TGx:Udemy - Beyond Jupyter Notebooks [Course Drive]

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Udemy - Beyond Jupyter Notebooks [Course Drive]

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English

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644.82 MB

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639babbe118f551a66910a881431fa85035b51a3

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coursedrive

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05-05-2020 15:24

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File	Size
Beyond Jupyter Notebooks/01 Introduction/001 Watch Me First -).en.srt	3.05 kB
Beyond Jupyter Notebooks/01 Introduction/001 Watch Me First -).mp4	20.72 MB
Beyond Jupyter Notebooks/01 Introduction/external-assets-links.txt	96.00 B
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/002 Introduction.en.srt	3.02 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/002 Introduction.mp4	15.71 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/003 How to install Docker.html	2.50 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/004 Starting Jupyter.en.srt	2.90 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/004 Starting Jupyter.mp4	14.30 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/005 Mapping Ports.en.srt	2.51 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/005 Mapping Ports.mp4	14.04 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/006 Running in detached Mode.en.srt	4.03 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/006 Running in detached Mode.mp4	16.35 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/007 Facing a Persistence Problem.en.srt	3.29 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/007 Facing a Persistence Problem.mp4	16.49 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/008 Solving the Persistence Problem.en.srt	3.41 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/008 Solving the Persistence Problem.mp4	14.57 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/009 Course Project - Task.en.srt	3.05 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/009 Course Project - Task.mp4	17.12 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/010 Course Project - Solution.en.srt	3.63 kB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/010 Course Project - Solution.mp4	28.34 MB
Beyond Jupyter Notebooks/02 Analyze your Data (JupyterDocker)/external-assets-links.txt	466.00 B
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/011 Introduction.en.srt	1.65 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/011 Introduction.mp4	15.22 MB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/012 Starting Superset.en.srt	2.17 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/012 Starting Superset.mp4	8.69 MB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/013 iris-data.csv	4.50 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/013 Prepare Data.en.srt	5.23 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/013 Prepare Data.mp4	30.42 MB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/014 Charts and Dashboards.en.srt	5.01 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/014 Charts and Dashboards.mp4	32.84 MB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/015 Course Project - Task.en.srt	1.66 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/015 Course Project - Task.mp4	7.71 MB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/015 wine.csv	11.97 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/016 Course Project - Solution.en.srt	1.95 kB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/016 Course Project - Solution.mp4	15.67 MB
Beyond Jupyter Notebooks/03 Visualize your Data (Superset)/external-assets-links.txt	249.00 B
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/017 Introduction.en.srt	1.71 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/017 Introduction.mp4	5.40 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/018 Starting Postgres.en.srt	3.40 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/018 Starting Postgres.mp4	13.69 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/019 Facing an Access Problem.en.srt	1.04 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/019 Facing an Access Problem.mp4	4.23 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/020 Docker-Compose (III).en.srt	1.58 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/020 Docker-Compose (III).mp4	5.20 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/021 Docker-Compose (IIII).en.srt	3.37 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/021 Docker-Compose (IIII).mp4	12.63 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/022 Solving the Access Problem.en.srt	4.90 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/022 Solving the Access Problem.mp4	28.62 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/023 Create a Custom User.en.srt	4.07 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/023 Create a Custom User.mp4	18.06 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/024 Course Project - Task.en.srt	1.63 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/024 Course Project - Task.mp4	6.57 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/025 Course Project - Solution.en.srt	2.61 kB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/025 Course Project - Solution.mp4	18.78 MB
Beyond Jupyter Notebooks/04 Store your structured Data (Postgres)/external-assets-links.txt	181.00 B
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/026 Introduction.en.srt	1.55 kB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/026 Introduction.mp4	4.07 MB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/027 Starting Minio.en.srt	3.29 kB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/027 Starting Minio.mp4	17.13 MB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/028 GUI Interaction.en.srt	2.51 kB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/028 GUI Interaction.mp4	13.74 MB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/029 Programmatic Interaction.en.srt	3.11 kB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/029 Programmatic Interaction.mp4	20.01 MB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/030 Course Project - Task.en.srt	2.05 kB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/030 Course Project - Task.mp4	7.32 MB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/031 Course Project - Solution.en.srt	2.75 kB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/031 Course Project - Solution.mp4	19.77 MB
Beyond Jupyter Notebooks/05 Store your unstructured Data (Minio)/external-assets-links.txt	237.00 B
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/032 Introduction.en.srt	1.89 kB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/032 Introduction.mp4	4.45 MB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/033 Starting API-Star.en.srt	3.63 kB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/033 Starting API-Star.mp4	15.63 MB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/034 API-Star and Docker.en.srt	4.50 kB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/034 API-Star and Docker.mp4	18.53 MB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/035 Docker Enhancements.en.srt	1.85 kB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/035 Docker Enhancements.mp4	9.15 MB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/036 Course Project - Task.en.srt	1.90 kB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/036 Course Project - Task.mp4	7.10 MB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/037 Course Project - Solution.en.srt	4.17 kB
Beyond Jupyter Notebooks/06 Expose your Model (API-Star)/037 Course Project - Solution.mp4	34.66 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/038 Introduction.en.srt	2.37 kB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/038 Introduction.mp4	5.95 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/039 Basic Concepts.en.srt	2.36 kB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/039 Basic Concepts.mp4	8.34 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/040 Starting Airflow.en.srt	3.96 kB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/040 Starting Airflow.mp4	23.32 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/041 DAG Creation.en.srt	3.38 kB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/041 DAG Creation.mp4	22.71 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/042 Course Project - Task.en.srt	1.16 kB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/042 Course Project - Task.mp4	5.41 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/043 Course Project - Solution.en.srt	1.92 kB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/043 Course Project - Solution.mp4	14.56 MB
Beyond Jupyter Notebooks/07 Automate your Analysis (Airflow)/external-assets-links.txt	296.00 B
Beyond Jupyter Notebooks/08 Wrap Up/044 Wrap Up.en.srt	1.85 kB
Beyond Jupyter Notebooks/08 Wrap Up/044 Wrap Up.mp4	11.44 MB
Beyond Jupyter Notebooks/08 Wrap Up/045 BONUS Cookiecutter Template.html	2.08 kB
Beyond Jupyter Notebooks/ReadMe.txt	220.00 B
Beyond Jupyter Notebooks/Visit Coursedrive.org.url	124.00 B
ReadMe.txt	220.00 B
Visit Coursedrive.org.url	124.00 B

Description

Beyond Jupyter Notebooks

Build your own Data science platform with Docker & Python

What you'll learn

• Docker
• Data Science
• Jupyter
• Python
• Data Analysis
• Data Visualization
• Open Source

Requirements

• Minimal Python Knowledge
• Running Docker Installation
• Fun exploring new topics

Description

Interactive notebooks like Jupyter have become more and more popular in the recent past and build the core of many data scientist’s workplace. Being accessed via web browser they allow scientists to easily structure their work by combining code and documentation. Yet notebooks often lead to isolated and disposable analysis artefacts. Keeping the computation inside those notebooks does not allow for convenient concurrent model training, model exposure or scheduled model retraining.
Those issues can be addressed by taking advantage of recent developments in the discipline of software engineering. Over the past years containerization became the technology of choice for crafting and deploying applications. Building a data science platform that allows for easy access (via notebooks), flexibility and reproducibility (via containerization) combines the best of both worlds and addresses Data Scientist’s hidden needs.

Who this course is for:

• Any level of data scientists that want to accelerate their capabilities
• Open Source Lover ❤️
• Pythonistas interested in Docker