This document provides an introduction to web scraping using Python. It discusses what web scraping is, the need for it, and its basic workflow. Popular libraries for web scraping with Python are Beautiful Soup, Selenium, Pandas, and Scrapy. Python is a good choice for web scraping due to its ease of use, large library collection, and ability to perform tasks with small amounts of code. The document demonstrates scraping a movie review website and extracting name, price, and rating data to store in a CSV file. Advantages of web scraping include low cost and maintenance while limitations include difficulties analyzing data and speed issues due to site policies.
This document introduces Django, an open-source Python web framework. It discusses what Django is, why it is useful for building dynamic web applications, and some of its key features like automatic admin interfaces and convention over configuration. The document then provides a tutorial on basic Django components like models, urls, views and templates. It concludes by listing additional Django resources and information about Usware Technologies, the company presenting.
This document provides an overview and introduction to Django Girls training on Django and web development. It covers the following key points:
- Django is a Python web framework that makes building websites faster and easier. It includes components that handle common tasks like database access.
- The tutorial will teach you to build a simple blog application. By the end, you will have a working blog that you can deploy for others to see online.
- It introduces important concepts like how the internet works, what the command line is, what Django is, why frameworks are useful, and how requests are handled in Django.
- It provides instructions on installing Django and setting up a development environment with a virtual environment and SQLite database.
› Django is a Python-based web framework that allows for rapid development of web applications. It handles common tasks like database abstraction, forms, sessions, site maps, and administration interfaces out of the box. Django emphasizes reusability and modularity through reusable apps and a MTV (model-template-view) pattern that encourages DRY (Don't Repeat Yourself) principles. Popular sites like Instagram and Pinterest use Django for its flexibility and productivity.
The document provides an overview of the Django web framework's documentation. It outlines the essential documentation sections for getting started, including the Django overview, installation guide, tutorial, and FAQs. It also describes the reference sections that cover various Django features like models, templates, forms, testing, and add-ons. The document recommends reading the essential documentation first before exploring the other reference sections as needed.
The document is a project report submitted to Bharati Vidyapeeth University by Akash Raj guru. It contains information on three web development frameworks - Django, QT, and Web2py. For the Django framework section, it provides an introduction to Django including what it is, its prerequisites, downloading and installing Django, creating projects and applications in Django, and building Django applications. It also includes project snapshots and source code for a Django project.
GDD Japan 2009 - Designing OpenSocial Apps For Speed and ScalePatrick Chanezon
Google Developer Days Japan 2009 - Designing OpenSocial Apps For Speed and Scale
Original slides from Arne Roomann-Kurrik & Chris Chabot with a few Zen quotes and references added by me:-)
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Django is a free, open-source Python framework meant to make back-end development easier. It allows developers to design complex, secure, and scalable apps swiftly. So, you have chosen to learn Python or Django You may be already familiar with the language and framework So, MarsDevs presents you with some Django tips and tricks that a beginner developer like you should know! Let’s dig in.
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This document introduces and summarizes Django, an open-source web framework written in Python. It highlights key features of Django, including its automated administration interface, object-relational mapper (ORM), generic views, forms, URL configuration, templates, internationalization support, and built-in user authentication. The document also discusses how Django aims to minimize the time it takes to develop software through automation, reusable apps, and other features. Examples are provided of large sites built with Django to demonstrate its performance and scalability.
The document discusses progressive web apps (PWAs) and outlines key considerations for creating a PWA. It addresses questions around what a PWA is, how to make a website feel like an app, offline functionality, push notifications, and creating a roadmap. Examples from companies that implemented PWAs successfully are provided. The conclusion recommends developing a progressive roadmap that starts with baseline PWA features and builds out functionality over time based on priorities and initiatives.
This document summarizes Jan Jongboom's presentation on building web applications for offline use. Some key points:
1. Only 2.5 billion people out of 7 billion have internet access, so mobile users often don't have a connection. Applications need to work offline.
2. Applications have two parts - the shell (code, UI, assets) and app content (dynamic data). The shell can be cached using the AppCache API to work offline.
