statistical, Machine Learning & Deep Learning Models in PythonLet’s be honest — most forecasting books are either outdated, too shallow, or written by folks who’ve never actually built a real forecasting system.If you’ve ever felt frustrated by books that skip the basics, toss in code without explaining it, or barely touch on what forecasting really involves — you’re not alone.This is different.Mastering Modern Time Series Forecasting is your all-in-one, no-shortcuts guide to building reliable, high-impact forecasting systems. Whether you're just getting started or looking to deepen your expertise, this book takes you from rock-solid foundations to the latest advances in forecasting — including deep learning, transformers, and FTSM (Foundational Time Series Models).Written by a practitioner with over a decade of experience, who’s built production-grade forecasting systems for multibillion-dollar companies, this book is grounded in reality — not hype. The systems I’ve helped build have delivered multimillion-dollar business value, but I’ve also seen the other side: data science teams chasing shiny tools, only to ship systems that crash in production, fail silently, or burn through budgets without results.This book is a response to that — combining practical Python examples, real-world case studies, and a clear path to building forecasting solutions that actually work, scale, and deliver value.🔍 What You'll Learn📘 Core Forecasting FoundationsGrasp what forecast accuracy really means, master model validation strategies, and sidestep common pitfalls that trip up even experienced practitioners.📈 Classical Models, Done RightIn-depth, modern takes on ARIMA, Exponential Smoothing, and other classical statistical and econometrics models — with clarity, not complexity.🤖 Machine Learning for Time SeriesBuild feature-rich forecasts using state-of-the-art ML techniques that go far beyond black-box models.🧠 Deep Learning & TransformersExplore powerful deep learning architectures, including Transformer-based models — all with clear, readable PyTorch code.📊 FTSMs – Foundational Time Series ModelsExplore the rise of Foundational Time Series Models (FTSMs) — large, pre-trained models designed to generalize across domains, tasks, and time horizons. Think GPT for time series.🎯 Probabilistic & Interpretable ForecastingMove beyond point forecasts with uncertainty quantification, conformal prediction, SHAP, attention mechanisms, and explainability tools.📊 Real-World Case StudiesApply what you’ve learned on practical datasets across domains like retail, energy, and finance.🚀 MLOps & DeploymentLearn how to deploy, monitor, and scale your forecasting pipelines in the real world — without the headaches.👥 Who It’s For Data Scientists & ML EngineersSolving real-world forecasting challenges and building production-ready systems. Analysts & DevelopersLooking for a practical, hands-on reference that covers both fundamentals and advanced techniques. Students, Educators & ResearchersIn need of a modern, curriculum-friendly resource grounded in both theory and application. Demand Planners & Business StrategistsFocused on delivering real value through accurate, actionable forecasts. 🧠 Why This Book Stands Out 🔍 Starts with what matters — metrics and validationBefore jumping into models, you’ll learn how to evaluate them properly so you’re building on a solid foundation. 🧠 Focuses on understanding, not just codingLearn how methods work, why they work, and when to use them — not just how to run the code. 💻 Fully documented, transparent codeNo black boxes. Every example is clearly explained so you can learn and adapt, not guess. 🔄 Updated continuously with reader feedbackBuy once, benefit forever — you’ll get lifetime updates as the field evolves. 📚 Everything in one placeFrom classical models to deep learning and FTSMs — no need to juggle multiple resources ever again. 📦 What You Get Instant download of the full book All code examples, datasets, and notebooks Free lifetime updates (including new chapters, errata fixes, and bonus content) Exclusive early access to upcoming bonus chapters & Q&A sessions 💸 Pricing 🎉 Introductory Launch Price Suggested: $35 | Minimum: $30 This is the initial price — it will increase as more chapters, tools, and content are released. If you find value or want to support the project, feel free to pay what it’s worth to you ❤️ Ready to take your forecasting skills from stats to neural nets, and from theory to real-world deployment?👉 Hit “Buy Now” and start mastering forecasting like never before.

📘 Mastering Modern Time Series Forecasting -> valeman.gumroad.com/...

