Web scraping freelance machine learning jobs

...rough MVP to an evantually a launched site. The primary goal of the site is to enable easy access to data through visualizations and dashboards. This project involves completing a basic freemium model membership site that lists service offerings. Key Responsibilities: - Develop a freemium model membership site - Integrate role based auth system using 3rd party db auth system - Integrate listing scraping system using 3rd party scraper - Create a document generation feature - Establish a process management system (calendaring, scheduling) - Implement data processing and taggging system Ideal Skills: - Experience in developing membership sites, particularly freemium models - Proficiency in leveraging listing systems and document generation features - Knowledge of process managemen...

I'm in need of a proficient freelancer or a professional agency capable of curating and delivering a detailed database of 7,000 US companies. Each company pr...Owner email, Founder email etc.) along with the website. Key Requirements: 1. All data must be current and verified for precision. 2. Data must be sourced from credible platforms to ensure uniqueness, eliminating any duplication. 3. Final data should be presented in an orderly Excel or Google Sheets format. 4. Timely delivery within 7 days from the project start date. 5. Proficient use of data scraping and verification tools and platforms. Please ensure to read the project description carefully before bidding. If you're not in agreement with the budget or are unable to fulfill the requirements, kindly refrain from...

I'm in the initial stages of learning Automotive Functional Safety and Safety of the Intended Functionality as outlined on the ISO 26262 and ISO 21448 standards. I am looking for an Systems/Safety engineer with hands on experience in the above standards to teach me and walk me through the process of performing the end to end FUSA and SOTIF analysis.

We are seeking an experienced system administrator to set up and configure a cloud-based Linux server with FRP (Fast Reverse Proxy) and Caddy. The server must support dynamic configuration of HTTPS subdomains pointing to local web servers running on client machines. The solution should be designed to scale efficiently, starting with a test for 100 subdomains and the potential to handle 1000 or more subdomains in the future. --- Project Requirements: 1. Linux Server Setup: - Recommend and set up the most suitable Linux distribution (e.g., Ubuntu, CentOS). - Configure the server to securely host both FRP and Caddy. 2. FRP Configuration: - Set up the FRP server to accept connections from multiple clients. - Enable dynamic creation of customer connections via ...

I'm in the initial stages of an innovative AI and Machine Learning project focused on predictive analytics. I need an expert in IP patent project, particularly in researching and analyzing potential patents related to my project. Ideal skills and experience for this job include: - Strong understanding of AI and machine learning, especially predictive analytics - Extensive experience in patent research and analysis - Ability to identify potential patent infringements - Excellent communication skills to relay complex information in an understandable way.

I'm looking for a skilled app developer to create a training and learning application focusing on professional skills, specifically targeting higher education students. The app will deliver content in the form of video tutorials. Key Requirements: - Experience in app development, particularly for educational purposes. - Ability to create engaging and interactive video content. - Understanding of professional skills training and higher education curriculum. The ideal freelancer should have a proven track record of developing user-friendly, high-quality learning apps. Experience with video content creation and professional skills training is a significant advantage.

...need a talented C# developer with expertise in ASP.NET and Microsoft Azure to work on a web application. I require code to call a Windows/Windows Server Virtual machine on the Azure platform to do the following from an ASP.NET application, • Call a program via C# code that has to be run on a virtual PC/Windows Server. • Read/write data to an Azure File share storage. Also the executable can be mounted on this as well or on the Virtual PC itself. However it maybe better to have it on he shared drive as well. • Figure out how the Virtual PC needs to be configured to make this happen. • Also code is needed to monitor how the Virtual PC is going. Currently this can be done from an existing Virtual machine, but give the executable can be mounted on ...

I'm looking for a detailed, realistic t-shirt image for my apparel company featuring two racecars. Design Specifications: - The lead racecar should be depicted going into an outside turn, scraping the wall with its back end and creating sparks. - The second place car needs to be shown sliding in across the bottom of the turn. Important Notes: - The design perspective should be an angled view. - The racecars need to be in bright and vibrant colors. - The Image must be in vector form. - The final image files must be AI (Adobe Illustrator) and PDF file formats. Your expertise in creating realistic, dynamic illustrations and experience with designing for apparel will be crucial for this project. Please refer to the attached pictures for reference.