3. App content is fetched via AJAX but can be stored in localStorage to serve offline. Path caching pre-fetches related data to improve performance.
4. While AppCache works today, the ServiceWorker API proposed by Google
Django is a high-level Python web framework that encourages rapid development and clean design. It includes many features out of the box like an ORM, migrations, templates, admin site, authentication, forms, validators, caching, and internationalization. Major companies like HP, Instagram, Pinterest, Mozilla, Spotify, and NASA use Django for its ability to build better web apps faster with less code. Django follows a model-template-view structure and uses an elegant URL design pattern.
Django is a high-level Python web framework that encourages rapid development and clean design. It makes building web apps faster with less code by providing models, templates, views, and URL patterns. To build a project, you create a project folder using startproject, then add apps using startapp which contain models, views, and other files. You sync the database, configure URLs and views, then run the development server to view your new app.
There are basically is cloud Authorization Management, Cloud Authorization Management, Cloud Authorization Management, Cloud Authorization Management etc.
JBUG 11 - Django-The Web Framework For Perfectionists With DeadlinesTikal Knowledge
The document discusses Django, an open-source web framework for Python. It highlights how Django can shorten development time for web applications by automating common tasks. It provides examples of how Django handles data modeling, views, templates, and other features out of the box. The document also lists many successful websites built with Django that demonstrate its performance, scalability, and popularity in the developer community.
Django is a high-level Python web framework that encourages rapid development and clean, pragmatic design. It makes building better web apps faster with less code. Django uses models, templates, and views following an MTV pattern instead of MVC. To build a project, you start a project with startproject and then add apps with startapp. Models define the database structure, views handle requests and responses, and templates display content. The database is created and synced using manage.py commands. URLs map requests to views and the development server is run with runserver. The admin interface provides administration tools out of the box.
A Gentle introduction to Web Development & DjangoPRASANNAVENK
I recently delivered a talk on the topic Introduction to Web development and Django at 5 Day Industrial training programme on Free Software organized by Free Software Foundation Tamil Nadu. This is the presentation I created and used for the talk, which is created using HTML5 and reveal.js.
This document provides an overview of a Python full stack course taught by Webnet Computer Institute. The course teaches students to develop web applications using Python, SQL, HTML, CSS, and the Django framework. Python is used for backend processing, SQL is used to maintain data in tables, and HTML and CSS are used for displaying web pages. Django is a web framework that coordinates these components to design full-stack web applications. The course also covers Django projects and tutorials related to building web applications using the Django framework.
Company Visitor Management System Report.docxfantabulous2024
The document provides an overview of a Company Visitor Management System project. It includes sections on the project introduction, modules, requirements, analysis and design, database tables, implementation, evaluation, and conclusion. The system is a web-based application built with Python, Django, and MySQL to more effectively manage and track company visitors through features like adding visitors, generating reports, and password recovery/management. UML diagrams including use cases, classes, entities, and data flow are included to visualize the system design.
The document discusses and compares 13 of the top web scraping tools. It provides details on the features, pricing, and ease of use for each tool. Some of the top tools mentioned include Scrape.do, Scrapingdog, Newsdata.io, AvesAPI, ParseHub, Diffbot, Octoparse, ScrapingBee, BrightData, Grepsr, Scraper API, Scrapy, and Import.io. Web scraping tools allow users to extract structured data and content from websites in an automated manner.
C3 2012 Inside the Searchlight API - Dan CristoConductor
The document discusses automating SEO tasks using the Searchlight API. It outlines how a typical manual SEO workflow can be automated, including performing technical audits, researching keywords, developing strategies, and reporting. It provides examples of using the Searchlight API to crawl websites, import keywords from Adwords, track rankings over time, and integrate data into a centralized dashboard. Future enhancements discussed include custom alerts, mobile apps, and gamification to improve data visibility and management.
The document describes several web-based software tools and frameworks developed using JavaScript and PHP. It mentions a cloud operating system for managing call centers and VoIP terminals, as well as applications for human resources management, school management, security information management, SEO and digital marketing campaign management, and more. Many of the tools are described as "100% Web - Rich Internet Applications" built using the ExtJS JavaScript framework.
