Direct Download Packt - Scalable Data Analysis in Python with Dask

Hits: 39

Packt - Scalable Data Analysis in Python with Dask
English | Size: 1.09 GB
Category: Programming | E-learning

Learn
Understand the concept of Block algorithms and how Dask leverages it to load large data.
Implement various example using Dask Arrays, Bags, and Dask Data frames for efficient parallel computing
Combine Dask with existing Python packages such as NumPy and Pandas
See how Dask works under the hood and the various in-built algorithms it has to offer
Leverage the power of Dask in a distributed setting and explore its various schedulers
Implement an end-to-end Machine Learning pipeline in a distributed setting using Dask and scikit-learn
Use Dask Arrays, Bags, and Dask Data frames for parallel and out-of-memory computations
About
Data analysts, Machine Learning professionals, and data scientists often use tools such as Pandas, Scikit-Learn, and NumPy for data analysis on their personal computer. However, when they want to apply their analyses to larger datasets, these tools fail to scale beyond a single machine, and so the analyst is forced to rewrite their computation.

If you work on big data and you're using Pandas, you know you can end up waiting up to a whole minute for a simple average of a series. And that's just for a couple of million rows!
In this course, you'll learn to scale your data analysis. Firstly, you will execute distributed data science projects right from data ingestion to data manipulation and visualization using Dask. Then, you will explore the Dask framework. After, see how Dask can be used with other common Python tools such as NumPy, Pandas, matplotlib, Scikit-learn, and more.
You'll be working on large datasets and performing exploratory data analysis to investigate the dataset, then come up with the findings from the dataset. You'll learn by implementing data analysis principles using different statistical techniques in one go across different systems on the same massive datasets.
Throughout the course, we'll go over the various techniques, modules, and features that Dask has to offer. Finally, you'll learn to use its unique offering for machine learning, using the Dask-ML package. You'll also start using parallel processing in your data tasks on your own system without moving to the distributed environment.
All the code files and related files are uploaded on GitHub at this link: https://github.com/PacktPublishing/-Scalable-Data-Analysis-in-Python-with-Dask
Style and Approach
This hands-on course covers all the important components of Dask (arrays, bags, data frames, schedulers, and the Futures API) to parallelize your existing Python code and perform computations in a distributed setting. This course is designed with minimum theory and maximum practical implementation, followed by step-by-step instructions to get you up and running.
Features
Leverage the power of parallel computing using Dask.delayed
Get complete exposure to using Dask to handle large data in a distributed setting
Learn how to do machine learning by combining scikit-learn and Dask in a distributed setting
Course Length 3 hours 31 minutes ISBN 9781789808926 Date Of Publication 30 May 2019
Buy Long-term Premium Accounts To Support Me & Max Speed
DOWNLOAD:




If any links die or problem unrar, send request to




Related Posts
69 days

 Date: 08/13/19 02:41   in : Tutorials  Programming 

Packt - Python Clean Coding-RiDWAREEnglish | Size: 442.47 MBCategory: CBTsLearn Practical examples and case studies to demonstrate effective coding Set up a programming environment that encourages beautiful code How to take full advantage of Python features to make your code elegant ...

 

Technics Publications The Go Programming Language Advanced Topics in Go Golang-RiDWAREEnglish | Size: 385.83 MBCategory: CBTs Take your Go programming skills to the next level in this Advanced Topics in Go video series from Go Programming expert Zanis Khan. Click here to watch Zanis' other videos i...

 

71 days

 Date: 08/11/19 02:40   in : Tutorials  Programming 

Packt - Data Statistics with Full Stack Python-XCODEEnglish | Size: 2.87 GBCategory: CBTsLearn How to set up your Python environment How to manipulate String & Variables with Python How to use Booleans & Logical Operators with Python How to use Functions & Packages with Python How...

 

73 days

 Date: 08/09/19 02:39   in : Tutorials  Programming 

Packt - Firebase Application Development Projects-JGTiSOEnglish | Size: 834.41 MBCategory: TutorialLearn How Firebase helps speed up the development process Save time and customize your own authentication system Easily send and receive data from your database Create real-time web app...

 

Packt - Autonomous Cars Deep Learning and Computer Vision in Python-JGTiSOEnglish | Size: 3.20 GBCategory: TutorialLearn Automatically detect lane markings in images Detect cars and pedestrians using a trained classifier and with SVM Classify traffic signs using Convolutional Neural Net...

 

Packt - How to Push Django Python Apps to Heroku for Web Hosting-JGTiSOEnglish | Size: 575.64 MB Category: TutorialLearn Install Python Install Django Install Virtualenv Install Git Bash Install the Heroku Toolbelt Install Heroku dependencies Push Django code to Heroku Cr...

 

Packt - Dart Masterclass Programming Course Iosandroid Bible-JGTiSOEnglish | Size: 0.99 GBCategory: TutorialLearn Dart programming Android programming iOS programming Mobile development Application programming Mobile design Semantics of general programming The format of c...

 

Packt - Hands On Cross Platform Desktop Apps with Electron 5.0-RiDWAREEnglish | Size: 488.99 MBCategory: TutorialBuild an awesome production-ready cross-platform desktop application using Electron and React.jsMore InformationLearn~Implement the core fundamentals of Electron.js to create an applicat...

 

Linkedin - Learning Creating Interactive Tableau Dashboards-BiFiSOEnglish | Size: 514.82 MB Category: TutorialExplore your data in new ways with interactive dashboards in Tableau. Dashboards act like dynamic reports that can be used for in-depth data analysis or to present information to clients. I...

 

75 days

 Date: 08/07/19 02:40   in : Tutorials  Programming 

Packt - React Native Design Patterns-RiDWAREEnglish | Size: 405.50 MBCategory: TutorialLearn Understand the benefit of separating data components in the Container Component patternUnderstand the purpose of Higher Order Components (HOCs), and share code even when significant changes happen between e...