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Ray Bell
Home
About me
Previous work
Management
Talks
Blog
Apache DevRelLake
The most viewed lightning strike?
What data processing tool should I use?
Dask vs. Bend
What is in that picture?
The biggest wave ever modeled*
Cataloging your geo-datasets
zarr vs parquet
driver.read_parquet("car.parquet", engine="vroom")
Anomaly Detection
az
Accelerating Data Science with GPUs
AutoML
Kubernetes and Data Science
Time Series Analysis of Royal Caribbean Stocks
Using XGBoost and Hyperopt in a Kaggle Comp
Classifying Ship Classes
The Julia Language
A Web Application to Determine Sentiment From Movie Reviews
Keeping Track of Your Company's Revenue in Real-time
Building a deep learning machine
xskillscore
dask-jobqueue
SS El Faro
cfanalytics
Courses
AWS Certified Machine Learning Specialty MLS-C01 [2024]
ChatGPT Prompt Engineering for Developers
ML in Weather and Climate
Kubernetes for the Absolute Beginners - Hands-on
GitLab CI: Pipelines, CI/CD and DevOps for Beginners
Optimized Vehicle Routing
Getting Started with Image Segmentation
Tensorflow Developer Certificate in 2022: Zero to Mastery
Kubernetes Hands-On - Deploy Microservices to the AWS Cloud
Build AI solutions with Azure Machine Learning
Azure Machine Learning Services
Create Machine Learning Models
Getting Started with Apache Spark SQL
fast.ai
How to Win a Data Science Competition
Sequence Models
Introduction to Data Science and Machine Learning
Convolutional Neural Networks
Getting Started with Apache Spark DataFrames
Structuring Machine Learning Projects
Hyperparameter tuning, Regularization and Optimization
Machine Learning in the Cloud with Azure Machine Learning
Neural Networks and Deep Learning
Applied Text Mining in python
Applied Machine Learning in Python
SAS for R users
SQL Novice Survey
Cheat sheets
Aiohttp
Asv
Awkward
Aws-azure-login
Azure
BigQuery
Boa
Black
Bumpver
Build
Cartopy
Catboost
Cdsapi
Cfgrib
Colab
Conda-forge
Condacolab
Conda-build
Conda-forge reciepes
Conda-lock
Copernicus
Contextily
Cron
Cudf
Cugraph
Cupy
Curl
Cuspatial
Cuvs
Cython
Databricks
Dask
Dask-awkward
Dask-cudf
Dremio
Eccodes
Excel
Explainerdashboard
Fiona
Flake8
Folium
GCP
Geocube
Geopandas
Geopy
Git/GitPython
Github
Gitlab-ci-local
GPU
Grayskull
Herbie
Homebrew
Hvplot/holoviews/geoviews
Hyperion
Hyperopt
Hypothesis
Ibis
Ipyleaflet
Intake
Jq
Jupyter/Ipython
Kaggle
Kbatch
Koalas
Kubernetes
Kvikio
Langchain
Latex
LightGBM
Linux/Bash/Grep
Llm
Localstack
Loguru
Mac
Metaflow
Matplotlib
Metpy
Metview
Milvus
Miniforge
MLFlow
Moto
Movingpandas
Mypy/Typing
Nano
Neuralforecast
Nbdime
NetCDF4
NetworkX
Node.js
Numba
Numpy
Openai
Optuna
Oracle SQL
Papermill
Pandas
Pandas-pint
Pandas-profiling
PC
Pdbpp
PIL
Pint
Pint-xarray
Pip/pyproject.toml
Pixi
Planetary computer
Plotly/Dash
Power BI
Powerpoint
Pre-commit
Prefect
Py-spy
Pyarrow
Pygame
Pygrib
Pyodide
Pyproj
Pyspark
Pystac-client
Pytest
Python
Python-atlassian-api
PyTorch
Pytorch-lightning
Rapids
Rasterio
Rattler-build
Rechunker
Regionmask
Rich
Rioxarray
Rmm
Ruff
Rustup
SAS
Satpy
Scikit-image
Scikit-learn
Scikit-spatial
Scipy
Seaborne
Sentence-transformer
Shapely
Siphon
Slack
Sphinx
Spark
Spark-rapids
Sqlalchemy
Stac
Streamlit
Tensorflow
Terraform
Timezonefinder
Tmux
Tpot
Tqdm
Tropycal
Typer
Twine
Uv
Vim
Virtualizarr
Viztracer
VS Code
Voila
Windows
Wgrib2
Xarray
Xarray-leaflet
Xbitinfo
Xclim
Xee
Xesmf
Xgboost
Xmovie
Xoak
Xskillscore
Uv
Zarr
Conferences
GTC 2024
Generative AI Week 2023
GTC 2023
Dask Summit 2021
Geopython 2021
GTC 2021
PyData Global 2020
SciPy 2020
Spark AI Summit 2020
Anacondacon 2020
South Florida Software Developers Conference 2020
EGU 2018
Resources
Analytics Resources
Geospatial Resources
Interview Resources
Machine Learning Resources
Ray Bell
Home
About me
Previous work
Management
Talks
Blog
Apache DevRelLake
The most viewed lightning strike?
