Hire the best Python Consultants in Dera Ghazi Khan, PK

Check out Python Consultants in Dera Ghazi Khan, PK with the skills you need for your next job.
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  • $30 hourly
    Hi! I am creative Python developer interested in solving problems. I've worked on Python web development and flutter but from last three years working on web automation and scrapping and I am comfortable to work with NodeJs libraries for data extraction. I can also create script/programs to create pdf files or extract data form pdf files I'm best at following: Web automation Web Scrapping Visualization Data analysis Scrappy Selenium Python I have been working as a freelancer from last 6+ years on different platform. If you want someone passionate to work on your projects. Send me a message :)
    vsuc_fltilesrefresh_TrophyIcon Python
    Data Processing
    Automated Testing
    Document Conversion
    Web Crawling
    Data Mining
    HTML
    PDF Conversion
    ETL Pipeline
    pandas
    Python-Requests
    Data Scraping
    Python Script
  • $40 hourly
    I have been working in IT industry from last 12 years. I have worked on various positions from tech to a project manager in different technologies including web and mobile apps development. My hand on experience is in node.js, Mean Stack, Mern Stack, PHP & its frameworks. I am also a devOps engineer. I also offer solutions to different industries like health, food, education and Human Resources. Recently I started working on Upwork and looking forward to get some good commitments. Thanks
    vsuc_fltilesrefresh_TrophyIcon Python
    PostgreSQL
    Laravel
    CodeIgniter
    ExpressJS
    MEAN Stack
    DevOps
    MVC Framework
    MERN Stack
    Web Application
    Node.js
    React
    TypeScript
    PHP
    MongoDB
  • $20 hourly
    Hey! I am a motivated PHP/Laravel developer with a passion for clean, well-written code. My goal is to develop excellent products with perfect quality and appealing performance. My core technologies include: ✔ PHP (OOP) ✔ Laravel framework ✔ REST APIs integration ✔ MySQL ✔ HTML/CSS/SASS/Bootstrap ✔ Vue.js/React ✔ Git My Automation technologies include: ⦁ Python Programming ⦁ Algorithm and Data Structures ⦁ Data Manipulation (Excel, CSV, image files) ⦁ Data Cleansing ⦁ Data Extraction ⦁ Extract Transform and Load Data (Fetch from the website, cleanse it, and load it in the database) ⦁ Web Scraping ⦁ Bot and Automation I'm always open to challenging tasks as they help improve my skills and gain extra knowledge in different spheres.
    vsuc_fltilesrefresh_TrophyIcon Python
    MongoDB
    Flask
    TypeScript
    Selenium WebDriver
    Node.js
    JavaScript
    Django
    MySQL
    React
    Vue.js
    Data Mining
    Laravel
    PHP
    Python-Requests
    Beautiful Soup
    Selenium
  • $15 hourly
    My experience: 7+ years of full-stack development experience. 7+ years of PHP Laravel experience. 5+ years of Python/Django/Flask experience. 5+ years of JavaScript, React.JS, Vue.JS, and Svelte.JS experience. 4+ years of DevOps experience with AWS, Docker, Terraform, and other tech stacks.
    vsuc_fltilesrefresh_TrophyIcon Python
    pandas
    CSS
    Angular
    Django
    Back-End Development
    Front-End Development
    JavaScript
    PHP
    Laravel
  • $8 hourly
    Hey there! I'm a skilled developer with expertise in various cool things like making websites, desktop apps and mobile applications. I know all about DevOps tools like Docker, Kubernetes, and Jenkins. When it comes to programming, I'm your go-to person for Python, C, C++, rust, Go, assembly language and Dart. I'm also familiar with frameworks like Flutter, Django, Fast API, and Flask. If you need help with cloud platforms, I've got you covered with my knowledge of AWS. I specialize in building awesome mobile and desktop apps that work smoothly on different devices. If you're planning to start your own online store, I can help you set up and customize your Shopify shop. I can even write special scripts to make it do cool things! As a virtual assistant, I can automate tasks on your computer and provide support for programs like MS Office. If you're having trouble with bugs or testing, I can fix that too! Data is important, and I'm skilled at recovering lost data from mobile devices and computers. I can even clean up images and integrate APIs to make your apps even better. I'm really good at solving complex problems and working with data structures and algorithms. But most importantly, I believe in clear and regular communication. I value my clients and will always be there to help you out! Let's work together on your next project or tackle any technical challenges you have. I'm here for you every step of the way!