1. The document describes several web applications and software programs developed using JavaScript frameworks and PHP backends to provide rich internet applications.
2. Examples include a cloud operating system for call centers, human resources management software, school management software, SEO and digital marketing campaign management software, and frameworks for building web services and applications without coding.
3. Advanced features of a "Super Grid" application are outlined, including the ability to generate grids from backend data, local filtering, views with different scenarios, derived formulas, and custom column titles for exporting views.
This document introduces and summarizes Django, an open-source web framework written in Python. It highlights key features of Django, including its automated administration interface, object-relational mapper (ORM), generic views, forms, URL configuration, templates, internationalization support, and built-in user authentication. The document also discusses how Django aims to minimize the time it takes to develop software through automation, reusable apps, and other features. Examples are provided of large sites built with Django to demonstrate its performance and scalability.
The document discusses progressive web apps (PWAs) and outlines key considerations for creating a PWA. It addresses questions around what a PWA is, how to make a website feel like an app, offline functionality, push notifications, and creating a roadmap. Examples from companies that implemented PWAs successfully are provided. The conclusion recommends developing a progressive roadmap that starts with baseline PWA features and builds out functionality over time based on priorities and initiatives.
This document summarizes Jan Jongboom's presentation on building web applications for offline use. Some key points:
1. Only 2.5 billion people out of 7 billion have internet access, so mobile users often don't have a connection. Applications need to work offline.
2. Applications have two parts - the shell (code, UI, assets) and app content (dynamic data). The shell can be cached using the AppCache API to work offline.
3. App content is fetched via AJAX but can be stored in localStorage to serve offline. Path caching pre-fetches related data to improve performance.
4. While AppCache works today, the ServiceWorker API proposed by Google
Django is a high-level Python web framework that encourages rapid development and clean design. It includes many features out of the box like an ORM, migrations, templates, admin site, authentication, forms, validators, caching, and internationalization. Major companies like HP, Instagram, Pinterest, Mozilla, Spotify, and NASA use Django for its ability to build better web apps faster with less code. Django follows a model-template-view structure and uses an elegant URL design pattern.
Django is a high-level Python web framework that encourages rapid development and clean design. It makes building web apps faster with less code by providing models, templates, views, and URL patterns. To build a project, you create a project folder using startproject, then add apps using startapp which contain models, views, and other files. You sync the database, configure URLs and views, then run the development server to view your new app.
There are basically is cloud Authorization Management, Cloud Authorization Management, Cloud Authorization Management, Cloud Authorization Management etc.
JBUG 11 - Django-The Web Framework For Perfectionists With DeadlinesTikal Knowledge
The document discusses Django, an open-source web framework for Python. It highlights how Django can shorten development time for web applications by automating common tasks. It provides examples of how Django handles data modeling, views, templates, and other features out of the box. The document also lists many successful websites built with Django that demonstrate its performance, scalability, and popularity in the developer community.
Django is a high-level Python web framework that encourages rapid development and clean, pragmatic design. It makes building better web apps faster with less code. Django uses models, templates, and views following an MTV pattern instead of MVC. To build a project, you start a project with startproject and then add apps with startapp. Models define the database structure, views handle requests and responses, and templates display content. The database is created and synced using manage.py commands. URLs map requests to views and the development server is run with runserver. The admin interface provides administration tools out of the box.
A Gentle introduction to Web Development & DjangoPRASANNAVENK
I recently delivered a talk on the topic Introduction to Web development and Django at 5 Day Industrial training programme on Free Software organized by Free Software Foundation Tamil Nadu. This is the presentation I created and used for the talk, which is created using HTML5 and reveal.js.
This document provides an overview of a Python full stack course taught by Webnet Computer Institute. The course teaches students to develop web applications using Python, SQL, HTML, CSS, and the Django framework. Python is used for backend processing, SQL is used to maintain data in tables, and HTML and CSS are used for displaying web pages. Django is a web framework that coordinates these components to design full-stack web applications. The course also covers Django projects and tutorials related to building web applications using the Django framework.