#Forecasting #DataScience #sMAPE #MAPE #AccuracyMetrics #Bias #TimeSeries #M4Competition #QuantitativeMethods

Europske zemlje otkrivaju gradove kojih se najviše srame na društvenim mrežama Na društvenim mrežama širi se karta pod nazivom 'Which City Is Each European Country Most Ashamed Of', [...]

Europske zemlje otkrivaju gradove kojih se najviše srame na društvenim mrežama
Objavljeno: 09:57, 25. travnja 2025.

#magazin #lifestyle #grad #hrvatska #karta #mape #split

VRS and MDH have laid off workers. Services to Minnesotans are already being cut. We know more cuts are on the way due to the Republican budget. And yet because of @governorwalz.mn.gov 's return to office order, my agency is spending $150K on an office remodel. Make it make sense. #MAPE

Karta sramote: Koji gradovi Europljani najviše preziru? Na društvenim mrežama pojavila se karta pod nazivom 'Which City Is Each European Country Most Ashamed [...]

Karta sramote: Koji gradovi Europljani najviše preziru?
Objavljeno: 09:41, 25. travnja 2025.

#magazin #lifestyle #grad #hrvatska #karta #mape #split

Mastering Modern Time Series Forecasting : A Comprehensive Guide to Statistical, Machine Learning, and Deep Learning Models in Python 📘 Mastering Modern Time Series Forecasting (early access - release in 2025)This book will rise to $59+ as more chapters drop. Preorder now for $25 and lock in lifetime access.The Definitive Guide to Statistical, Machine Learning & Deep Learning Models in PythonLet’s be honest — most forecasting books are either outdated, too shallow, or written by folks who’ve never actually built a real forecasting system.If you’ve ever felt frustrated by books that skip the basics, toss in code without explaining it, or barely touch on what forecasting really involves — you’re not alone.This is different.Mastering Modern Time Series Forecasting is your all-in-one, no-shortcuts guide to building reliable, high-impact forecasting systems. Whether you're just getting started or looking to deepen your expertise, this book takes you from rock-solid foundations to the latest advances in forecasting — including deep learning, transformers, and FTSM (Foundational Time Series Models).Written by a practitioner with over a decade of experience, who’s built production-grade forecasting systems for multibillion-dollar companies, this book is grounded in reality — not hype. The systems I’ve helped build have delivered multimillion-dollar business value, but I’ve also seen the other side: data science teams chasing shiny tools, only to ship systems that crash in production, fail silently, or burn through budgets without results.This book is a response to that — combining practical Python examples, real-world case studies, and a clear path to building forecasting solutions that actually work, scale, and deliver value.🔍 What You'll Learn📘 Core Forecasting FoundationsGrasp what forecast accuracy really means, master model validation strategies, and sidestep common pitfalls that trip up even experienced practitioners.📈 Classical Models, Done RightIn-depth, modern takes on ARIMA, Exponential Smoothing, and other classical statistical and econometrics models — with clarity, not complexity.🤖 Machine Learning for Time SeriesBuild feature-rich forecasts using state-of-the-art ML techniques that go far beyond black-box models.🧠 Deep Learning & TransformersExplore powerful deep learning architectures, including Transformer-based models — all with clear, readable PyTorch code.📊 FTSMs – Foundational Time Series ModelsExplore the rise of Foundational Time Series Models (FTSMs) — large, pre-trained models designed to generalize across domains, tasks, and time horizons. Think GPT for time series.🎯 Probabilistic & Interpretable ForecastingMove beyond point forecasts with uncertainty quantification, conformal prediction, SHAP, attention mechanisms, and explainability tools.📊 Real-World Case StudiesApply what you’ve learned on practical datasets across domains like retail, energy, and finance.🚀 MLOps & DeploymentLearn how to deploy, monitor, and scale your forecasting pipelines in the real world — without the headaches.👥 Who It’s For Data Scientists & ML EngineersSolving real-world forecasting challenges and building production-ready systems. Analysts & DevelopersLooking for a practical, hands-on reference that covers both fundamentals and advanced techniques. Students, Educators & ResearchersIn need of a modern, curriculum-friendly resource grounded in both theory and application. Demand Planners & Business StrategistsFocused on delivering real value through accurate, actionable forecasts. 🧠 Why This Book Stands Out 🔍 Starts with what matters — metrics and validationBefore jumping into models, you’ll learn how to evaluate them properly so you’re building on a solid foundation. 🧠 Focuses on understanding, not just codingLearn how methods work, why they work, and when to use them — not just how to run the code. 💻 Fully documented, transparent codeNo black boxes. Every example is clearly explained so you can learn and adapt, not guess. 🔄 Updated continuously with reader feedbackBuy once, benefit forever — you’ll get lifetime updates as the field evolves. 📚 Everything in one placeFrom classical models to deep learning and FTSMs — no need to juggle multiple resources ever again. 📦 What You Get Instant download of the full book All code examples, datasets, and notebooks Free lifetime updates (including new chapters, errata fixes, and bonus content) Exclusive early access to upcoming bonus chapters & Q&A sessions 💸 Pricing 🎉 Introductory Launch Price Suggested: $29 | Minimum: $25 This is the initial price — it will increase as more chapters, tools, and content are released. If you find value or want to support the project, feel free to pay what it’s worth to you ❤️ Ready to take your forecasting skills from stats to neural nets, and from theory to real-world deployment?👉 Hit “Buy Now” and start mastering forecasting like never before.