    vsuc_fltilesrefresh_TrophyIcon Python
    Shopify
    Flutter
    Virtual Assistance
    AI Mobile App Development
    Linux System Administration
    Desktop Application
    Flutter Stack
    Data Structure
    Mobile App Development
    API Development
    Rust
    Python Script
    C
    API Integration
  • $4 hourly
    As a full-time web scraping, data scraping, and data mining consultant, I specialize in web scraping, crawling, data scraping, and indexing web pages. I have worked on projects involving automation and website scraping, crawling, data scraping, and exporting data to various data formats. When working with me, you can expect the following: ✔ I will only work on projects that I am confident I can deliver 100%. ✔ My work will be of the highest quality, and I always go above and beyond to exceed client expectations. ✔I will provide smart suggestions on how to increase results/revenue and decrease costs. ✔I take full responsibility for tasks/projects I work on and communicate progress clearly and regularly. ✔I am reliable and have a quick turnaround time for requests and queries. ✔I have excellent written and verbal English skills, so there will be no communication issues. ✔I have a good sense of humor and make the working process enjoyable. I have expertise in the following technologies: Python, Selenium, Requests, Beautifulsoup, web scraping, web crawling, automation, bots, scrapers, and spiders I am passionate about my work and strive to provide my clients with the best service possible. If you are looking for a reliable, experienced, and talented web scraping consultant, look no further. Best, Tanzeel
    vsuc_fltilesrefresh_TrophyIcon Python
    Automation
    Data Analysis
    Microsoft Excel
    Data Entry
    Scrapy
    Selenium
    List Building
    Lead Generation
    Prospect List
    Web Crawling
    Web Scraping
    Data Mining
    Data Extraction
    Data Scraping
  • $10 hourly
    My name is Muhammad Sohail. I am specialized in Machine Learning, Lead generation and Deep Learning. My technical skills are Python, Lead generator, Virtual Assistant. I often process more than 100 million big data with Python, so I am good at optimizing codes and data processing methods when meet the problems of time limit and memory resources limit. I am good to find best b2b leads for your company. Provide the 100% verified Leads. I build features and models for Recommendation system to improve the CTR and get top N recommended products for users. Some of my projects experience: ● Analysed users and products history data, based on Wide&Deep model to built financial product recommendation system for a bank, which leading to 5% increase on user’s clicking rate and 7% increase on product trades in a month. ● Predict the price of products, according to different cities price and products features, 72% different produces’ price are in the right range, which as a reasonable reference for company. ● Based on LightGBM, built nearby products recommender system which helped users choose the preference products, rose up 3% amounts of orders. ● Processed time series data, and based on LSTM model for time series predict, which can predict the future values. ● 70k USA Leads find using seamless tool Skills: ☆ Python: Pandas, Numpy, Scikit-Learn, Tensorflow, Keras, Matplotlib, Seaborn ... ☆B2B Lead Generation ☆ Big Data : Pyspark, Hive, Scala ☆ Machine Learning: Random Forest, Xgboost, LightGBM, Catboost, LR, Kmeans ... ☆ Deep Learning: RNN, LSTM, Wide&Deep, DIN ... ☆LinkedIn Lead Generation ☆List Building ☆Email finding ☆Web Research ☆ Data Analysis ☆ SQL ☆Virtual Assistant
    vsuc_fltilesrefresh_TrophyIcon Python
    Email Campaign
    List Building
    Email List
    Apollo.io
    Web Crawling
    Data Analysis
    Web Scraping
    Python Script
    Data Extraction
    Data Science
    Data Mining
    LinkedIn Lead Generation
    B2B Lead Generation
    Machine Learning
  • $30 hourly