I'm looking to create a marketplace dedicated to freelancing services, specifically in the advertising and marketing sectors. This platform will serve as a conduit connecting businesses with marketing professionals, advertising experts, and more. Ideal Skills - E-commerce Website Development - UX/UI Design - Digital Marketing Knowledge - Payment Gateway Integration - SEO Optimization Experience - Prior experience in developing service-oriented marketplaces is a plus. - A portfolio showcasing e-commerce platforms will be preferred. - Knowledge of the advertising and marketing industry will be beneficial.

We are looking for Website Developer & Project Collaborator (Asia Region) Position Title:Website Developer and Project Collaborator Job Type: Freelance (Project-Based) Location: Remote (Asia Region) Compensation:Competitive, based on project scope --- Role Overview: We are seeking a skilled website developer from the Asia region to work on a project basis. The ideal candidate will have strong technical expertise and the ability to deliver high-quality websites. Our goal is to transition into a local office in Saudi Arabia, and we are looking for top talent to grow with us. --- Key Responsibilities: - Develop responsive, user-friendly websites. - Work with platforms like WordPress, Shopify, or custom solutions. - Ensure websites are optimized for performanc...

I need a Learning Management System (LMS) app primarily focused on delivering video-based courses. The app must also have robust features for student tracking and course management, without screen recording capabilities and with limitations on downloads and device enrollments. Key Features: - Course Management: The app should allow me to create, manage and update video-based courses easily. - Student Tracking: This includes monitoring attendance, grades, performance and assignment submissions. The tracking should be comprehensive but with no screen recording feature. - Assessment and Quizzes: The LMS should incorporate features for quizzes and assessments interspersed within the video content. Ideal Skills: - Strong experience in designing and developing LMS apps. - Proficiency in...

Project Overview : Build is a comprehensive web-based platform designed to facilitate interactions between admins, users (students), and coaches. It will include modules for Admin, User, and Coach, along with features like friend connections, community chat, and attachment uploads. The scope should cover all Key Modules and Features 1. Admin Module ○Full system control and management. ○Ability to create and manage communities created by endusers. ○Oversee all user activities and system operations. ○Account creation through email registration and secure login. 2. User Module (Students) ○View coach profiles and details of enrolled courses. ○Add friends and chat with them. ○Join communities and participate in discussions with attachment upload functionality. ○Account creation throu...

I am seeking a talented and creative freelance graphic designer to assist with various small design tasks on an ongoing basis. If you are a detail-oriented designer with a knack for producing high-quality visuals, I would love to hear from you! The graphics will be Facebook post images, business cards, promotional flyers, logo adjustments, and odds and sods when things come up. It could also be small job like changing the fonts on a business card, to create a marketing brochure! - Create engaging and visually appealing graphics for social media, websites, and marketing materials. - Promotional materials as needed. - Edit and refine existing designs to meet brand standards. - Deliver projects on time and within agreed budgets. The company is a dedicated training academy with a ...

I'm looking for a fun and playful AI-driven website generator specifically for memecoins. The generated sites should carry our brand in the domain, and users should have the option to pay for removal of our branding. Key Features: - *...Integration**: Each site should be easily shareable across various social media platforms, promoting the memecoin and increasing visibility. AI Functionalities: - **Content Generation Using AI**: The AI should be capable of creating engaging, relevant content for each website, appealing to the target audience of memecoin enthusiasts. Ideal Skills and Experience: - Proficiency in AI and machine learning - Web development and design - Experience with creating fun, playful online content - Knowledge of cryptocurrency and its associ...

PLEASE READ COMPLETELY PLEASE READ COMPLETELY PLEASE READ COMPLETELY Job Title: Freelance Digital Designer for Event Materials This position could turn long term so bid your price but also share your hourly rate in proposal About Us: We are an organization focused on empowering and supporting women through events, retreats, and self-care initiatives. We are currently planning a virtual event, “Boujee in Pajamas,” and need a talented freelance digital designer to create a series of personalized and branded digital materials for our ticket holders. Job Description: We are seeking a creative and organized freelance digital designer to create several key assets for our upcoming event. The ideal candidate will be skilled in Canva, PDF design, and creating...

