For a website that you have built locally, to be available on the internet and accessed by a custom url, domain and hosting are essential.
A Domain is the unique address people type into their browsers to visit a website, such as www.example.com. It serves as an online identity and makes it easier for users to find your site instead of memorizing an IP address. Domains are registered through domain registrars and often come with various extensions like .com, .org, .net, and country-specific options like .co.ke .ng .ug .zw .uk or .in. Choosing the right domain name is crucial as it reflects your brand and helps in building credibility.
Hosting is the service that allows your website to be accessible on the internet. When you purchase hosting, you're essentially renting space on a server where your website's files, databases, and other resources are stored. Web hosting providers offer different types of hosting, such as:
- Shared hosting (affordable but shared resources)
- VPS hosting (virtual private servers for more control)
- Dedicated hosting (a server solely for your site, ideal for high-traffic needs).
- Shared hosting (affordable but shared resources)
- VPS hosting (virtual private servers for more control)
- Dedicated hosting (a server solely for your site, ideal for high-traffic needs).
For a website to function, both domain and hosting are essential. You connect the domain to the hosting server, enabling users to access your site via the domain name. Together, these elements form the backbone of any website, facilitating seamless online presence and functionality.
There are many hosting platforms, but personally I choose Hostinger. I have used others as well but I Hostinger because of it's reliability and uptime.
If you're not signed up to Hostinger you can use my affiliate link, If you use it you'll get 20% OFF discount for any package you purchase & I'll get some commission. If you don't use it you won't get the discount๐ฅฒ
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Well there are other good hosting platforms just like Hostinger but I choose Hostinger.
There are many hosting platforms, but personally I choose Hostinger. I have used others as well but I Hostinger because of it's reliability and uptime.
If you're not signed up to Hostinger you can use my affiliate link, If you use it you'll get 20% OFF discount for any package you purchase & I'll get some commission. If you don't use it you won't get the discount๐ฅฒ
Here's the Link:
https://cart.hostinger.com/pay/1c90ef41-5c51-4fe5-a2cf-cec5181fc2c5?_ga=GA1.3.942352702.1711283207
Well there are other good hosting platforms just like Hostinger but I choose Hostinger.
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* ~200 000 visits monthly
* Up to 300 websites
* Managed Hosting for WordPress
* 200 GB NVMe storage
* 2 000 000 files and directories (inodes)
* 100 PHP workers
* 3 GB RAM
* 2 CPU cores
* Free domain (US$ 9.99 value)
* Free SSL
* Free email
* Free CDN
* Dedicated IP address
* Priority support
The right tool for the job
* Access sharing
* Website reports
* Website monitoring
* WordPress presets
* WordPress bulk updates
- Website ownership transfer
Managed Hosting for WordPress
* Standard WooCommerce
* Free 1-click Google integration
* Free automatic website migration
* Free 1-click WordPress installation
* Free pre-built templates
* Free Amazon affiliate WordPress plugin
* WordPress acceleration (LiteSpeed)
* Smart WordPress auto updates
* WordPress vulnerabilities scanner
* WordPress compatibility checker
* WordPress multisite
* WP-CLI and SSH
* WordPress staging tool
* Object cache for WordPress
* On-demand backup
- WordPress AI tools
Hostinger Website Builder
* Drag&drop website builder
* AI website creation
* 150 designer-crafted templates
* Google Analytics integration
* Marketing integrations
* AI copywriting tool
* AI heatmaps
* AI SEO tools
* eCommerce features
* 0% transaction fees
- 100+ payment methods
Security
* Enhanced DDoS protection
* Web application firewall
* Cloudflare protected nameservers
* Malware Scanner
* Secure access manager
- Free domain WHOIS privacy protection (US$ 9.99 value)
Service and support
* 30-Day money-back guarantee
* 99.9% uptime guarantee
* Global data centers
* 24/7 customer support
- Priority support
Technical details
* 2 000 000 files and directories (inodes)
* 100 PHP workers
* ~200 000 visits monthly
* 300 subdomains
* 100 MySQL max user connections
* 800 databases
* Unlimited FTP accounts
* Unlimited cronjobs
* GIT access
* Multiple PHP versions
* DNS management
* Cache manager
* Powerful control panel
* SSH access
Get 20% OFF using this Link:
https://cart.hostinger.com/pay/1c90ef41-5c51-4fe5-a2cf-cec5181fc2c5?_ga=GA1.3.942352702.1711283207
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KenyaTrends.co.ke shares jobs, opportunities, free courses, technology, crypto, music stories & lyrics.