What data processing tool should I use?
Dask vs. Bend
What is in that picture?
The biggest wave ever modeled*
Cataloging your geo-datasets
zarr vs parquet
driver.read_parquet("car.parquet", engine="vroom")
Anomaly Detection
az
Accelerating Data Science with GPUs
AutoML
Kubernetes and Data Science
Time Series Analysis of Royal Caribbean Stocks
Using XGBoost and Hyperopt in a Kaggle Comp
Classifying Ship Classes
The Julia Language
A Web Application to Determine Sentiment From Movie Reviews
Keeping Track of Your Company's Revenue in Real-time
Building a deep learning machine
xskillscore
dask-jobqueue
SS El Faro
cfanalytics
Courses
AWS Certified Machine Learning Specialty MLS-C01 [2024]
ChatGPT Prompt Engineering for Developers
ML in Weather and Climate
Kubernetes for the Absolute Beginners - Hands-on
GitLab CI: Pipelines, CI/CD and DevOps for Beginners
Optimized Vehicle Routing
Getting Started with Image Segmentation
Tensorflow Developer Certificate in 2022: Zero to Mastery
Kubernetes Hands-On - Deploy Microservices to the AWS Cloud
Build AI solutions with Azure Machine Learning
Azure Machine Learning Services
Create Machine Learning Models
Getting Started with Apache Spark SQL
fast.ai
How to Win a Data Science Competition
Sequence Models
Introduction to Data Science and Machine Learning
Convolutional Neural Networks
Getting Started with Apache Spark DataFrames
Structuring Machine Learning Projects
Hyperparameter tuning, Regularization and Optimization
Machine Learning in the Cloud with Azure Machine Learning
Neural Networks and Deep Learning
Applied Text Mining in python
Applied Machine Learning in Python
SAS for R users
SQL Novice Survey
Cheat sheets
Aiohttp
Asv
Awkward
Aws-azure-login
Azure
BigQuery
Boa
Black
Bumpver
Build
Cartopy
Catboost
Cdsapi
Cfgrib
Colab
Conda-forge
Condacolab
Conda-build
Conda-forge reciepes
Conda-lock
Copernicus
Contextily
Cron
Cudf
Cugraph
Cupy
Curl
Cuspatial
Cuvs
Cython
Databricks
Dask
Dask-awkward
Dask-cudf
Dremio
Eccodes
Excel
Explainerdashboard
Fiona
Flake8
Folium
GCP
Geocube
Geopandas
Geopy
Git/GitPython
Github
Gitlab-ci-local
GPU
Grayskull
Herbie
Homebrew
Hvplot/holoviews/geoviews
Hyperion
Hyperopt
Hypothesis
Ibis
Ipyleaflet
Intake
Jq
Jupyter/Ipython
Kaggle
Kbatch
Koalas
Kubernetes
Kvikio
Langchain
Latex
LightGBM
Linux/Bash/Grep
Llm
Localstack
Loguru
Mac
Metaflow
Matplotlib
Metpy
Metview
Milvus
Miniforge
MLFlow
Moto
Movingpandas
Mypy/Typing
Nano
Neuralforecast
Nbdime
NetCDF4
NetworkX
Node.js
Numba
Numpy
Openai
Optuna
Oracle SQL
Papermill
Pandas
Pandas-pint
Pandas-profiling
PC
Pdbpp
PIL
Pint
Pint-xarray
Pip/pyproject.toml
Pixi
Planetary computer
Plotly/Dash
Power BI
Powerpoint
Pre-commit
Prefect
Py-spy
Pyarrow
Pygame
Pygrib
Pyodide
Pyproj
Pyspark
Pystac-client
Pytest
Python
Python-atlassian-api
PyTorch
Pytorch-lightning
Rapids
Rasterio
Rattler-build
Rechunker
Regionmask
Rich
Rioxarray
Rmm
Ruff
Rustup
SAS
Satpy
Scikit-image
Scikit-learn
Scikit-spatial
Scipy
Seaborne
Sentence-transformer
Shapely
Siphon
Slack
Sphinx
Spark
Spark-rapids
Sqlalchemy
Stac
Streamlit
Tensorflow
Terraform
Timezonefinder
Tmux
Tpot
Tqdm
Tropycal
Typer
Twine
Uv
Vim
Virtualizarr
Viztracer
VS Code
Voila
Windows
Wgrib2
Xarray
Xarray-leaflet
Xbitinfo
Xclim
Xee
Xesmf
Xgboost
Xmovie
Xoak
Xskillscore
Uv
Zarr
Conferences
GTC 2024
Generative AI Week 2023
GTC 2023
Dask Summit 2021
Geopython 2021
GTC 2021
PyData Global 2020
SciPy 2020
Spark AI Summit 2020
Anacondacon 2020
South Florida Software Developers Conference 2020
EGU 2018
Resources
Analytics Resources
Geospatial Resources
Interview Resources
Machine Learning Resources
More
Home
About me
Previous work
Management
Talks
Blog
Apache DevRelLake
The most viewed lightning strike?