    Are you looking for someone to DEVELOP PROVEN MARKETING STRATEGIES 📈 for your B2B, B2C businesses, or someone to IMPLEMENT those marketing strategies to SKY-ROCKET 🚀 your LEAD GENERATION, SALES, and GROWTH?🔥 Then You are AT THE RIGHT PLACE! ✅ I'm a DIGITAL MARKETING PRO providing MY SERVICES related to: 👉 Brand Positioning 👉 Lead Generation 👉 Advertising Strategy 👉 Marketing Automation 👉 Growth Strategy 👉 Customer Acquisition Strategy, & MORE! My Core Skills are: ✅ Social Media Management (Facebook, Instagram, Twitter, LinkedIn) ✅ Social Media Marketing (Facebook, Instagram, Twitter, LinkedIn Ads) ✅ Search Engine Marketing (Google, Youtube, Bing Ads) ✅ Email Marketing ✅ Content Marketing and Advertising, ✅ Content Writing (SEO based) The Marketing Related Tools that I am EXPERT at INCLUDE: ✅ CRM - GoHighLevel ✅ Funnel Builders - (LeadPages, Samcart, ClickFunnels, GHL Funnel Builder, Ecwid) ✅ Website Designs and Setup - (WordPress, Wix, Weebly, Shopify, Ecwid, GHL Website Builder) ✅ Email Marketing - (MailChimp, ConverterKit, Get Response, etc.) ✅ Spyfu, AnswerThePublic, & MORE! Other than the Marketing Tools, I'm also HANDY with: ✅ Project Management Tools (Wrike, Monday, ClickUp, Asana, etc.) ✅ Graphic Designing Tools (Canva) ✅ Data Acquisition Tools (Content Snare) ✅ Integration Tools (Zapier) ✅ Data Management Tools (Google Drives, Google Docs, Google Sheets, etc.) ✅ Sensitive Data Sharing Tools (LastPass, DashLane) & MORE! You will find me: ✅ Professional ✅ Efficient ✅ Responsive ✅ Diligent ✅ Enthusiastic Learner ✅ a Go-To person for most of your marketing needs. If you really want your business to get work for you or want PROFESSIONAL DIGITAL MARKETING SOLUTIONS, let's work together.
    vsuc_fltilesrefresh_TrophyIcon Python
    MySQL Programming
    Local SEO
    SEO Backlinking
    WordPress Plugin
    WordPress
    Web Design Plugin
    WordPress Theme
  • $30 hourly
    Masters in Electrical Engineering and Micromasters in IoT via EdX. I am working in the Embedded IoT domain as a Software/IoT solutions Developer. I have expertise in the following languages: - C/C++ - Python - Golang I have worked with multinational corporations and so have a great knowledge of the software development process, best coding practices, etc. Experienced with the Scrum framework and Software development tools like Jira, Confluence, Bitbucket, etc. I enjoy circuit prototyping and PCB designing and have a hardware lab with a large selection of sensors/actuators/components. I mostly use the espressif controllers(ESP8266, ESP32) for IoT devices and Raspberry Pi 4 for Embedded Linux. I mostly use Linux in daily tasks, so I have a lot of experience in shell scripting as well. In the Embedded Linux domain, I have also worked with the Yocto build system. In the Cloud domain, I have worked with the major cloud providers including Azure, AWS, and Google Cloud(GCP).
    vsuc_fltilesrefresh_TrophyIcon Python
    Raspberry Pi
    Linux
    Embedded System
    ESP32
    Amazon Web Services
    Golang
    Internet of Things
  • $10 hourly
    Hi everyone, I'm Mudasir! I can do everything in python. I can do python projects for you. I'm a professional resume writer, graphic designer and Microsoft office expert. I'll make professional resume and cv, and I'll make professional designs of cv and resume. I am a Microsoft Office Expert (in Word, Excel, and PowerPoint) and a Page Layout Designer. I'm experience in professional cv design, resume design Client Satisfaction is the main thing for me. Regular communication is really important to me, so let’s keep in touch! So, Don't hesitate to contact me if you want your job to be done perfectly in the shortest possible time.😁 Thanks for rendering your time. ******Area of expertise******* -Python expert -Programming -Python projects - Resume writing - Cv Writing - Resume Designing - Cv Designing - One Page Resume - One Page Cv - Graphic Design CV - CV Template Design - Resume Template Design - Modern CV - Modern Resume - MS Word Expert - Document Formatting - Template Design - MS Word Document Design - Graphic designing - Logo designing - Photo editor - Poster design - Business card design - Business card Design. - Microsoft Word - Microsoft Excel - Microsoft PowerPoint
    vsuc_fltilesrefresh_TrophyIcon Python
    Brochure Design
    Business Card
    Flyer Design
    Microsoft Word
    Microsoft PowerPoint
    Microsoft Excel
    Microsoft Office
    Versatile Logo Design
    Logo Animation
    Logo Design
    Resume
    Resume Writing
    CV
    Programming Bug Fix
  • $5 hourly
    "I am a seasoned developer specializing in crafting websites tailored for small and medium-sized businesses. My expertise encompasses a wide range of services, including establishing a strong online presence to attract clients, showcasing services effectively. Proficient in a variety of essential technologies, I excel in HTML, CSS 3, Python, Django.