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KenyaTrends.co.ke
Kenya Trends - Jobs | Opportunities | Free Resources
Sharing free learning resources, jobs & opportunities.
JavaScript Roadmap
|
|-- Fundamentals
| |-- Basics of Programming
| | |-- Introduction to JavaScript
| | |-- Setting Up Development Environment (IDE: VSCode, Sublime Text, etc.)
| |
| |-- Syntax and Structure
| | |-- Basic Syntax
| | |-- Variables (var, let, const) and Data Types
| | |-- Operators and Expressions
|
|-- Control Structures
| |-- Conditional Statements
| | |-- If-Else Statements
| | |-- Switch Case
| |
| |-- Loops
| | |-- For Loop
| | |-- While Loop
| | |-- Do-While Loop
| | |-- For...in and For...of Loops
| |
| |-- Exception Handling
| | |-- Try-Catch Block
| | |-- Finally Block
| | |-- Throwing Errors
|
|-- Functions and Scope
| |-- Defining Functions
| | |-- Function Declarations
| | |-- Function Expressions
| | |-- Arrow Functions
| |
| |-- Parameters and Arguments
| | |-- Default Parameters
| | |-- Rest and Spread Operators
| |
| |-- Scope
| | |-- Global and Local Scope
| | |-- Hoisting
| | |-- Closures
|
|-- Object-Oriented Programming (OOP)
| |-- Basics of OOP
| | |-- Objects and Properties
| | |-- Methods
| |
| |-- Prototypes and Inheritance
| | |-- Prototype Chain
| | |-- Inheritance with Prototypes
| |
| |-- Classes
| | |-- Class Syntax
| | |-- Constructors
| | |-- Inheritance (extends and super)
| |
| |-- Encapsulation
| | |-- Private and Public Members (using # for private)
|
|-- Advanced JavaScript
| |-- Asynchronous JavaScript
| | |-- Callbacks
| | |-- Promises
| | |-- Async/Await
| |
| |-- Event Loop
| | |-- Understanding the Event Loop
| | |-- Microtasks and Macrotasks
|
|-- Data Structures
| |-- Arrays
| | |-- Array Methods (map, filter, reduce, etc.)
| | |-- Array Manipulation
| |
| |-- Objects
| | |-- Creating and Manipulating Objects
| | |-- Object Methods (keys, values, entries)
| |
| |-- Sets and Maps
| | |-- Working with Sets
| | |-- Working with Maps
|
|-- Browser APIs
| |-- Document Object Model (DOM)
| | |-- Selecting Elements
| | |-- Manipulating Elements
| | |-- Event Handling
| |
| |-- Fetch API
| | |-- Making HTTP Requests
| | |-- Handling Responses
| |
| |-- Web Storage
| | |-- LocalStorage and SessionStorage
|
|-- Libraries and Frameworks
| |-- jQuery
| | |-- Basics of jQuery
| | |-- DOM Manipulation with jQuery
| |
| |-- React
| | |-- Components and JSX
| | |-- State and Props
| | |-- Lifecycle Methods
| |
| |-- Angular
| | |-- Components and Templates
| | |-- Services and Dependency Injection
| | |-- Routing
| |
| |-- Vue
| | |-- Vue Instance
| | |-- Templates and Directives
| | |-- Vue Router
|
|-- Build Tools and Module Bundlers
| |-- NPM and Yarn
| | |-- Package Management
| | |-- Scripts and Dependencies
| |
| |-- Webpack
| | |-- Module Bundling
| | |-- Loaders and Plugins
| |
| |-- Babel
| | |-- Transpiling JavaScript
| | |-- Using Presets and Plugins
|
|-- Testing in JavaScript
| |-- Unit Testing
| | |-- Jest (Setup, Writing Tests, Mocking)
| | |-- Mocha and Chai
| |
| |-- End-to-End Testing
| | |-- Cypress
| | |-- Selenium WebDriver
|
|-- Deployment and DevOps
| |-- Continuous Integration/Continuous Deployment (CI/CD)
| | |-- GitHub Actions
| | |-- Travis CI
| |
| |-- Containers and Microservices
| | |-- Docker (Dockerfile, Image Creation, Container Management)
| | |-- Kubernetes (Pods, Services, Deployments, Managing JavaScript Applications on Kubernetes)
More Resources Here
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
Telegram Channel
https://t.me/TechPsyche
|
|-- Fundamentals
| |-- Basics of Programming
| | |-- Introduction to JavaScript
| | |-- Setting Up Development Environment (IDE: VSCode, Sublime Text, etc.)