Company Visitor Management System Report.docxfantabulous2024
The document provides an overview of a Company Visitor Management System project. It includes sections on the project introduction, modules, requirements, analysis and design, database tables, implementation, evaluation, and conclusion. The system is a web-based application built with Python, Django, and MySQL to more effectively manage and track company visitors through features like adding visitors, generating reports, and password recovery/management. UML diagrams including use cases, classes, entities, and data flow are included to visualize the system design.
The document discusses and compares 13 of the top web scraping tools. It provides details on the features, pricing, and ease of use for each tool. Some of the top tools mentioned include Scrape.do, Scrapingdog, Newsdata.io, AvesAPI, ParseHub, Diffbot, Octoparse, ScrapingBee, BrightData, Grepsr, Scraper API, Scrapy, and Import.io. Web scraping tools allow users to extract structured data and content from websites in an automated manner.
C3 2012 Inside the Searchlight API - Dan CristoConductor
The document discusses automating SEO tasks using the Searchlight API. It outlines how a typical manual SEO workflow can be automated, including performing technical audits, researching keywords, developing strategies, and reporting. It provides examples of using the Searchlight API to crawl websites, import keywords from Adwords, track rankings over time, and integrate data into a centralized dashboard. Future enhancements discussed include custom alerts, mobile apps, and gamification to improve data visibility and management.
The document describes several web-based software tools and frameworks developed using JavaScript and PHP. It mentions a cloud operating system for managing call centers and VoIP terminals, as well as applications for human resources management, school management, security information management, SEO and digital marketing campaign management, and more. Many of the tools are described as "100% Web - Rich Internet Applications" built using the ExtJS JavaScript framework.
1. The document describes several web applications and software programs developed using JavaScript frameworks and PHP backends to provide rich internet applications.
2. Examples include a cloud operating system for call centers, human resources management software, school management software, SEO and digital marketing campaign management software, and frameworks for building web services and applications without coding.
3. Advanced features of a "Super Grid" application are outlined, including the ability to generate grids from backend data, local filtering, views with different scenarios, derived formulas, and custom column titles for exporting views.
DevOps is a solution that brings together development and operations teams to address challenges in the traditional approach where developers want fast changes while operations values stability. DevOps provides benefits like accelerated time-to-market through continuous integration, delivery, and deployment across the application lifecycle. It also allows for technological innovation, business agility, and infrastructure flexibility. Major companies like Apple, Amazon, and eBay introduced DevOps teams to reduce release cycles from months to weeks. DevOps is a journey that requires new skills to be fully realized.
This document provides an overview of Kubernetes concepts including:
- Kubernetes architecture with masters running control plane components like the API server, scheduler, and controller manager, and nodes running pods and node agents.
- Key Kubernetes objects like pods, services, deployments, statefulsets, jobs and cronjobs that define and manage workloads.
- Networking concepts like services for service discovery, and ingress for external access.
- Storage with volumes, persistentvolumes, persistentvolumeclaims and storageclasses.
- Configuration with configmaps and secrets.
- Authentication and authorization using roles, rolebindings and serviceaccounts.
It also discusses Kubernetes installation with minikube, and common networking and deployment
This document discusses Docker, containers, and how Docker addresses challenges with complex application deployment. It provides examples of how Docker has helped companies reduce deployment times and improve infrastructure utilization. Key points covered include:
- Docker provides a platform to build, ship and run distributed applications using containers.
- Containers allow for decoupled services, fast iterative development, and scaling applications across multiple environments like development, testing, and production.
- Docker addresses the complexity of deploying applications with different dependencies and targets by using a standardized "container system" analogous to intermodal shipping containers.
- Companies using Docker have seen benefits like reducing deployment times from 9 months to 15 minutes and improving infrastructure utilization.
This document discusses Docker, containers, and containerization. It begins by explaining why containers and Docker have become popular, noting that modern applications are increasingly decoupled services that require fast, iterative development and deployment to multiple environments. It then discusses how deployment has become complex with diverse stacks, frameworks, databases and targets. Docker addresses this problem by providing a standardized way to package applications into containers that are portable and can run anywhere. The document provides examples of results organizations have seen from using Docker, such as significantly reduced deployment times and increased infrastructure efficiency. It also covers Docker concepts like images, containers, the Dockerfile and Docker Compose.
