Packt – Hands on Bayesian Methods With Python

Packt – Hands on Bayesian Methods With Python-JGTiSO
English | Size: 246.98 MB
Category: Tutorial


Learn
Solve interesting statistical and data analytics problems using Python and the Bayesian approach.
Use the PyMC3 library for data analysis and modeling.
Core concepts and approaches to using Bayesian Statistics.
Utilize the Bayesian Theorem to use evidence to update your beliefs about uncertain events.
Solve problems arising in many quantitative fields using Bayesian inference and hypothesis testing.
Improve the performance and interpretation of the results of predictive models by using Bayesian methods. [Read more…]

Packt – Python, SQL, Tableau Integrating Python, SQL, and Tableau

Packt – Python, SQL, Tableau Integrating Python, SQL, and Tableau-JGTiSO
English | Size: 1.65 GB
Category: Tutorial


Learn
Create a module of the ML model for later use
Connect Python and SQL to transfer data from Jupyter to Workbench
Visualize data in Tableau
Analyze and interpret exercise outputs in Jupyter and Tableau
About
Python, SQL, and Tableau are three of the most widely used tools in the world of data science. Python is the leading programming language [Read more…]

Packt – Scalable Data Analysis in Python with Dask

Packt – Scalable Data Analysis in Python with Dask-JGTiSO
English | Size: 1.10 GB
Category: Packt


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.
[Read more…]

Packt – Python Clean Coding

Packt – Python Clean Coding
English | Size: 442.07 MB
Category: Tutorial


Learn
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
Master available tools and modules to improve the cleanliness of your Python code
General stylistic guidelines to make your code readable, maintainable, and extendable
How to program in different stylistic paradigms for maximum code cleanliness depending on the application
How to identify and rewrite bad code
About
Even bad code can function. But if code isn’t clean, it can bring a development organization to its knees. Every year, countless hours and significant resources are lost because of poorly written code. But it doesn’t have to be that way.
[Read more…]

Packt – Python Clean Coding-RiDWARE

Packt – Python Clean Coding-RiDWARE
English | Size: 442.47 MB
Category: CBTs


Learn
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
Master available tools and modules to improve the cleanliness of your Python code
General stylistic guidelines to make your code readable, maintainable, and extendable
How to program in different stylistic paradigms for maximum code cleanliness depending on the application
How to identify and rewrite bad code
About
Even bad code can function. But if code isn’t clean, it can bring a development organization to its knees. Every year, countless hours and significant resources are lost because of poorly written code. But it doesn’t have to be that way.
[Read more…]

Packt – The Complete Python and PostgreSQL Developer Course

Packt – The Complete Python and PostgreSQL Developer Course-RiDWARE
English | Size: 7.74 GB
Category: CBTs


Learn
Understand software and programming with Python from beginning to end
Create Python applications ranging from beginner-level, basic applications to advanced, useful, and engaging applications
Learn how to extend Python applications by using professional data storage: PostgreSQL
Understand advanced concepts, such as data structures and algorithms, that are extremely useful in jobs and interviews [Read more…]

Packt – Data Statistics with Full Stack Python

Packt – Data Statistics with Full Stack Python-XCODE
English | Size: 2.87 GB
Category: CBTs


Learn
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 to use Pandas & Data Frames with Python
How to perform Data Visualization with Python
How to do Web Scraping with Python
The Basics of Natural Language Processing (NLP)
The Basics of Deep Learning & Reinforcement Learning
About
This course is designed to teach you the basics of Python and Data Science in a practical way, so that you can acquire, test, and master your Python skills gradually. [Read more…]

Packt – Scalable Data Analysis in Python with Dask

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.
[Read more…]

Packt – Python for Beginners with Examples

Packt – Python for Beginners with Examples-RiDWARE
English | Size: 377.56 MB
Category: TUtorial


Learn
Gain the skills to independently write real-world non-complex programs.
Learn how to quickly set up a Python environment with its associated libraries
Learn to perform various batch operations
Write small Python programs integrating the fundamental blocks of the language
Write a complete Python program that takes user input, processes and outputs the results
Create a graphical user interface for your Python programs using the Python Tkinter library
Create a final executable that runs as a standalone program both on Windows and Mac
Be able to load and use data from CSV and TXT files in Python
Map data from CSV files to Google Earth KML files. [Read more…]

Packt – How to Push Django Python Apps to Heroku for Web Hosting

Packt – How to Push Django Python Apps to Heroku for Web Hosting-JGTiSO
English | Size: 575.64 MB
Category: Tutorial


Learn
Install Python
Install Django
Install Virtualenv
Install Git Bash
Install the Heroku Toolbelt
Install Heroku dependencies
Push Django code to Heroku
Create basic database apps in Django
About
Do you know how to build Django apps with Python, but aren’t sure how to get your app onto the internet? This course if for you!
[Read more…]