Udemy - Beyond Jupyter Notebooks [Course Drive]
- CategoryOther
- TypeTutorials
- LanguageEnglish
- Total size644.8 MB
- Uploaded Bycoursedrive
- Downloads104
- Last checkedMay. 08th '20
- Date uploadedMay. 06th '20
- Seeders 4
- Leechers1
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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
Files:
Beyond Jupyter Notebooks Beyond Jupyter Notebooks 06 Expose your Model (API-Star)- 037 Course Project - Solution.mp4 (34.7 MB)
- 032 Introduction.en.srt (1.9 KB)
- 032 Introduction.mp4 (4.5 MB)
- 033 Starting API-Star.en.srt (3.6 KB)
- 033 Starting API-Star.mp4 (15.6 MB)
- 034 API-Star and Docker.en.srt (4.5 KB)
- 034 API-Star and Docker.mp4 (18.5 MB)
- 035 Docker Enhancements.en.srt (1.8 KB)
- 035 Docker Enhancements.mp4 (9.2 MB)
- 036 Course Project - Task.en.srt (1.9 KB)
- 036 Course Project - Task.mp4 (7.1 MB)
- 037 Course Project - Solution.en.srt (4.2 KB)
- ReadMe.txt (0.2 KB)
- Visit Coursedrive.org.url (0.1 KB) 01 Introduction
- 001 Watch Me First -).en.srt (3.1 KB)
- 001 Watch Me First -).mp4 (20.7 MB)
- external-assets-links.txt (0.1 KB)
- 002 Introduction.en.srt (3.0 KB)
- 002 Introduction.mp4 (15.7 MB)
- 003 How to install Docker.html (2.5 KB)
- 004 Starting Jupyter.en.srt (2.9 KB)
- 004 Starting Jupyter.mp4 (14.3 MB)
- 005 Mapping Ports.en.srt (2.5 KB)
- 005 Mapping Ports.mp4 (14.0 MB)
- 006 Running in detached Mode.en.srt (4.0 KB)
- 006 Running in detached Mode.mp4 (16.3 MB)
- 007 Facing a Persistence Problem.en.srt (3.3 KB)
- 007 Facing a Persistence Problem.mp4 (16.5 MB)
- 008 Solving the Persistence Problem.en.srt (3.4 KB)
- 008 Solving the Persistence Problem.mp4 (14.6 MB)
- 009 Course Project - Task.en.srt (3.1 KB)
- 009 Course Project - Task.mp4 (17.1 MB)
- 010 Course Project - Solution.en.srt (3.6 KB)
- 010 Course Project - Solution.mp4 (28.3 MB)
- external-assets-links.txt (0.5 KB)
- 011 Introduction.en.srt (1.6 KB)
- 011 Introduction.mp4 (15.2 MB)
- 012 Starting Superset.en.srt (2.2 KB)
- 012 Starting Superset.mp4 (8.7 MB)
- 013 iris-data.csv (4.5 KB)
- 013 Prepare Data.en.srt (5.2 KB)
- 013 Prepare Data.mp4 (30.4 MB)
- 014 Charts and Dashboards.en.srt (5.0 KB)
- 014 Charts and Dashboards.mp4 (32.8 MB)
- 015 Course Project - Task.en.srt (1.7 KB)
- 015 Course Project - Task.mp4 (7.7 MB)
- 015 wine.csv (12.0 KB)
- 016 Course Project - Solution.en.srt (2.0 KB)
- 016 Course Project - Solution.mp4 (15.7 MB)
- external-assets-links.txt (0.2 KB)
- 017 Introduction.en.srt (1.7 KB)
- 017 Introduction.mp4 (5.4 MB)
- 018 Starting Postgres.en.srt (3.4 KB)
- 018 Starting Postgres.mp4 (13.7 MB)
- 019 Facing an Access Problem.en.srt (1.0 KB)
- 019 Facing an Access Problem.mp4 (4.2 MB)
- 020 Docker-Compose (III).en.srt (1.6 KB)
- 020 Docker-Compose (III).mp4 (5.2 MB)
- 021 Docker-Compose (IIII).en.srt (3.4 KB)
- 021 Docker-Compose (IIII).mp4 (12.6 MB)
- 022 Solving the Access Problem.en.srt (4.9 KB)
- 022 Solving the Access Problem.mp4 (28.6 MB)
- 023 Create a Custom User.en.srt (4.1 KB)
- 023 Create a Custom User.mp4 (18.1 MB)
- 024 Course Project - Task.en.srt (1.6 KB)
- 024 Course Project - Task.mp4 (6.6 MB)
- 025 Course Project - Solution.en.srt (2.6 KB)
- 025 Course Project - Solution.mp4 (18.8 MB)
- external-assets-links.txt (0.2 KB)
- 026 Introduction.en.srt (1.5 KB)
- 026 Introduction.mp4 (4.1 MB)
- 027 Starting Minio.en.srt (3.3 KB)
- 027 Starting Minio.mp4 (17.1 MB)
- 028 GUI Interaction.en.srt (2.5 KB)
- 028 GUI Interaction.mp4 (13.7 MB)
- 029 Programmatic Interaction.en.srt (3.1 KB)
- 029 Programmatic Interaction.mp4 (20.0 MB)
- 030 Course Project - Task.en.srt (2.1 KB)
- 030 Course Project - Task.mp4 (7.3 MB)
- 031 Course Project - Solution.en.srt (2.7 KB)
- 031 Course Project - Solution.mp4 (19.8 MB)
- external-assets-links.txt (0.2 KB)
- 038 Introduction.en.srt (2.4 KB)
- 038 Introduction.mp4 (6.0 MB)
- 039 Basic Concepts.en.srt (2.4 KB)
- 039 Basic Concepts.mp4 (8.3 MB)
- 040 Starting Airflow.en.srt (4.0 KB)
- 040 Starting Airflow.mp4 (23.3 MB)
- 041 DAG Creation.en.srt (3.4 KB)
- 041 DAG Creation.mp4 (22.7 MB)
- 042 Course Project - Task.en.srt (1.2 KB)
- 042 Course Project - Task.mp4 (5.4 MB)
- 043 Course Project - Solution.en.srt (1.9 KB)
- 043 Course Project - Solution.mp4 (14.6 MB)
- external-assets-links.txt (0.3 KB)
- 044 Wrap Up.en.srt (1.8 KB)
- 044 Wrap Up.mp4 (11.4 MB)
- 045 BONUS Cookiecutter Template.html (2.1 KB)
- Visit Coursedrive.org.url (0.1 KB)
- ReadMe.txt (0.2 KB)
Code:
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