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
Catching Tensor Shape Errors without Running Your Code
27 min

Catching Tensor Shape Errors without Running Your Code

PyCon - PyCon US 2023
Pradeep Srinivasan
machine-learning tensor-shapes type-checking python numpy pytorch debugging static-analysis ml-development broadcasting
Reproducible molecular simulations with Python
31 min

Reproducible molecular simulations with Python

PyCon - PyCon US 2023
Iván Pulido
python molecular-dynamics simulations scientific-computing openmm machine-learning ai reproducibility computational-chemistry computational-physics
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
Start Thinking Small: Next Level Machine Learning with TinyML and Python
32 min

Start Thinking Small: Next Level Machine Learning with TinyML and Python

PyCon - PyCon US 2023
Maria Jose Molina Contreras
tinyml machine-learning python micropython circuitpython embedded-systems microcontrollers predictive-maintenance iot sensors
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
The ChatGPT Privacy Tango: Dancing with Data Security and Large Language Models
51 min

The ChatGPT Privacy Tango: Dancing with Data Security and Large Language Models

PyCon - PyCon US 2023
Jason Mancuso Mike Gardner
large-language-models llm chatgpt data-privacy data-security confidential-computing secure-enclaves attestation pii-removal named-entity-recognition python machine-learning
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
Modern, typed Python for (multimodal) ML: From training to deployment
58 min

Modern, typed Python for (multimodal) ML: From training to deployment

PyCon - PyCon US 2023
Johannes Messner
python type-hints machine-learning mlops data-validation fastapi pydantic docarray deployment multimodal-ai tensor-shapes
Using Python to Power Serverless Applications
1h 3m

Using Python to Power Serverless Applications

PyCon - PyCon US 2023
Brian McNamara Dan Furman
python serverless aws-lambda api-gateway machine-learning data-streaming developer-experience observability testing ci-cd aws json