...Twitter, LinkedIn) - Manage strong, targeted social media campaigns. - Oversee and manage paid advertisements. - Assist in purchasing followers to increase visibility. - Email marketing (in charge of scraping details for target markets) (also creating music and uploading it on youtube spotify and other music platforms. Incharge of creating ai generated music videos, for multiple countries (faceless YouTube channels) This project involves two app launches, each targeting a different market. Therefore, flexibility and understanding of various market segments is crucial. Ideal Skills: - Proficient in web development - Experienced in social media management - Skilled in content creation and digital marketing - Knowledgeable in managing paid adverts and purchasing followe...

Freelance Project Brief: Driver Development for MX-B10HR50-IS23 LCD Project Overview: We are seeking an experienced freelancer to develop a driver for the MX-B10HR50-IS23 LCD. The driver will manage the LCD's power supply, receive information via Bluetooth, process the input, and transmit data to the LCD. The primary function of the project is to display single colors on the LCD, not images. Key Project Details: Functionality: The driver will control the LCD to display a single color at a time, based on Bluetooth commands. Pixel synchronization is not required. Once a color is generated, the pixels will remain active until a new color command is received via Bluetooth. Upon a color change, pixels will turn off, receive the new color data, and light up again with the updated ...

I'm looking for a CAD professional who can create detailed SolidWorks CAD drawings for mechanical parts that are ready to be loaded into a CNC machine. Ideal Skills: - Proficiency in SolidWorks - Experience with designing mechanical parts - Understanding of CNC machining requirements Requirements: - The CAD drawings need to have detailed dimensions, not just a basic outline.

I'm looking for a vibrant, user-friendly Learning Management System (LMS) site. Your role will be pivotal in both the design and content aspects of the site. Key Responsibilities: - Create a colorful and vibrant design for the LMS. - Implement features for user registration and login. - Set up course creation and management functionalities. - Assist in content creation and management. Ideal Skills: - Extensive experience in UI/UX design, especially for LMS sites. - Proficiency in creating engaging, colorful and vibrant designs. - Knowledge in implementing LMS functionalities. - Experience in content creation and management for LMS. -Familiar with wordpress and Tutor pro

I'm seeking a skilled developer to create a website and AI internet scraper that collects data from social media platforms, news websites, photo journals, a...media platforms, news websites, photo journals, and art exhibits. -Utilize the scraper to form the generated collage with artistic style -Program a website to publish the images and refresh them every 111 minutes - Utilize some sort of crypto link to both create the NFTs on the polygon blockchain, and allow for wallets to connect and bid on the NFTs Ideal Skills: - Proficiency in AI and machine learning. - Strong experience in developing internet scrapers. - Knowledge of NFTs and cryptocurrency. - Familiarity with social media platforms and news websites. Please provide examples of similar projects you've ...

The task is to create a compiler that translates code written in a simple imperative language into virtual machine instructions. The language is characterized by a grammar that includes variable declarations, conditional statements, loops, procedure calls, arithmetic operations, and array operations. Requirements: Compilation and error handling: The compiler should detect errors such as: Duplicate variable declarations, Usage of undeclared variables, Errors related to procedures (e.g., unknown procedures). If there are no errors, the compiler should generate the virtual machine code. Code optimization: The resulting machine code should be optimized for size and speed. Special attention should be given to arithmetic operations, especially multiplication and division,...

I need a freelancer who can help me scrape users from specific public Telegram groups and add them to my Telegram group.

I need a professional web scraper to extract contact information from multiple pages of a website and export the data into an Excel spreadsheet. The specific contact information to be extracted includes: - Process number - Face value - Creditor's name - Creditor's CPF Ideal candidates for this project should have: - Proven experience in web scraping - Proficiency in Excel - Attention to detail to ensure all data is accurately captured.

I'm seeking a dedicated one-on-one tutor to help me enhance my Java programming skills. As an intermediate programmer, I would like to focus on Object-Oriented Programming (OOP) in depth, specifically: - Inheritance and polymorphism - Design patterns -...on problem-solving. I believe this approach will help me grasp the concepts better and apply them in real-world scenarios. Ideal candidates should have: - Extensive experience in Java, particularly in OOP - Proven track record in teaching or tutoring - Ability to create engaging, hands-on learning experiences - Strong problem-solving skills - Familiarity with design patterns in Java Please note that I prefer these sessions to be strictly one-on-one, ensuring personalized attention and a tailored learning pace. Looking...

