International Data Science Conference 2021
2021-10-20..2021-10-21
-- online --
| title | author | length |
|---|---|---|
| Panel: Data & AI-Driven ESG Reporting | A. Amend, A. Bryukhanov, I. Mefedova | 58m |
Panel shows a working data+AI pipeline that scrapes corporate CSR PDFs, extracts themes with NLP, classifies 100 million news records to produce a rolling ESG… | ||
| T1A Business Optimization Use Cases | Berkan Denkci | 18m |
T1Analytics outlines concrete business-optimization builds: a Databricks Lakehouse deployment combining data engineering, BI and ML for real-time apps; RPA… | ||
| Data: From saving the world to attainment of SDGs | Ingrid Vasiliu-Feltes | 11m |
Overview of claims, numbers and tools: global data volume hits 200 zettabytes by 2025 and 70% of GDP digitized, big data market reaches $123.2B by 2025 while… | ||
| Building a case for Fair and bias-free AI | Chan Naseeb | 37m |
Argues that trustworthy AI requires measurable practices not slogans, listing five pillars — explainability, fairness, robustness, transparency, privacy — and… | ||
| Partial automation of the dispatching process to reduce empty kilometers | Clemens Zauchner | 20m |
Project uses real-time ERP and DMS feeds for roughly 2,000 trucks covering ~900,000 km/year and a tree-based recommender that ranks optimal freight-for-truck… | ||
| Sustainability architecture design for ML workloads | Brendan Sisson | 20m |
Outlines a shared responsibility model where AWS covers data-center efficiency and renewables while customers optimize code, data lifecycles and instance… | ||
| Tech Tutorial: Create Twitter and APIs | Mario Annau | 02h 16m |
Builds an XGBoost regression with tidymodels on Inside Airbnb listings for Vienna, tunes via 5‑fold CV and a grid (best found mtry=5, ~2000 trees), logs price… | ||
| Tech Tutorial: Use Julia for your next scientific computing job! | P. Szufel | 01h 37m |
Demonstrates Julia 1.63 workflow: REPL modes, package manager, IJulia notebooks and VS Codium, plus Python/R interop via PyCall and RCall; shows broadcasting… | ||
| Tech Tutorial: Image segmentation | Amir Siddiqui | 45m |
A hands-on pipeline uses TensorFlow to load images and masks, apply data augmentation, train a convolutional segmentation model and visualize predicted masks… | ||
| Tech Tutorial: Data visualization in Python | Josip Saban | 02h 31m |
Two and a half hours of hands‑on demos plus Q&A, with all notebooks and cheat sheets on the Google Drive link. Covers practical EDA and plotting in Python… | ||
| nothing matches | ||