👉 Get the early access edition here: valeman.gumroad.com/...

#forecasting #timeseries #machinelearning #dataanalytics #python #deeplearning #ARIMA #MAPE #metricsmatter

Good interview with a reasonable Republican legislator on the challenges Walz didn’t think about with his RTO order #mape
www.youtube.com/watch?v=BWCZ...

Selfie in a crowd holding a MAPe sign "telework works for MN"

Protest signs: "Traitor Walz," "The North remembers, 18,000 members," "MAPe strong"

Cried l crowd with a protest sign "downtown doesn't pay my bills."

Protest crowd carrying signs "stand up unions," meme of dog in fire with Walz instead "MN government post-executive order."

#MAPE out at the Governor's Mansion.

Man holding a giant handmade sign that says Why?

Man holding a giant handmade sign that says Telework Is Work.

My giant “WHY?” sign was a big hit at our rally at the governor’s mansion today! Also, it’s a fair question. Why did Walz act unilaterally to sow chaos into government workers’ lives without even consulting agency heads and labor leaders? Who benefits? #mape #union #mn #walz #telework #work #stpaul

MAPE Rally at the Governors Mansion in St Paul to protest the Return to Work order. Hundreds there, probably close to 1,000 state workers marching in solidarity. #union #strong #MAPE

Minnesota state employees protesting @governorwalz.mn.gov executive order to return to office on 6/1/2025 #MnGovernorMansion #MAPE #unionStrong

Excellent turnout to fight for our continued WFH!!! #MAPE #UnionStrong
#GovWalz #MNWorkers

Hoo boy! Busy day today! First, #MAPE Union protest at #GovWalz mansion to protest bad decision making on RTO. Then later, #TeslaTakedown

You can't claim to be pro-labor and then blindside the unions. No consideration for public employees. #MAPE, #Walz

Love that this reading was in media activism class with @ntnsndr.in and I get the reference. Thx Nathan!

#MAPE

Nope. Not on my watch. Minnesotans work hard & are entitled to paid time to care for themselves & loved ones w/out fear of losing their jobs. This is my proudest legislative accomplishment of 2023; you will NEVER see my name w/ authors like you see on this bill.

#mape @dflsd47.bsky.social

#mape #forecasting #timeseries

A deceptive mailer that says “it’s time to love yourself and break up with the union”

Business reply mail. No postage necessary if mailed in the United States, care of Freedom Foundation

Deceptive mailer

Deceptive mailer return card with “I love my Union, Keep up the great work” written across it with a sharpie marker.

When the Freedom Foundation tries to trick you into cancelling your union membership, use the postage they pay for to send them a pro-union message! #mape #union #mn

#makkaraperunat #mape #illallinen #supper #ruoka #food #torstai #thursday

#BookAdvent Day 8

'The Christmas Wish-tastrophe' by #CariadLloyd, illustrated by #MaPe

Travel back to the 1800s and meet Lydia (& her sausage dog, Colin) as they head to Peppomberley to start a new life as Lady Partridge's ward. But a magical wish unleashes chaos! @hachettechildrens.bsky.social