I'm looking for a skilled app developer to create a training and learning application focusing on professional skills, specifically targeting higher education students. The app will deliver content in the form of video tutorials. Key Requirements: - Experience in app development, particularly for educational purposes. - Ability to create engaging and interactive video content. - Understanding of professional skills training and higher education curriculum. The ideal freelancer should have a proven track record of developing user-friendly, high-quality learning apps. Experience with video content creation and professional skills training is a significant advantage.

I'm seeking a professional adept in web scraping and macro automation. The project primarily involves: - Scraping financial data from company websites. - Extracting contact details from these websites. Ideal candidates should have extensive experience in data scraping, with a strong understanding of financial data and company websites. Proficiency in macro automation is a must. Please provide examples of similar projects you've completed in your proposal.

...WordPress developer who can create a fully functional e-learning platform. The site should facilitate the sale of digital courses through a straightforward ecommerce system. Key Features Include: - Digital goods checkout only: The e-commerce should solely focus on seamless checkout for digital products. - User Dashboard: The platform should have a personalized dashboard for users where they can access purchased courses, review course materials, and participate in live Zoom classes. - Course Discovery: The platform's course discovery should encompass course categories and filters, featured courses on the homepage, and a robust search functionality. Ideal candidates should have a strong background in WordPress, e-commerce integration, and e-learning platforms developm...

I'm looking for a one-time web scrape of an eBay page containing 5,500 products. The products do not have any variants, which should simplify the task. Data to be scraped: - Product name, price, category, subcategory, brand - Product description and images The final deliverable should be an Excel/CSV file containing all the scraped data. Ideal skills for this project include: - Proficient in web scraping - Experienced in data organization and Excel/CSV Please, only bid if you can deliver quality work in a timely manner. Thank you!

Job Description: We are seeking a detail-oriented and reliable bookkeeper with a strong background in QuickBooks and real estate accounting to join our team. This role involves organizing and itemizing all financial transactions for 2024 and ...financial data management.     •    Ability to meet deadlines and provide monthly financial updates consistently.     •    Excellent communication skills and ability to work independently. Preferred:     •    Previous experience working with real estate investors or property management businesses.     •    Familiarity with tax preparation or collaboration with CPAs. Empl...

I'm looking to set up a WordPress-based education platform using MemberPress. The goal is to restrict access to certain content, create and manage memberships, and set up subscription payments for our online ...WordPress-based education platform using MemberPress. The goal is to restrict access to certain content, create and manage memberships, and set up subscription payments for our online courses. Key Requirements: - Expert in WordPress and MemberPress - Experience in developing e-learning platforms - Able to create and manage a membership system - Set up subscription payments efficiently Content will include: - Video lessons - Quizzes and assessments - Text and downloadable materials Ideal Skills: - WordPress - MemberPress - e-Learning - Content Management - Subsc...

I'm looking for a skilled data scraper who can collect both organic and paid Google search results for me. The data will need to be delivered in CSV format. Ideal Skills and Experience: - Proficient in web scraping tools and techniques - Experience with data extraction from Google - Knowledge of SEO and understanding of organic vs paid results - Ability to deliver data in specified formats, particularly CSV - Prior experience with similar projects would be an advantage. Please include examples of your previous work with Google data scraping in your proposal.

I'm seeking a freelancer to create a handwriting recognition module for grading handwr...recognition module for grading handwritten test papers. The module should be able to: - Recognize both cursive and printed handwriting - Understand and interpret complex technical diagrams - Separate answers based on identifiers like answer numbers - Ignore crossed-out content -The engine should be self learning - the more handwritten notes are submitted, the more the accuracy increases. This is a high-stakes project requiring a high level of accuracy. Ideal candidates will have experience with machine learning, computer vision, and handwriting recognition systems. Familiarity with grading systems and educational assessment processes will be a plus. Please include relevant pa...

We are seeking a telemarketer to assist us with cold calling translation companies in the USA to identify the most effective way to offer our freelance translation services, whether through email or an online platform. ### Responsibilities: - Cold call translation companies in the USA to gather insights on how best to present our services. - Use a database of companies provided via Google Drive. - Coordinate calls across different time zones to ensure they occur during business hours. ### Schedule: - Start with 6 hours per week, specifically on Tuesday, Wednesday, and Thursday. - Potential to increase weekly hours based on the quality of leads generated. ### Requirements: - Native English speaker preferred. - Proven experience in telemarketing or cold calling. - Access to a rel...

