Supercharge ML Teams: ZenML's Real World Impact in the MLOps Jungle
11 min

Supercharge ML Teams: ZenML's Real World Impact in the MLOps Jungle

MLOps World - MLOps World & Generative AI World 2024
Adam Probst
mlops machine-learning zenml pipelines experiment-tracking reproducibility scalability collaboration deployment python cloud-deployments data-science
The Wheelhouse of Horrors
25 min

The Wheelhouse of Horrors

PyCon - PyCon US 2023
Laszlo Kiss Kollar
python c-extensions binary-wheels packaging manylinux cibuildwheel data-science machine-learning native-code distribution
Getting Around the GIL: Parallelizing Python for Better Performance
31 min

Getting Around the GIL: Parallelizing Python for Better Performance

PyCon - PyCon US 2023
Alireza Farhidzadeh
python gil parallelization performance multiprocessing threading data-science cpu-bound concurrency multithreading
It Might Look Normal But This Distribution Will Ruin Your Stats
29 min

It Might Look Normal But This Distribution Will Ruin Your Stats

PyCon - PyCon US 2023
Allan Campopiano
python statistics data-science robust-statistics data-analysis hypothesis-testing statistical-modeling data-visualization numpy pandas deepnote
XGBoost para Clasificación: Construyendo Modelos Precisos y Eficientes
36 min

XGBoost para Clasificación: Construyendo Modelos Precisos y Eficientes

PyCon - PyCon US 2023
Laura Funderburk
xgboost classification machine-learning python data-science model-building hyperparameter-tuning feature-importance gradient-boosting wine-quality
Trying No GIL on Scientific Programming
30 min

Trying No GIL on Scientific Programming

PyCon - PyCon US 2023
Cheuk Ting Ho
python gil scientific-programming data-science performance multithreading cpu-bound sam-gross cpython pca clustering scikit-learn pandas
Transforming a Jupyter Notebook into a Reproducible Pipeline for ML Experiments
27 min

Transforming a Jupyter Notebook into a Reproducible Pipeline for ML Experiments

PyCon - PyCon US 2023
Rob de Wit
jupyter-notebooks machine-learning ml-pipelines reproducible-research data-science git dvc experiment-tracking python stable-diffusion
Pythonic Functional (iter)tools for your data challenges
33 min

Pythonic Functional (iter)tools for your data challenges

PyCon - PyCon US 2023
Valerio Maggio
python functional-programming data-science machine-learning itertools functools map-reduce advent-of-code data-processing iterators
Resolviendo crímenes con Python mediante el Procesamiento del Lenguaje Natural (NLP)
35 min

Resolviendo crímenes con Python mediante el Procesamiento del Lenguaje Natural (NLP)

PyCon - PyCon US 2023
Carolina Passarello
python nlp machine-learning deep-learning forensics text-analysis data-science conversational-ai sentiment-analysis cybercrime natural-language-processing
Into the Logisticverse: Improving Efficiency in Transportation Networks using Python
28 min

Into the Logisticverse: Improving Efficiency in Transportation Networks using Python

PyCon - PyCon US 2023
Uzoma Nicholas Muoh
python transportation-networks logistics optimization ortools networkx skfuzzy data-science graph-analytics
Python Meets Heterogeneous Computing
59 min

Python Meets Heterogeneous Computing

PyCon - PyCon US 2023
William Cunningham Santosh Kumar Radha
python heterogeneous-computing distributed-computing gpu quantum-computing hpc workflow-orchestration performance-optimization cloud-hpc open-source-tools data-science machine-learning
How to build stunning Data Science Web applications in Python
55 min

How to build stunning Data Science Web applications in Python

PyCon - PyCon US 2023
Vincent Gosselin Florian Jacta
python data-science web-application low-code taipy data-visualization pipelines gui machine-learning dashboards api