szilard
physics PhD, chief (data) scientist, meetup organizer, (visiting) professor, machine learning benchmarks
The Woodlands, Texas
Pinned Repositories
aboutme
benchm-databases
A minimal benchmark of various tools (statistical software, databases etc.) for working with tabular data of moderately large sizes (interactive data analysis).
benchm-dl
Playing with various deep learning tools and network architectures
benchm-ml
A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).
GBM-perf
Performance of various open source GBM implementations
ml-prod
Some thoughts on how to use machine learning in production
survey-ml-tools
Quick informal survey at the Los Angeles Machine learning meetup about tools used for machine learning.
talks-main
Most recent/important talks given at conferences/meetups
teach-data-science-UCLA-master-appl-stats
Materials for STATS 418 - Tools in Data Science course taught in the Master of Applied Statistics at UCLA
teach-ML-CEU-master-bizanalytics
Machine Learning #1 and #2 courses at CEU Master of Science in Business Analytics
szilard's Repositories
szilard/benchm-ml
A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).
szilard/GBM-perf
Performance of various open source GBM implementations
szilard/teach-data-science-UCLA-master-appl-stats
Materials for STATS 418 - Tools in Data Science course taught in the Master of Applied Statistics at UCLA
szilard/benchm-databases
A minimal benchmark of various tools (statistical software, databases etc.) for working with tabular data of moderately large sizes (interactive data analysis).
szilard/ml-prod
Some thoughts on how to use machine learning in production
szilard/benchm-dl
Playing with various deep learning tools and network architectures
szilard/teach-data-science-msc-analytics-ceu
Materials for a short introductory/intermediate Data Science course taught in the MSc in Business Analytics program at the Central European University
szilard/GBM-tune
Tuning GBMs (hyperparameter tuning) and impact on out-of-sample predictions
szilard/ML-scoring
Compare the scoring speed of several open source machine learning libraries.
szilard/teach-ML-CEU-master-bizanalytics
Machine Learning #1 and #2 courses at CEU Master of Science in Business Analytics
szilard/GBM-multicore
GBM multicore scaling: h2o, xgboost and lightgbm on multicore and multi-socket systems
szilard/GBM-intro
GBM intro talk (with R and Python code)
szilard/talks-main
Most recent/important talks given at conferences/meetups
szilard/GBM-adv-workshop-Bp19
Advanced GBM Workshop - Budapest, Nov 2019
szilard/awesome-GBMs
A curated list of gradient boosting machines (GBM) resources
szilard/dscomp-winstab
Winner stability in data science competitions
szilard/GBM-workshop
Code (and other materials) for an introductory talk/workshop on GBMs (developed originally for an R-Ladies Meetup)
szilard/DS_meetups
Contents from the Real Data Science USA (formerly LA Data Science) Meetup
szilard/h2o-scoring--OLD
Various options for deploying h2o.ai models to production (scoring new data)
szilard/aboutme
szilard/datascience-1slide
Data Science in 1 Slide
szilard/ml-x1
Machine learning tools on monster EC2 X1 instance (128 cores, 2 TB RAM)
szilard/benchm-ml-talks
szilard/GBM-meltdown
The Effect of the Linux Kernel Page-Table Isolation (KPTI) Patch (Meltdown Vulnerability) on GBMs
szilard/bio
Szilard Pafka's short bio (to go with conference talk abstracts)
szilard/2018-n9-bRew-and-View
Come join us for the first ever R-themed Brew and View! We are going to curate a few of our favorite talks into 20 minute clips, and then highlight key points and discuss afterward.
szilard/2018.erum.io
Homepage of the 2018 event
szilard/benchm-ml--data
Data for benchm-ml, gbm-perf etc. (samples from the airline dataset)
szilard/erum2020program
e-Rum2020 program and materials
szilard/meetup-presentations_budapest
R-Ladies Budapest - This is the collection of code, presentations and additional materials created by the Budapest R-Ladies community