| |
| |-- Syntax and Structure
| | |-- Basic Syntax
| | |-- Variables (var, let, const) and Data Types
| | |-- Operators and Expressions
|
|-- Control Structures
| |-- Conditional Statements
| | |-- If-Else Statements
| | |-- Switch Case
| |
| |-- Loops
| | |-- For Loop
| | |-- While Loop
| | |-- Do-While Loop
| | |-- For...in and For...of Loops
| |
| |-- Exception Handling
| | |-- Try-Catch Block
| | |-- Finally Block
| | |-- Throwing Errors
|
|-- Functions and Scope
| |-- Defining Functions
| | |-- Function Declarations
| | |-- Function Expressions
| | |-- Arrow Functions
| |
| |-- Parameters and Arguments
| | |-- Default Parameters
| | |-- Rest and Spread Operators
| |
| |-- Scope
| | |-- Global and Local Scope
| | |-- Hoisting
| | |-- Closures
|
|-- Object-Oriented Programming (OOP)
| |-- Basics of OOP
| | |-- Objects and Properties
| | |-- Methods
| |
| |-- Prototypes and Inheritance
| | |-- Prototype Chain
| | |-- Inheritance with Prototypes
| |
| |-- Classes
| | |-- Class Syntax
| | |-- Constructors
| | |-- Inheritance (extends and super)
| |
| |-- Encapsulation
| | |-- Private and Public Members (using # for private)
|
|-- Advanced JavaScript
| |-- Asynchronous JavaScript
| | |-- Callbacks
| | |-- Promises
| | |-- Async/Await
| |
| |-- Event Loop
| | |-- Understanding the Event Loop
| | |-- Microtasks and Macrotasks
|
|-- Data Structures
| |-- Arrays
| | |-- Array Methods (map, filter, reduce, etc.)
| | |-- Array Manipulation
| |
| |-- Objects
| | |-- Creating and Manipulating Objects
| | |-- Object Methods (keys, values, entries)
| |
| |-- Sets and Maps
| | |-- Working with Sets
| | |-- Working with Maps
|
|-- Browser APIs
| |-- Document Object Model (DOM)
| | |-- Selecting Elements
| | |-- Manipulating Elements
| | |-- Event Handling
| |
| |-- Fetch API
| | |-- Making HTTP Requests
| | |-- Handling Responses
| |
| |-- Web Storage
| | |-- LocalStorage and SessionStorage
|
|-- Libraries and Frameworks
| |-- jQuery
| | |-- Basics of jQuery
| | |-- DOM Manipulation with jQuery
| |
| |-- React
| | |-- Components and JSX
| | |-- State and Props
| | |-- Lifecycle Methods
| |
| |-- Angular
| | |-- Components and Templates
| | |-- Services and Dependency Injection
| | |-- Routing
| |
| |-- Vue
| | |-- Vue Instance
| | |-- Templates and Directives
| | |-- Vue Router
|
|-- Build Tools and Module Bundlers
| |-- NPM and Yarn
| | |-- Package Management
| | |-- Scripts and Dependencies
| |
| |-- Webpack
| | |-- Module Bundling
| | |-- Loaders and Plugins
| |
| |-- Babel
| | |-- Transpiling JavaScript
| | |-- Using Presets and Plugins
|
|-- Testing in JavaScript
| |-- Unit Testing
| | |-- Jest (Setup, Writing Tests, Mocking)
| | |-- Mocha and Chai
| |
| |-- End-to-End Testing
| | |-- Cypress
| | |-- Selenium WebDriver
|
|-- Deployment and DevOps
| |-- Continuous Integration/Continuous Deployment (CI/CD)
| | |-- GitHub Actions
| | |-- Travis CI
| |
| |-- Containers and Microservices
| | |-- Docker (Dockerfile, Image Creation, Container Management)
| | |-- Kubernetes (Pods, Services, Deployments, Managing JavaScript Applications on Kubernetes)
More Resources Here
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
Telegram Channel
https://t.me/TechPsyche
Hundreds of free IT certifications to upskill yourself
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More than 40,000 people have gotten developer jobs after completing these โ including at big companies like Google and Microsoft.
https://freecodecamp.org/learn
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Discover a range of free learning content. You can learn by selecting individual modules, or dive right in and take an entire course end-to-end.