...or Class** - Select an investment plan or trading class that aligns with your goals. - Pay the enrollment fee as set by the admin. 4. **Join the Exclusive Community** - Upon payment confirmation, get a link to join the WhatsApp group for your selected plan or class. - Connect with expert traders and fellow members for real-time advice and support. 5. **Start Trading & Learning** - Access Forex signals tailored to your plan or begin your selected class. - Apply insights from signals and training to make informed trading decisions. --- ### **Why Choose Swift Traders?** - **Accurate Signals:** Stay ahead with reliable market insights. - **Tailored Plans:** Choose a plan or class that suits your level and goals. - **Expert-Led Trainin...

I'm seeking a specialist able to create a custom transformer for image classification, specifically for classifying plant images. Key Responsibilities: - Develop a transformer that can analyze plant images and classify them. - Ensure the transformer is tailored for image recognition tasks and can handle various plant images. Ideal Skills and Experience: - Proficiency in machine learning and image processing. - Prior experience in developing custom transformers for image recognition. - Familiarity with plant imagery is a plus.

I'm looking for a Webflow expert to create a visually appealing, user-friendly website for my new mobile language learning app. This site needs to cater to young professionals aged 18-35, focusing on simplicity and accessibility while maintaining a modern and engaging tone. Key Requirements: - Design and develop a responsive website, with desktop and mobile versions. - Include dedicated sections for app features (especially the language exchange community), testimonials, pricing, and a blog. - Integrate a download link for both iOS and Android. - Create an inspirational tone for the testimonials section. Deliverables: - A fully functional, SEO-optimized website with fast load times. - Source files for design in Webflow. - Comprehensive documentation for website maintenance. ...

I'm looking for a web designer and developer who can create a user-friendly and visually appealing WordPress or Webflow website to promote my new mobile app for language learning. The target audience is young professionals aged 18–35 who want to improve their language skills conveniently. Key Features: - Responsive design - Sections for app features, testimonials, pricing, and a blog - An integrated download link for both iOS and Android Desired Tone/Style: The website should have a modern, engaging, and approachable tone, with a focus on simplicity and accessibility. I particularly like the visual design and user interface of sites like Duolingo, Babbel, and Rosetta Stone. Deliverables: - A fully functional website (for both desktop and mobile) - Source files...

Design Brief for Hero Section Banner Objective: Create a visually appealing and professional hero banner for our Digital Marketing Learning Agency's website. Key Requirements: 1. *Images:* - Use the attached Team picture creatively. - Include the CEO’s picture (Akbar Ali) with the background removed. 2. *Purpose:* - Communicate that we specialize in digital marketing education, including SEO and freelancing. 3. *Design Focus:* - Grab attention immediately; modern and inspiring feel. 4. *Text:* - Include a tagline: - Options: "AK Technology: "Start Your Future in Digital Marketing." 5. *Responsiveness:* - Ensure the design looks great on both desktop and mobile. *Deliverables:* - Source files (PSD/AI). - High-resolution JPEG/P...

I'm seeking an experienced professional to create an AI agent for automated cryptocurrency trading. Watch this video and implement this codebase from github. Make it running. IF you like to read transcript of the video go here...codebase from github. Make it running. IF you like to read transcript of the video go here - Key Responsibilities: - Develop an AI agent for automated cryptocurrency trading - Implement features for efficient trading Ideal Skills: - Expertise in AI and machine learning - Strong understanding of cryptocurrency trading - Experience with building bots using python, github, linux

I am using Ubiquiti dream machine pro i have public ip connected to my udm but i need to use port forwarding to access my local server and other services My needs make port forwarding for multiple different servers to reach from outside and secure connection

I need a seasoned Octoparse 8 expert who can create various bots for scraping different E-commerce stores daily. The data will be used to stock my own Wordpress store, so accuracy and timely updates are crucial. Requirements: - Develop different bots for different product categories, including Electronics, Home and Garden, Kitchen, and Makeup. - Scrape specific data fields such as product title and description, price and availability. - Manage scraped data to include correct data fields and images The ideal candidate should have: - Proven experience with Octoparse 8 - Previous work in E-commerce data scraping - Familiarity with Wordpress store setup - Attention to detail for data accuracy - Ability to deliver on a daily schedule.