This 16-day program teaches Java developers how to build microservices using Spring Boot. Participants will learn microservice architecture and design patterns, how to create microservices from scratch using Spring Boot, secure microservices, and deploy microservices on Docker containers to the cloud. Hands-on labs and exercises are included to help developers build RESTful APIs, integrate SQL and NoSQL databases, implement inter-microservice communication, and deploy a sample mini-project.
This 16-day program teaches Java developers how to build microservices using Spring Boot. Participants will learn microservice architecture and design patterns, how to create microservices from scratch using Spring Boot, secure microservices, and deploy microservices on Docker containers to the cloud. Hands-on labs are included to build REST APIs, integrate SQL and NoSQL databases, implement inter-microservice communication, and deploy a sample project using microservices techniques.
AWS is a cloud computing platform that provides on-demand computing resources and services. The key components of AWS include Route 53 (DNS), S3 (storage), EC2 (computing), EBS (storage volumes), and CloudWatch (monitoring). S3 provides scalable object storage, while EC2 allows users to launch virtual servers called instances. An AMI is a template used to launch EC2 instances that defines the OS, apps, and server configuration. Security best practices for EC2 include using IAM for access control and only opening required ports using security groups.
The document discusses how the future job market is changing due to new technologies. It notes that while technology can increase efficiency, many workers may become unemployed unless they update their skills. It outlines several trends that will impact work, such as the rise of contract work, the importance of digital skills and analytics. Critical skills gaps are identified in both technical and management areas. Emerging in-demand jobs are listed like VR/AR architects and data scientists. The conclusion emphasizes that workers must enhance their skills through continuous learning to adapt to an automated future job market.
Kaizen is a Japanese philosophy of continuous improvement involving everyone in an organization. It is based on the idea that all processes can always be improved. Key aspects of Kaizen include focusing on processes, not individuals, using tools like visual controls and charts to identify problems and track improvements, and emphasizing small, incremental changes. Kaizen was influential in Japan's manufacturing success and aims to continuously challenge the status quo through team-based problem solving.
The document provides instructions for a hands-on lab on creating a Hudson plugin. The lab includes exercises on:
1) Creating a skeleton Hudson plugin project using Maven.
2) Building and running the plugin project in NetBeans to see it installed and functioning on a test Hudson server.
3) Exploring how the plugin extends the "Builder" extension point to add a custom "HelloBuilder" that prints a message.
Microsoft AI Nonprofit Use Cases and Live Demo_2025.04.30.pdfTechSoup
In this webinar we will dive into the essentials of generative AI, address key AI concerns, and demonstrate how nonprofits can benefit from using Microsoft’s AI assistant, Copilot, to achieve their goals.
This event series to help nonprofits obtain Copilot skills is made possible by generous support from Microsoft.
What You’ll Learn in Part 2:
Explore real-world nonprofit use cases and success stories.
Participate in live demonstrations and a hands-on activity to see how you can use Microsoft 365 Copilot in your own work!
Revitalizing a high-volume, underperforming Salesforce environment requires a structured, phased plan. The objective for company is to stabilize, scale, and future-proof the platform.
Here presenting various improvement techniques that i learned over a decade of experience
Scaling GraphRAG: Efficient Knowledge Retrieval for Enterprise AIdanshalev
If we were building a GenAI stack today, we'd start with one question: Can your retrieval system handle multi-hop logic?
Trick question, b/c most can’t. They treat retrieval as nearest-neighbor search.
Today, we discussed scaling #GraphRAG at AWS DevOps Day, and the takeaway is clear: VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval.
GraphRAG builds a knowledge graph from source documents, allowing for a deeper understanding of the data + higher accuracy.
Societal challenges of AI: biases, multilinguism and sustainabilityJordi Cabot
Towards a fairer, inclusive and sustainable AI that works for everybody.