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๐ฏ. ๐๐ฎ๐ด๐ด๐น๐ฒ
You can gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates.
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๐ฐ. ๐๐ผ๐ด๐ป๐ถ๐๐ถ๐๐ฒ ๐๐น๐ฎ๐๐
Free courses starting from data science and deep learning to container architectures and Kubernetes.
https://cognitiveclass.ai/group/all
Share & support our channel for more free resources:
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
๐ญ. ๐๐ฟ๐ฒ๐ฒ๐๐ผ๐ฑ๐ฒ๐๐ฎ๐บ๐ฝ
More than 40,000 people have gotten developer jobs after completing these โ including at big companies like Google and Microsoft.
https://freecodecamp.org/learn
๐ฎ. ๐๐ถ๐ด๐ถ๐๐ฎ๐น ๐๐ฎ๐ฟ๐ฎ๐ด๐ฒ
Discover a range of free learning content. You can learn by selecting individual modules, or dive right in and take an entire course end-to-end.
https://learndigital.withgoogle.com/digitalgarage/courses?certification=free
๐ฏ. ๐๐ฎ๐ด๐ด๐น๐ฒ
You can gain usable skills in a few hours (instead of weeks or months). The courses are provided at no cost to you, and you can now earn certificates.
https://kaggle.com/learn
๐ฐ. ๐๐ผ๐ด๐ป๐ถ๐๐ถ๐๐ฒ ๐๐น๐ฎ๐๐
Free courses starting from data science and deep learning to container architectures and Kubernetes.
https://cognitiveclass.ai/group/all
Share & support our channel for more free resources:
https://whatsapp.com/channel/0029VahGttK5a24AXAJDjm2R
www.freecodecamp.org
Learn to Code โ For Free
8 ๐๐ข๐ข๐๐๐ ๐๐ข๐ฅ๐๐ฆ YOU MUST KNOW๐
https://dev.to/justdetermined/8-you-must-know-idm
https://dev.to/justdetermined/8-you-must-know-idm
DEV Community
8 ๐๐ข๐ข๐๐๐ ๐๐ข๐ฅ๐๐ฆ YOU MUST KNOW๐
1.Directory Listing Directory listing is a web server function that displays the directory contents...
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Back End Engineer Jobs at Deel
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2. Senior Backend Engineer (Node.js + AWS)
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Locations: Europe, Middle East, Africa
1. Senior Back-End Engineer - Fintech
2. Senior Backend Engineer (Node.js + AWS)
3. Team Lead, Engineering (Node.js/Typescript)
Apply Here: https://kenyatrends.co.ke/backend-engineer-jobs-at-deel/
KenyaTrends.co.ke
BackEnd Engineer Jobs at Deel - Kenya Trends
Full time
Forwarded from JavaScript Resources | Libraries & Frameweorks| React Js|Node Js|Vue Js|Express|Angular|jQuery
Remote Jobs at Quora
1. Data Scientist - Monetization, Quora (Remote)
2. Senior Product Manager - Ads, Quora (Remote)
3. Principal Product Manager - Creators, Poe (Remote)
4. Product Designer - Quora (Remote)
5. Staff Software Engineer - Developer Tools, Poe (Remote)
6. Staff Security Software Engineer (Remote)
7. Staff Machine Learning Engineer - Poe (Remote)
8. Staff Full Stack Software Engineer - Creators, Poe (Remote)
9. Staff Full Stack Software Engineer - Core Product, Poe (Remote)
Apply Here: https://kenyatrends.co.ke/remote-jobs-at-quora/
1. Data Scientist - Monetization, Quora (Remote)
2. Senior Product Manager - Ads, Quora (Remote)
3. Principal Product Manager - Creators, Poe (Remote)
4. Product Designer - Quora (Remote)
5. Staff Software Engineer - Developer Tools, Poe (Remote)
6. Staff Security Software Engineer (Remote)
7. Staff Machine Learning Engineer - Poe (Remote)
8. Staff Full Stack Software Engineer - Creators, Poe (Remote)
9. Staff Full Stack Software Engineer - Core Product, Poe (Remote)
Apply Here: https://kenyatrends.co.ke/remote-jobs-at-quora/
KenyaTrends.co.ke
Remote Jobs at Quora - Kenya Trends
IMPORTANT: These positions can be performed remotely from multiple countries around the world. Please visit careers.quora.com/eligible-countries for details
Steve Jobs talks about his Journey with Apple.