...Sandman Sports LLC, a new but growing website and podcast () focusing on sports, sports gambling, and sports pools. Our vision is to create a dynamic platform similar to other large sports content providers, offering engaging articles and videos tailored to sports enthusiasts and gamblers. We are seeking freelance writers to contribute high-quality, original content that resonates with our audience. What We’re Looking For We are looking for freelance writers to produce the following types of content: Sports Analysis: • Game previews, recaps, and player/team analyses across major sports (NFL, NBA, MLB, NCAA, NHL, and more). • Insightful breakdowns of upcoming matchups with a focus on stats, trends, and key storylines. Sports Gambling Content: • Articl...

I need column AB from this list created - email addresses for the people in each row

...of TikTok & Instagram algorithms, trends, and engagement tactics. - Proficiency in video editing software (CapCut, Premiere Pro, Final Cut, or similar). - Creative mindset—able to turn simple videos into viral content. - Fluent in English (German is a plus but not required). - Reliable and responsive, able to work independently with regular updates. ### Payment & Work Details: - Freelance & Remote (work from anywhere). - Ongoing work available (if performance is great). - Competitive pay, based on experience and workload. - Flexible hours, as long as deadlines are met. ### How to Apply: Send us: 1️⃣ A brief introduction about yourself. 2️⃣ Examples of past social media content or video editing work (TikTok/Instagram links preferred). ...

...develop a machine learning model specifically designed to determine suitable pricing for leather tops. This model will be primarily based on the material properties of the tops which in this instance is leather. What I need: - A machine learning model that will be capable of pricing leather tops - Ability to understand and factor the unique properties of leather into the pricing Skills and Experience: - Proficiency with machine learning and AI is crucial - Familiarity with the fashion industry, particularly leather top materials will be very useful - A conclusive understanding of pricing dynamics within this industry sector Applicants familiar with fashion industry pricing and constraints will be preferred; however, most importantly, I nee...

I'm in need of a reliable and efficient web scraper skilled in Selenium. The task will be to scrape an e-commerce site for clothing information on a daily basis. Key Responsibilities: - Scraping data on a daily basis - Capturing product name and price, product images, and product descriptions Ideal Skills: - Proficiency in Selenium - Experience in web scraping, particularly from e-commerce sites - Ability to deliver consistent, reliable data on a daily basis

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We are seeking an experienced Flutter developer (minimum 5 years)...functionality for live classes and recorded class sales. Print Services: Build services for handling printing-related activities. Group Discussion: Create features to facilitate interactive group discussions. Project Details: Budget: ₹12,000 per activity (total ₹30,000 for all 3 activities). No advance payment, 80% at time of testing and balance after live Timeline: 10 days per activity. Work Type: Freelance (Remote). only for individual freelancer Tech Stack: Flutter with expertise in building scalable and efficient platforms. Requirements: Proven experience with Flutter (minimum 5 years). Strong portfolio showcasing relevant projects. Ability to meet deadlines and deliver high-quality work. Bloc use & test c...

I'm looking to expand my business's reach in Canada and need a seasoned freelance sales representative. Your task will be to sell our energy-efficient technology solutions, specifically energy monitoring and management systems, to the commercial and industrial sectors. Key Responsibilities: - Develop and implement sales strategies to increase our market penetration within these segments. - Utilize your expertise and network to generate new leads and close sales. Ideal Skills and Experience: - Proven track record in sales, particularly in the energy-efficiency technology sector. - Strong understanding of the commercial and industrial market segments in Canada. - Exceptional communication and negotiation skills. - Ability to work independently and deliver results.

We are seeking an experienced Flutter developer (minimum 5 year...functionality for live classes and recorded class sales. Print Services: Build services for handling printing-related activities. Group Discussion: Create features to facilitate interactive group discussions. Project Details: Budget: ₹12,000 per activity (total ₹30,000 for all 3 activities). No advance payment, 80% at time of testing and balance after live Timeline: 10 days per activity. Work Type: Freelance (Remote). only for individual freelancer Tech Stack: Flutter with expertise in building scalable and efficient platforms. Requirements: Proven experience with Flutter (minimum 5 years). Strong portfolio showcasing relevant projects. Ability to meet deadlines and deliver high-quality work. Bloc use & test ca...