What data processing tool should I use?
Dask vs. Bend
What is in that picture?
The biggest wave ever modeled*
Cataloging your geo-datasets
zarr vs parquet
driver.read_parquet("car.parquet", engine="vroom")
Anomaly Detection
az
Accelerating Data Science with GPUs
AutoML
Kubernetes and Data Science
Time Series Analysis of Royal Caribbean Stocks
Using XGBoost and Hyperopt in a Kaggle Comp
Classifying Ship Classes
The Julia Language
A Web Application to Determine Sentiment From Movie Reviews
Keeping Track of Your Company's Revenue in Real-time
Building a deep learning machine
xskillscore
dask-jobqueue
SS El Faro
cfanalytics
Courses
AWS Certified Machine Learning Specialty MLS-C01 [2024]
ChatGPT Prompt Engineering for Developers
ML in Weather and Climate
Kubernetes for the Absolute Beginners - Hands-on
GitLab CI: Pipelines, CI/CD and DevOps for Beginners
Optimized Vehicle Routing
Getting Started with Image Segmentation
Tensorflow Developer Certificate in 2022: Zero to Mastery
Kubernetes Hands-On - Deploy Microservices to the AWS Cloud
Build AI solutions with Azure Machine Learning
Azure Machine Learning Services
Create Machine Learning Models
Getting Started with Apache Spark SQL
fast.ai
How to Win a Data Science Competition
Sequence Models
Introduction to Data Science and Machine Learning
Convolutional Neural Networks
Getting Started with Apache Spark DataFrames
Structuring Machine Learning Projects
Hyperparameter tuning, Regularization and Optimization
Machine Learning in the Cloud with Azure Machine Learning
Neural Networks and Deep Learning
Applied Text Mining in python
Applied Machine Learning in Python
SAS for R users
SQL Novice Survey
Cheat sheets
Aiohttp
Asv
Awkward
Aws-azure-login
Azure
BigQuery
Boa
Black
Bumpver
Build
Cartopy
Catboost
Cdsapi
Cfgrib
Colab
Conda-forge
Condacolab
Conda-build
Conda-forge reciepes
Conda-lock
Copernicus
Contextily
Cron
Cudf
Cugraph
Cupy
Curl
Cuspatial
Cuvs
Cython
Databricks
Dask
Dask-awkward
Dask-cudf
Dremio
Eccodes
Excel
Explainerdashboard
Fiona
Flake8
Folium
GCP
Geocube
Geopandas
Geopy
Git/GitPython
Github
Gitlab-ci-local
GPU
Grayskull
Herbie
Homebrew
Hvplot/holoviews/geoviews
Hyperion
Hyperopt
Hypothesis
Ibis
Ipyleaflet
Intake
Jq
Jupyter/Ipython
Kaggle
Kbatch
Koalas
Kubernetes
Kvikio
Langchain
Latex
LightGBM
Linux/Bash/Grep
Llm
Localstack
Loguru
Mac
Metaflow
Matplotlib
Metpy
Metview
Milvus
Miniforge
MLFlow
Moto
Movingpandas
Mypy/Typing
Nano
Neuralforecast
Nbdime
NetCDF4
NetworkX
Node.js
Numba
Numpy
Openai
Optuna
Oracle SQL
Papermill
Pandas
Pandas-pint
Pandas-profiling
PC
Pdbpp
PIL
Pint
Pint-xarray
Pip/pyproject.toml
Pixi
Planetary computer
Plotly/Dash
Power BI
Powerpoint
Pre-commit
Prefect
Py-spy
Pyarrow
Pygame
Pygrib
Pyodide
Pyproj
Pyspark
Pystac-client
Pytest
Python
Python-atlassian-api
PyTorch
Pytorch-lightning
Rapids
Rasterio
Rattler-build
Rechunker
Regionmask
Rich
Rioxarray
Rmm
Ruff
Rustup
SAS
Satpy
Scikit-image
Scikit-learn
Scikit-spatial
Scipy
Seaborne
Sentence-transformer
Shapely
Siphon
Slack
Sphinx
Spark
Spark-rapids
Sqlalchemy
Stac
Streamlit
Tensorflow
Terraform
Timezonefinder
Tmux
Tpot
Tqdm
Tropycal
Typer
Twine
Uv
Vim
Virtualizarr
Viztracer
VS Code
Voila
Windows
Wgrib2
Xarray
Xarray-leaflet
Xbitinfo
Xclim
Xee
Xesmf
Xgboost
Xmovie
Xoak
Xskillscore
Uv
Zarr
Conferences
GTC 2024
Generative AI Week 2023
GTC 2023
Dask Summit 2021
Geopython 2021
GTC 2021
PyData Global 2020
SciPy 2020
Spark AI Summit 2020
Anacondacon 2020
South Florida Software Developers Conference 2020
EGU 2018
Resources
Analytics Resources
Geospatial Resources
Interview Resources
Machine Learning Resources
Zarr
import zarr
z = zarr.open("ds.zarr")
z = zarr.open("s3://BUCKET/ds.zarr")
z.tree()
z.info
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