Reviewing the state of the art on these challenges and what we're doing at LIST to test current LLMs and help you select the one that works best for you
Mastering OOP: Understanding the Four Core PillarsMarcel David
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Dive into the essential concepts of Object-Oriented Programming (OOP) with a detailed explanation of its four key pillars: Encapsulation, Inheritance, Polymorphism, and Abstraction. Understand how these principles contribute to robust, maintainable, and scalable software development.
Join Ajay Sarpal and Miray Vu to learn about key Marketo Engage enhancements. Discover improved in-app Salesforce CRM connector statistics for easy monitoring of sync health and throughput. Explore new Salesforce CRM Synch Dashboards providing up-to-date insights into weekly activity usage, thresholds, and limits with drill-down capabilities. Learn about proactive notifications for both Salesforce CRM sync and product usage overages. Get an update on improved Salesforce CRM synch scale and reliability coming in Q2 2025.
Key Takeaways:
Improved Salesforce CRM User Experience: Learn how self-service visibility enhances satisfaction.
Utilize Salesforce CRM Synch Dashboards: Explore real-time weekly activity data.
Monitor Performance Against Limits: See threshold limits for each product level.
Get Usage Over-Limit Alerts: Receive notifications for exceeding thresholds.
Learn About Improved Salesforce CRM Scale: Understand upcoming cloud-based incremental sync.
Exceptional Behaviors: How Frequently Are They Tested? (AST 2025)Andre Hora
Exceptions allow developers to handle error cases expected to occur infrequently. Ideally, good test suites should test both normal and exceptional behaviors to catch more bugs and avoid regressions. While current research analyzes exceptions that propagate to tests, it does not explore other exceptions that do not reach the tests. In this paper, we provide an empirical study to explore how frequently exceptional behaviors are tested in real-world systems. We consider both exceptions that propagate to tests and the ones that do not reach the tests. For this purpose, we run an instrumented version of test suites, monitor their execution, and collect information about the exceptions raised at runtime. We analyze the test suites of 25 Python systems, covering 5,372 executed methods, 17.9M calls, and 1.4M raised exceptions. We find that 21.4% of the executed methods do raise exceptions at runtime. In methods that raise exceptions, on the median, 1 in 10 calls exercise exceptional behaviors. Close to 80% of the methods that raise exceptions do so infrequently, but about 20% raise exceptions more frequently. Finally, we provide implications for researchers and practitioners. We suggest developing novel tools to support exercising exceptional behaviors and refactoring expensive try/except blocks. We also call attention to the fact that exception-raising behaviors are not necessarily “abnormal” or rare.
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Adobe Lightroom Classic is a desktop-based software application for editing and managing digital photos. It focuses on providing users with a powerful and comprehensive set of tools for organizing, editing, and processing their images on their computer. Unlike the newer Lightroom, which is cloud-based, Lightroom Classic stores photos locally on your computer and offers a more traditional workflow for professional photographers.
Here's a more detailed breakdown:
Key Features and Functions:
Organization:
Lightroom Classic provides robust tools for organizing your photos, including creating collections, using keywords, flags, and color labels.
Editing:
It offers a wide range of editing tools for making adjustments to color, tone, and more.
Processing:
Lightroom Classic can process RAW files, allowing for significant adjustments and fine-tuning of images.
Desktop-Focused:
The application is designed to be used on a computer, with the original photos stored locally on the hard drive.
Non-Destructive Editing:
Edits are applied to the original photos in a non-destructive way, meaning the original files remain untouched.
Key Differences from Lightroom (Cloud-Based):
Storage Location:
Lightroom Classic stores photos locally on your computer, while Lightroom stores them in the cloud.
Workflow:
Lightroom Classic is designed for a desktop workflow, while Lightroom is designed for a cloud-based workflow.
Connectivity:
Lightroom Classic can be used offline, while Lightroom requires an internet connection to sync and access photos.
Organization:
Lightroom Classic offers more advanced organization features like Collections and Keywords.
Who is it for?
Professional Photographers:
PCMag notes that Lightroom Classic is a popular choice among professional photographers who need the flexibility and control of a desktop-based application.