    vsuc_fltilesrefresh_TrophyIcon Python
    HTML
    Django
    API
    Bootstrap
    CSS
  • $20 hourly
    I am a passionate and dedicated mathematician with a strong expertise in data analysis and visualization. Through my academic journey, I have spent years cultivating my analytical skills and developing a deep understanding of mathematical concepts and problem-solving techniques. My love for mathematics has naturally led me to explore its practical applications in the world of data. • I am proficient in handling complex datasets and extracting valuable insights. I thrive on uncovering patterns and trends that empower informed decision-making. • I am adept at creating compelling and intuitive visualizations that communicate complex information in a simple and impactful manner. • I am proficient in utilizing MS Excel, Python, Tableau, Power BI, SQL and R to perform sophisticated data analyses efficiently and create interactive data visualizations and dashboards. Whether you need assistance with data cleaning, statistical analysis, predictive modeling, or creating interactive dashboards, I am here to support you. I believe in understanding the unique requirements of each project and tailoring my approach to deliver the best results. You can count on me to provide well-documented and reproducible analyses, ensuring transparency and ease of communication.
    vsuc_fltilesrefresh_TrophyIcon Python
    Data Analytics
    Data Analysis
    Predictive Analytics
    Mathematics
    Business Analysis
    Microsoft Word
    Analytics Dashboard
    Business Intelligence
    R
    Data Visualization
    SQL
    Tableau
    Microsoft Excel
    Microsoft Power BI
  • $15 hourly
    SUMMARY A Full Stack Developer with 9 years of experience driving performance, reliability and scalability of customer-facing web applications. Effectively led full stack development resulting in 25% faster loading times and improved user experience. Deployed applications to multiple cloud-based production environments, set up and maintained a relational database system, integrated third-party services and created web-based CMSs resulting in quicker information and feature updates.
    vsuc_fltilesrefresh_TrophyIcon Python
    C++
    C#
    Java
    Vue.js
    Next.js
    CMS Development
    Django
    Blockchain
    Solidity
    PHP
    Node.js
    React
    JavaScript
    HTML
  • $20 hourly
    Hello dear, I am currently working as a student of bs data science a field of computer science. I built a machine learning model last two days that tells us the person alive or not in titanic dataset. I also worked to make many algorithms and much of experience in the field of computer science.
    vsuc_fltilesrefresh_TrophyIcon Python
    R
    Database
    Mathematica
    Python Script
    Data Entry
    Data Structure
    Statistical Analysis
    Data Analysis
    Machine Learning Model
    Machine Learning
  • $20 hourly
    Hi, My name's Shahiryar. I have been working in Designing for over four years, including the time on Upwork. These four years of work and experience made me an expert. My Skills: 1. Hard Surface Modeling 2. Game Assets (Environment, Characters, Weapons, etc.) 3. Interior Designing 4. Exterior Designing 5. Exploded product view (animation) 6. Product Visualization 7. Architectural Visualization 8. Character Modeling 9. Rigging and Animation 10. Motion Design 2D and 3D 11. Organic Modeling and a few more. I am very accountable and punctual. Very proficient in Blender. Look to the requirements with full attention and give suggestions accordingly. I am very hard working and get the job done on time. And I love designing. Thank you for reviewing my profile. Contact me so that I could do the hard work for you and you enjoy your life easily. Best regards, Shahiryar
    vsuc_fltilesrefresh_TrophyIcon Python
    Flutter
    React
    JavaFX
    Three.js
    3D Modeling
    3D Rendering
    3D Animation
    Blender
    3D Sculpting
    3D Design
    3D Rigging