At one point he was fired from his own Company!!
He talks about why he dropped out of Reed College.
Also what kept him moving and focused on his goals.
Watch Here: https://youtu.be/xIKS2EK2Gzg
At one point he was fired from his own Company!!
He talks about why he dropped out of Reed College.
Also what kept him moving and focused on his goals.
Watch Here: https://youtu.be/xIKS2EK2Gzg
YouTube
Steve Jobs | I was Fired from Apple | Why Did I Drop Out?
Insp Texts. Please Subscribe
Steve Jobs, Founder Of Apple.
Talks about his Journey in the Technology Industry.
Steve Jobs Commencement Speech at Stanford University Graduation
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#insptexts #motivationโฆ
Steve Jobs, Founder Of Apple.
Talks about his Journey in the Technology Industry.
Steve Jobs Commencement Speech at Stanford University Graduation
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๐ Weโre Hiring: Full Stack Developer - Innovate, Build, Lead! ๐
Are you a problem-solving powerhouse with a passion for building innovative tech solutions? ๐ Weโre looking for a Full Stack Developer to join our dynamic team and help us tackle exciting challenges in the tech space.
What Youโll Work On
๐ป Frontend: Vue.js, React.js
๐ฅ Backend: Python (Django Framework), Golang
๐ Cloud: Google Cloud, Azure, Terraform (a plus!)
๐ง Tools: GitHub Actions, CI/CD pipelines, containerization with Docker, and YAML
โก๏ธ Embedded Systems: Basic knowledge of Linux embedded systems
Why Join Us?
โจ Be part of a forward-thinking, innovative team
๐ Access to an equity pool for long-term growth
๐ค Work remotely with flexibility and autonomy
๐ Use AI tools to boost productivity and optimize workflows
What Weโre Looking For
๐ Someone who thrives under pressure and loves a challenge
๐ค A self-starter with excellent problem-solving skills
๐ A tech enthusiast whoโs experienced with remote collaboration and agile methodologies
This isnโt just another job โ itโs an opportunity to create, innovate, and leave your mark on the tech world.
๐ก If this sounds like you, letโs talk! Apply now or share with someone who fits this description.
๐ฉ admin@aredgroup.com
Are you a problem-solving powerhouse with a passion for building innovative tech solutions? ๐ Weโre looking for a Full Stack Developer to join our dynamic team and help us tackle exciting challenges in the tech space.
What Youโll Work On
๐ป Frontend: Vue.js, React.js
๐ฅ Backend: Python (Django Framework), Golang
๐ Cloud: Google Cloud, Azure, Terraform (a plus!)
๐ง Tools: GitHub Actions, CI/CD pipelines, containerization with Docker, and YAML
โก๏ธ Embedded Systems: Basic knowledge of Linux embedded systems
Why Join Us?
โจ Be part of a forward-thinking, innovative team
๐ Access to an equity pool for long-term growth
๐ค Work remotely with flexibility and autonomy
๐ Use AI tools to boost productivity and optimize workflows
What Weโre Looking For
๐ Someone who thrives under pressure and loves a challenge
๐ค A self-starter with excellent problem-solving skills
๐ A tech enthusiast whoโs experienced with remote collaboration and agile methodologies
This isnโt just another job โ itโs an opportunity to create, innovate, and leave your mark on the tech world.
๐ก If this sounds like you, letโs talk! Apply now or share with someone who fits this description.
๐ฉ admin@aredgroup.com
If You Are a Software Developer, Keep This in Mind
1. Keep It Simple
Complexity is your enemy. Write code thatโs easy to understand and maintain.