Users with Large Collections:
Those with extensive photo collections may prefer Lightroom Classic's local storage and robust organization features.
Users who prefer a traditional workflow:
Users who prefer a more traditional desktop workflow, with their original photos stored on their computer, will find Lightroom Classic a good fit.
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Avast Premium Security is a paid subscription service that provides comprehensive online security and privacy protection for multiple devices. It includes features like antivirus, firewall, ransomware protection, and website scanning, all designed to safeguard against a wide range of online threats, according to Avast.
Key features of Avast Premium Security:
Antivirus: Protects against viruses, malware, and other malicious software, according to Avast.
Firewall: Controls network traffic and blocks unauthorized access to your devices, as noted by All About Cookies.
Ransomware protection: Helps prevent ransomware attacks, which can encrypt your files and hold them hostage.
Website scanning: Checks websites for malicious content before you visit them, according to Avast.
Email Guardian: Scans your emails for suspicious attachments and phishing attempts.
Multi-device protection: Covers up to 10 devices, including Windows, Mac, Android, and iOS, as stated by 2GO Software.
Privacy features: Helps protect your personal data and online privacy.
In essence, Avast Premium Security provides a robust suite of tools to keep your devices and online activity safe and secure, according to Avast.
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Wondershare Filmora is a video editing software and app designed for both beginners and experienced users. It's known for its user-friendly interface, drag-and-drop functionality, and a wide range of tools and features for creating and editing videos. Filmora is available on Windows, macOS, iOS (iPhone/iPad), and Android platforms.
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"YouTube by Click" likely refers to the ByClick Downloader software, a video downloading and conversion tool, specifically designed to download content from YouTube and other video platforms. It allows users to download YouTube videos for offline viewing and to convert them to different formats.
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Mastering Fluent Bit: Ultimate Guide to Integrating Telemetry Pipelines with ...Eric D. Schabell
It's time you stopped letting your telemetry data pressure your budgets and get in the way of solving issues with agility! No more I say! Take back control of your telemetry data as we guide you through the open source project Fluent Bit. Learn how to manage your telemetry data from source to destination using the pipeline phases covering collection, parsing, aggregation, transformation, and forwarding from any source to any destination. Buckle up for a fun ride as you learn by exploring how telemetry pipelines work, how to set up your first pipeline, and exploring several common use cases that Fluent Bit helps solve. All this backed by a self-paced, hands-on workshop that attendees can pursue at home after this session (https://o11y-workshops.gitlab.io/workshop-fluentbit).
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Adobe Photoshop Lightroom is a photo editing and organization software application primarily used by photographers. It's designed to streamline workflows, manage large photo collections, and make adjustments to images in a non-destructive way. Lightroom is available across various platforms, including desktop, mobile (iOS and Android), and web, allowing for consistent editing and organization across devices.
Proactive Vulnerability Detection in Source Code Using Graph Neural Networks:...Ranjan Baisak
As software complexity grows, traditional static analysis tools struggle to detect vulnerabilities with both precision and context—often triggering high false positive rates and developer fatigue. This article explores how Graph Neural Networks (GNNs), when applied to source code representations like Abstract Syntax Trees (ASTs), Control Flow Graphs (CFGs), and Data Flow Graphs (DFGs), can revolutionize vulnerability detection. We break down how GNNs model code semantics more effectively than flat token sequences, and how techniques like attention mechanisms, hybrid graph construction, and feedback loops significantly reduce false positives. With insights from real-world datasets and recent research, this guide shows how to build more reliable, proactive, and interpretable vulnerability detection systems using GNNs.
4. Web Scraping
Web Scraping is a process of extracting information from a website or internet. Web scraping is one of
the most important techniques of data extraction from internet. It allows the extraction of unstructured
data from websites and convert it into structured data.
BASIC STEPS FOR WEB SCRAPING
Select
website
Authenticate
Generate
request
Process
Information
5. Web Scraping Applications
Web Scraping plays a major role in data extraction that helps in business Improvements. At present, a
website to any business is mandatory. This explains the importance of web scraping in information
extraction
Let’s see some of the applications of web scraping.
