ProcessMinin_BR @ProcessMiningBR

There is a new video on #processmining in the field and how you can use #drones and #AI to analyze outdoor processes. youtu.be/oj9FL263MGQ?si…

Businesses are adopting #ProcessMining to save millions of dollars in productivity and efficiency gains. Are you one of them? Acceleration Economy analyzed ABBYY Timeline in its AI Index Report, highlighting its unique features, synergy with #IDP, and use of #AI. Read more: accelerationeconomy.com/ai/5-process-m…

How process mining improves the things you do not see | @TEDTalks - youtube.com/watch?v=uP1stp… #ProcessMining

Here's a snippet of an amazing explainer video I did for Futuroot, a process mining and intelligence platform. I was involved in production, direction, design, and animation. 🚀 #Futuroot #ExplainerVideo #ProcessMining

O mundo está se desenvolvendo para #ProcessMining. Vamos #Brasil nossas iniciativas serão reconhecidas @Insper @espm @ufrj @AlumniCoppead @poliusp

Michael Hill @MjHillEditor

2 years ago

Process mining careers: A guide to jobs, skills and training processexcellencenetwork.com/process-mining…

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How to Achieve Optimal ROI Through Process Mining - hackernoon.com hackernoon.com/how-to-achieve…

📶 Datos, datos y más datos, el core de Process Mining 👇 🗣️Jaime Coll nos cuenta la importancia que tienen los datos a la hora de realizar cualquier tipo de análisis y de identificar oportunidades de mejora. #TrustTheProcess #TecnoFor shorturl.at/gBFPZ

@Verukita1 @Gephi That is incredibly beautiful!

Ainda sem entender como podem extraviar malas - cnnbrasil.com.br/viagemegastron… #processo #DataDriven

"Tecnologia é crucial para medir a sustentabilidade das operações de uma organização, sendo o primeiro passo em direção a operações mais verdes" - Chefe Global de Sustentabilidade @Celonis sustainabilitymag.com/tech-ai/how-pr… #ProcessMining #verde #greener 🌱

"Technology is crucial to measuring the sustainability of an organisation’s operations, which is the first step towards greener operations" Global Head of Sustainability @Celonis sustainabilitymag.com/tech-ai/how-pr…

Mineração de Processos: Usa dados de eventos para entender, monitorar e otimizar processos de negócios. Objetivo: Extrair insights reais, identificar desvios e aprimorar a eficiência. 🔄📈 #MineraçãoDeProcessos #Eficiencia #ProcessMining

Descoberta de processos é como um mapa para os negócios. O objetivo? Compreender as atividades, a sequência em que ocorrem e as relações entre tarefas. Uma visão essencial para otimizar e aprimorar. 🔄📊 #ProcessosDeNegócios #Eficiencia #ProcessMining

Machine Learning models are integrated into Process Mining tasks, however, the assumptions taken by such models do not always correspond with the nature of process data. This mismatch can be fixed by proper data encoding but it has received surprisingly little attention so far.

Old, but gold! Já viram essas aulas na @coursera sobre #ProcessMining ? Tem em português 🤠coursera.org/learn/process-…

Process mining @ProcessMining

11 years ago

New #ProcessMining on @Coursera with Prof. @WvdAalst starts in one week! coursera.org/course/procmin

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If love were like data, today would be an easier day to understand :/ #LoveData #valentinesday2024

Se o amor fosse como os dados, hoje seria um dia mais fácil de entender :/ #LoveData #ValentinesDay"

Explaining black box machine learning models is critical to gaining leadership's buy-in and trust. Here's 6 months of research on Explainable ML in 6 minutes (Business Case included). Let's go! 1. Explainable Machine Learning (ML): Refers to techniques that make the outputs and operations of machine learning models understandable to humans. Traditional machine learning models, especially complex ones like deep neural networks, are often seen as "black boxes" because their internal workings are not easily interpretable. 2. Black-Box Problem: People don't trust what they don't understand. It's that simple. With Explainable ML, you gain: Transparency, Interpretability, Accountability, Fairness and Bias Detection, and Trust. This builds confidence among stakeholders, which is especially important in domains like marketing, finance, and healthcare. 3. The 2 Types of Explainability Approaches: Model-Specific and Model Agnostic. Let's break them down. 4. Model-Specific Explainability: Some models are explainable without any added processing. These tend to be simpler models. Linear Regression Coefficients: In linear models, the coefficients indicate the importance and direction of the influence of each feature. Decision Tree Rules: Decision trees provide a clear set of rules and thresholds for decision-making, making them inherently interpretable. 5. Model-Agnostic Explainability: These are methods that can be applied to ANY model. Examples include Feature Importance Scores, SHapley Additive exPlanations (SHAP), Local Interpretable Model-agnostic Explanations (LIME), and Partial Dependence Plots (PDP). 6. Why I use Explainable ML? In my $15,000,000 lead scoring model, it initially started out as a Linear/Logistic Regression. This was a simple model. But eventually I upgraded. I went to Random Forest, then XGBoost, then an Ensemble of multiple ML models. With each iteration, predictions (lead scores) became more accurate. But, I could no longer understand why the model was predicting (e.g. Unlike Linear Models, XGBoost has no coefficients). 7. Business Solution: I began using LIME and SHAP. Both offered local explanations (e.g. Why is this specific lead expected to buy at 95% class probability)? The LIME and SHAP visualizations helped me understand my models, trust them, and MOST IMPORTANT explain them to management. And that's how I got my management team to trust my $15,000,000 lead scoring model. === There’s a lot more to learning Data Science for Business. I’d like to help. I put together a free on-demand workshop that covers the 10 skills that helped me make the transition to Data Scientist: learn.business-science.io/free-rtrack-ma… And if you'd like to speed it up, I have a live workshop where I'll share how to use ChatGPT for Data Science: learn.business-science.io/registration-c… If you like this post, please reshare ♻️ it so others can get value.

Unlock the potential of #ProcessMining! 🔄💼 This approach blends data mining with process management to unveil valuable insights into how your operations truly operate. From understanding to optimization, Process Mining drives #business efficiency!

Descubra o poder do #ProcessMining! 💼 Essa abordagem inovadora combina mineração de dados com gestão de processos para revelar insights valiosos sobre como suas operações realmente funcionam. Do entendimento à otimização, o Process Mining impulsiona a eficiência dos negócios!🚀