2.Focus on User Needs
Always think about the end-user. Build software that solves real problems.
3. Test Early, Test Often
Testing is not an option. Catch bugs early by writing tests and using automation tools.
4. Write Clear Code
Make sure your code is easy to read and understand for others (and your future self).
5. Document Your Code
Well-documented code saves time and helps others understand your work.
6. Modularize Your Code
Break your code into smaller, reusable parts. Itโs easier to manage and update.
7. Keep Learning
Technology changes fast. Stay curious and keep up with new tools and best practices.
1. Keep It Simple
Complexity is your enemy. Write code thatโs easy to understand and maintain.
2.Focus on User Needs
Always think about the end-user. Build software that solves real problems.
3. Test Early, Test Often
Testing is not an option. Catch bugs early by writing tests and using automation tools.
4. Write Clear Code
Make sure your code is easy to read and understand for others (and your future self).
5. Document Your Code
Well-documented code saves time and helps others understand your work.
6. Modularize Your Code
Break your code into smaller, reusable parts. Itโs easier to manage and update.
7. Keep Learning
Technology changes fast. Stay curious and keep up with new tools and best practices.
Remote Jobs at Sportserve
1. Software Development Manager
2. Fraud and Risk Analyst/Associate
3. Web3 Full Stack Developer (NodeJS & VueJS)
4. Senior Fullstack Developer (React, NextJS, NodeJS)
5. DevOps Full Stack Developer (Web3)
6. IT Incident Manager
Apply Here: https://kenyatrends.co.ke/remote-jobs-at-sportserve/
1. Software Development Manager
2. Fraud and Risk Analyst/Associate
3. Web3 Full Stack Developer (NodeJS & VueJS)
4. Senior Fullstack Developer (React, NextJS, NodeJS)
5. DevOps Full Stack Developer (Web3)
6. IT Incident Manager
Apply Here: https://kenyatrends.co.ke/remote-jobs-at-sportserve/
KenyaTrends.co.ke
Remote Jobs at Sportserve - Kenya Trends
Sportserve forms part of a remarkable group of B2C sports betting and B2B sportsbook technology companies, focused on delivering first class sports
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SQL For Data Science Cheat Sheet Here: [DataCamp]
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jQuery Cheat Sheet Here:
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Python Cheat Sheet Here:
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JavaScript Cheat Sheet
https://t.me/TechPsyche/136
Rust Cheat Sheet
https://t.me/TechPsyche/137
SQL Cheat Sheet Here: [Geeks for Geeks]
https://t.me/TechPsyche/138
SQL For Data Science Cheat Sheet Here: [DataCamp]
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Some useful PYTHON libraries for data science
NumPy stands for Numerical Python. The most powerful feature of NumPy is n-dimensional array. This library also contains basic linear algebra functions, Fourier transforms, advanced random number capabilities and tools for integration with other low level languages like Fortran, C and C++
SciPy stands for Scientific Python. SciPy is built on NumPy. It is one of the most useful library for variety of high level science and engineering modules like discrete Fourier transform, Linear Algebra, Optimization and Sparse matrices.
Matplotlib for plotting vast variety of graphs, starting from histograms to line plots to heat plots.. You can use Pylab feature in ipython notebook (ipython notebook โpylab = inline) to use these plotting features inline. If you ignore the inline option, then pylab converts ipython environment to an environment, very similar to Matlab. You can also use Latex commands to add math to your plot.
Pandas for structured data operations and manipulations. It is extensively used for data munging and preparation. Pandas were added relatively recently to Python and have been instrumental in boosting Pythonโs usage in data scientist community.
Scikit Learn for machine learning. Built on NumPy, SciPy and matplotlib, this library contains a lot of efficient tools for machine learning and statistical modeling including classification, regression, clustering and dimensionality reduction.
Statsmodels for statistical modeling. Statsmodels is a Python module that allows users to explore data, estimate statistical models, and perform statistical tests. An extensive list of descriptive statistics, statistical tests, plotting functions, and result statistics are available for different types of data and each estimator.
Seaborn for statistical data visualization. Seaborn is a library for making attractive and informative statistical graphics in Python. It is based on matplotlib. Seaborn aims to make visualization a central part of exploring and understanding data.