    3D Printing
  • $30 hourly
    I 'm a Machine Learning Engineer have 2 years of experience in developing developing classification and object detection model for small and medium businesses. My service is not restricted to this - I can Help! 1) Manage your business task. 2) Deep learning model for you 3) Front end Development (html, css3, bootstrap) 4) Machine learning work (SVM, linear regression, clustering) 5) Virtual assistant for amazon 6) Website OWASP top 10 Vuln testing Communication is an important step in doing business, So lets keep in touch:
    vsuc_fltilesrefresh_TrophyIcon Python
    ASP.NET Web API
    Angular 10
    Kali Linux
    Image Processing
    Microsoft SQL Server
    C#
    CSS
    Deep Neural Network
    TensorFlow
    Bootstrap
    Keras
  • $30 hourly
    👋 Welcome to my Upwork profile! 👋 🚀 About Me 🚀 I am a passionate Python developer with two years of hands-on experience in creating cutting-edge solutions. My journey in the world of programming began as a fascination and has since evolved into a profession that I wholeheartedly love. I have spent these two years refining my skills and pushing the boundaries of what's possible with Python. 💬 Chatbot Specialist 💬 One of my proudest achievements in my coding journey has been mastering the art of chatbot development. Over the last three to four months, I have delved deep into the world of chatbots, particularly with tools like Botpress and Stack AI. Although my journey in this field is relatively new, my commitment and dedication have allowed me to rapidly become proficient. I am confident in my abilities to design, build, and deploy chatbots that deliver meaningful and engaging conversations. 🛠️ My Expertise 🛠️ 🐍 Python: Python is not just a programming language for me; it's a canvas upon which I paint solutions. I have honed my Python skills to be both versatile and robust, allowing me to tackle a wide range of projects. 🤖 Chatbots: Whether you need a chatbot for customer support, lead generation, or just for fun, I can create a custom chatbot tailored to your needs using tools like Botpress and Stack AI. 🌐 Web Development: I have experience in web development, which means I can build the backend infrastructure to support your chatbot or integrate it seamlessly into your website. 🔧 Problem-Solving: My passion for coding extends beyond writing code; I'm also a problem solver. I thrive on finding elegant solutions to complex challenges. 🎯 What I Can Offer 🎯 ✅ Innovative Chatbots: I can design and develop chatbots that enhance user experiences, automate processes, and drive engagement. ✅ Custom Solutions: My approach is tailored to your specific needs, ensuring that you receive a unique and effective solution. ✅ Collaboration: I'm a team player and thrive in collaborative environments. Your project's success is my top priority. ✨ Let's Create Something Amazing! ✨ If you're looking for a Python developer who is passionate about creating chatbots that stand out, look no further. I am here to turn your ideas into reality, and together, we can build something amazing. Contact me today, and let's start this exciting journey together!
    vsuc_fltilesrefresh_TrophyIcon Python
    Front-End Development
    Web Development
    Data Science
    Chatbot Development
    Chatbot
  • $15 hourly
    I am a student of software engineering currently in 2nd year of my degree plan. I am proficient in mathematics and programming in C++. I can make assignments related to these subjects. I have a good grip over algebra, calculus, discrete structures, trigonometry and geometry. I can develop desktop applications in C++ including GUI. I have a sound knowledge of object oriented programming and algorithms. I have also worked on developing some video games. I can make 2d video games by hard coding in C++. I am also familiar with Unreal Engine 5. I am also a CAD designer. I can use AutoCAD to create 3d models. I can use make realistic models in Blender. I have vast knowledge of engineering drawing.