Data
Scienc
e
E-
Commerce
Sales
Finance
Web
Scrapping
Applications
Marketing
6. Different Methods of Web Scraping
There are different methods to extract information from websites. Authentication is an important aspect
for web scraping and every website has some restrictions for their content extraction.
Web scraping focuses on extracting data such as product costs, weather data, pollution check, criminal
data, stock price movements etc,. in our local database for analysis.
Copying
API
Keys
Socket
Programming
7. Web Scraping in Python
Python is one of the favorite languages for web scraping. Web scraping can be used for data analysis
when we have to analyze information from a website
The important libraries in Python that assists us in web scraping are:
Allows to scrape information from website in simple
steps.
Beautiful
Soup
Web scraping and automation
tool
Mechanize
8. Beautiful Soup Installation Steps
Execute conda install –c anaconda beautifulsoup4 in anaconda prompt
or
Execute pip install beautifulsoup4 in command prompt
Installation
starts
here
13. Do it yourself: Web Scraping Using Beautiful Soup
pip install beautifulsoup4
from urllib.request import urlopen
from bs4 import BeautifulSoup
url="https://timesofindia.com"
html=urlopen(url)
s=BeautifulSoup(html, 'lxml')
type(s)
title=s.title
title
text=s.get_text()
s.text
s.find_all('a')
links=s.find_all('a')
for link in links:
print(link.get("href"))
15. Django
Django is a high-level, popular Python framework for web development. Access to Django is
free & open source. Django is open-source and web apps can be created with less code. As a
framework, it is used for backend and front-end web development.
Fast Secure Scalable
17. Important Attributes of Django
• A web browser is an interface for URL.
• A URL is the web address and the act of assigning functions to url is called
mapping.
• Django template is simply a text document or a Python string marked-
up using the Django template language. All the html files are stored in
templates.
• Static folder is used to store other CSS files, java files , images etc.
• Functions related to web apps are written inside view. It also renders
content to templates, puts information into model and gets information
from databases.
18. Important Attributes of Django
• Form fetches data from HTML form and helps connect to the model.
• Model is information about the object structure stored in a database. It
contains essential fields and data behavior. Information can be directly
edited in the database.
• Django automatically looks for an admin module in each application and
imports it. Registration of object in model is done through admin, which is
the mandatory first step for database management.
• Database is the collection of data at backend.
22. Which of the following is a web scraping library in
Python?
a. Beautiful Soup
b. Pandas
c. Numpy
d. None of the above
Knowledge
Check
1
23. Which of the following is a web scraping library in Python?
a. Beautiful Soup
b. Pandas
c. Numpy
d. None of the above
Knowledge
Check
1
The correct answer is a
Beautiful Soup is for web scraping, Pandas for data analysis, and Numpy for numerical
analysis.
25. Knowledge
Check
2
Data extraction is the most important aspect of web
scraping.
The correct answer is b
Web scraping means extracting information from a URL. So, data extraction is the most important aspect of
web scraping.
a. False
b. True
26. In Python, a=BeautifulSoup() is an expression, where a/an is
a. A constructor
b. An object
c. A class
d. A value returning function
Knowledge
Check
3
27. In Python, a=BeautifulSoup() is an expression, where a/an is
a. A constructor
b. An object
c. A class
d. A value returning function
Knowledge
Check
3
The correct answer is b
a is an object created using
BeautifulSoup().
28. What is the role of render_to_response method in Django?
a. Generating web response
b. Rendering data from
web
c. Rendering an HTML response
d. None of above
Knowledge
Check
4
29. What is the role of render_to_response method in Django?
a. Generating web response
b. Rendering data from
web
c. Rendering an HTML response
d. None of above
Knowledge
Check
4
The correct answer is c
In Django, render_to_response method is used to easily render an HTML
response.
30. Key Takeaways
Web scraping is a method of extracting information from a
URL.
Beautiful Soup is one of the simplest and most useful web
scraping libraries in Python.
Django is a high-level web framework used for web
development in Python.