Bokeh for creating interactive plots, dashboards and data applications on modern web-browsers. It empowers the user to generate elegant and concise graphics in the style of D3.js. Moreover, it has the capability of high-performance interactivity over very large or streaming datasets.
Blaze for extending the capability of Numpy and Pandas to distributed and streaming datasets. It can be used to access data from a multitude of sources including Bcolz, MongoDB, SQLAlchemy, Apache Spark, PyTables, etc. Together with Bokeh, Blaze can act as a very powerful tool for creating effective visualizations and dashboards on huge chunks of data.
Scrapy for web crawling. It is a very useful framework for getting specific patterns of data. It has the capability to start at a website home url and then dig through web-pages within the website to gather information.
SymPy for symbolic computation. It has wide-ranging capabilities from basic symbolic arithmetic to calculus, algebra, discrete mathematics and quantum physics. Another useful feature is the capability of formatting the result of the computations as LaTeX code.
Requests for accessing the web. It works similar to the the standard python library urllib2 but is much easier to code. You will find subtle differences with urllib2 but for beginners, Requests might be more convenient.
Additional libraries, you might need:
os for Operating system and file operations
networkx and igraph for graph based data manipulations
regular expressions for finding patterns in text data
BeautifulSoup for scrapping web. It is inferior to Scrapy as it will extract information from just a single webpage in a run.
NumPy stands for Numerical Python. The most powerful feature of NumPy is n-dimensional array. This library also contains basic linear algebra functions, Fourier transforms, advanced random number capabilities and tools for integration with other low level languages like Fortran, C and C++
SciPy stands for Scientific Python. SciPy is built on NumPy. It is one of the most useful library for variety of high level science and engineering modules like discrete Fourier transform, Linear Algebra, Optimization and Sparse matrices.
Matplotlib for plotting vast variety of graphs, starting from histograms to line plots to heat plots.. You can use Pylab feature in ipython notebook (ipython notebook โpylab = inline) to use these plotting features inline. If you ignore the inline option, then pylab converts ipython environment to an environment, very similar to Matlab. You can also use Latex commands to add math to your plot.
Pandas for structured data operations and manipulations. It is extensively used for data munging and preparation. Pandas were added relatively recently to Python and have been instrumental in boosting Pythonโs usage in data scientist community.
Scikit Learn for machine learning. Built on NumPy, SciPy and matplotlib, this library contains a lot of efficient tools for machine learning and statistical modeling including classification, regression, clustering and dimensionality reduction.
Statsmodels for statistical modeling. Statsmodels is a Python module that allows users to explore data, estimate statistical models, and perform statistical tests. An extensive list of descriptive statistics, statistical tests, plotting functions, and result statistics are available for different types of data and each estimator.
Seaborn for statistical data visualization. Seaborn is a library for making attractive and informative statistical graphics in Python. It is based on matplotlib. Seaborn aims to make visualization a central part of exploring and understanding data.
Bokeh for creating interactive plots, dashboards and data applications on modern web-browsers. It empowers the user to generate elegant and concise graphics in the style of D3.js. Moreover, it has the capability of high-performance interactivity over very large or streaming datasets.
Blaze for extending the capability of Numpy and Pandas to distributed and streaming datasets. It can be used to access data from a multitude of sources including Bcolz, MongoDB, SQLAlchemy, Apache Spark, PyTables, etc. Together with Bokeh, Blaze can act as a very powerful tool for creating effective visualizations and dashboards on huge chunks of data.
Scrapy for web crawling. It is a very useful framework for getting specific patterns of data. It has the capability to start at a website home url and then dig through web-pages within the website to gather information.
SymPy for symbolic computation. It has wide-ranging capabilities from basic symbolic arithmetic to calculus, algebra, discrete mathematics and quantum physics. Another useful feature is the capability of formatting the result of the computations as LaTeX code.
Requests for accessing the web. It works similar to the the standard python library urllib2 but is much easier to code. You will find subtle differences with urllib2 but for beginners, Requests might be more convenient.
Additional libraries, you might need:
os for Operating system and file operations
networkx and igraph for graph based data manipulations
regular expressions for finding patterns in text data
BeautifulSoup for scrapping web. It is inferior to Scrapy as it will extract information from just a single webpage in a run.