    vsuc_fltilesrefresh_TrophyIcon Python
    SQL
    Java
    C++
    App Development
    Graphic Design
  • $5 hourly
    I am expert in backend web development either in PHP , django and node.js and front end skills in React.js . i have also experience of windows app development and data science
    vsuc_fltilesrefresh_TrophyIcon Python
    NodeJS Framework
    MongoDB Ops Manager
    API
    Data Science
    Flutter Stack
    Data Analytics
    Apache Kafka
    PHP
    React
    Django
  • $29 hourly
    Experienced and passionate full stack application developer working to create apps that brings ease to my clients business and not just reduce the job but also bring more profit by adding extra speed to the processes along with some extra efficiency
    vsuc_fltilesrefresh_TrophyIcon Python
    Magento
    NodeJS Framework
    DevOps
    Desktop Application
    Application
    Web Development
    Mobile App Development
    iOS Development
    React Native
    iOS
    Android
    Android App Development
    Angular
  • $8 hourly
    Hello! I'm a highly skilled Data Analyst with a strong passion for transforming data into actionable insights and solutions. I bring proficiency in a range of powerful tools, including Power BI, SQL, MySQL, Excel, Tableau, and Python (Numpy, Pandas, Matplotlib, and Seaborn). My portfolio includes a diverse set of projects that demonstrate my ability to translate complex data into user-friendly visualizations and deliver valuable insights. Here are some of my notable projects: Hotel Revenue Analysis: Analyzed hotel revenue data to identify trends and optimize revenue streams. Pizza Sales Dashboard: Created a comprehensive sales dashboard for a pizza business, aiding decision-making and growth strategies. Superstore Sales Dashboard: Designed a sales dashboard for a retail superstore, enhancing data-driven decision-making. Global Superstore Sales 2016: Analyzed global superstore sales data for 2016, providing insights into performance. HR Analytics: Conducted in-depth HR analytics to optimize workforce management and employee engagement. Covid Death Analysis (Tableau): Utilized Tableau to analyze COVID-19 death data, highlighting critical trends and patterns. HR Analytics in Tableau: Leveraged Tableau for HR analytics, aiding HR professionals in making informed decisions. Life Expectancy Data Analysis: Analyzed life expectancy data to understand demographic trends and healthcare implications. Vrinda Store Data Analysis (Excel): Conducted comprehensive data analysis for Vrinda Store, driving business improvements. If you're looking for a dedicated, knowledgeable, and adaptable Data Analyst with a proven track record in diverse projects, I'm ready to contribute my expertise to your data-driven endeavors. Thank you for considering my profile. I look forward to the opportunity to collaborate with you on exciting projects.
    vsuc_fltilesrefresh_TrophyIcon Python
    Microsoft Excel
    Tableau
    Microsoft Power BI Data Visualization
    Analytics Dashboard
    Data Visualization
    Data Wrangling
    Data Analysis
    Data Extraction
    SQL
  • $6 hourly
    Hey, I am Muhammad Imran. I am Mechanical Engineer and currently works in HMC as a Project Manager. I have been working outside this platform with many clients all over the world, now I am here to provide my services to clients of this platform. I am applying for this job as I think this is most suitable work. I am looking according to my skills. My approach: Solidworks CFD Ansys Fluent HAP HVAC C++ Python I am full time freelancer with fulfilling the commitments with no excuse; I have a team working and believe in long term clients relationship. Looking forward, I hope you will be consider me for this job.
    vsuc_fltilesrefresh_TrophyIcon Python
    CFD Analysis
    Project Proposal
    Presentation Slide
    Report Writing
    AutoCAD HVAC Loads Calculations
    HVAC System Design
    HAP
    C++
    MATLAB
    Fluent
    ANSYS
    SolidWorks
  • $10 hourly
    I am a highly experienced web scrapper and web developer specializing in web automation. With over 5 years of experience, I have a proven track record of delivering quality solutions to clients in a variety of industries. My expertise includes: Web Scraping: I am skilled in using various tools such as BeautifulSoup, Scrapy, and Selenium to extract data from websites efficiently and accurately. Web Development: I have a deep understanding of HTML, CSS, JavaScript, and other web technologies and can build custom solutions for clients. Web Automation: I can automate repetitive tasks and processes to save time and improve efficiency for clients. I am dedicated to providing top-quality work and delivering results that meet or exceed my client's expectations. I have excellent communication skills, and I am committed to keeping my clients informed throughout the development process. Contact me today for transforming the data into useful insights. Thanks, Regards, AR
    vsuc_fltilesrefresh_TrophyIcon Python
    PostgreSQL
    Selenium
    PHP
    Flask
    Django
    MySQL Programming
    React
    HTML5
    Scraper Site
    Scrapy
    Beautiful Soup
    Data Entry
  • $10 hourly
    I am a full-time freelancer. My objective is to satisfy employers with quality work. I am very honest and dedicated. I have more than 3 years of experience and expertise in Data Scraping, Web Scraping, Data Mining, Data Collection, and Data Extraction.
    vsuc_fltilesrefresh_TrophyIcon Python
    Scrapy
    Data Scraping
    Web Crawling
    Automation
    ETL
    Selenium
    Data Collection
    Data Mining
    Data Extraction
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