Image processing expectation maximization jobber

I want Build an online anti-virus database

Jeg har pågående arbeid relatert til vårt tidligere prosjektSimple responsive image and text with Bootstrap'

I am in need of an expert Power BI developer who can help me integrate AI features into my existing project. Specifically, I'm looking to incorporate Natural Language Processing, Machine Learning Models, and Predictive Analytics functionalities. Key Requirements: - Proven experience in implementing AI features in Power BI is a must. - Strong background in Natural Language Processing, Machine Learning Models, and Predictive Analytics. - Proficient in working with SQL databases and Online APIs for data integration. - Ability to deliver a dashboard with basic filtering and sorting capabilities. Your main tasks will include: - Integrating the AI functionalities into the Power BI project. - Ensuring seamless communication between Power BI and the SQL databases, Online APIs....

...the products you are considering are meant for commercial use or business-to-business sales. All products should be able to withstand at least 300 uses per month without breaking down. Industrial-use products are usually more powerful than products designed for home use by a single person. For instance, commercial food blenders can blend thousands of vegetables in less than 30 minutes in a food processing environment, whereas a non-commercial blender cannot. - Check and list products that do not meet UK or EU standards. - List products that do not have a clear description, images, and videos. Your ideal skill set will include: - Profound experience in data scraping and mining - Familiarity with Shopify's product structure - Strong data organisation skills - Experience work...

...feedback and preferences. 2. Inventory Management - Maintain a detailed list of products, including product ID, name, description, quantity in stock, and reorder levels. - Automated alerts for low stock levels. 3. Order Management - Enable creation of new orders with customer information, order details (product, quantity, price), and shipping method. - Track order status (received, processing, shipped, delivered). - Generate invoices and receipts for orders. 4. Shipping and Delivery Tracking - Record shipping details, including carrier, tracking number, and expected delivery date. - Update order status when shipped and delivered. 5. Reports and Analytics - Generate sales reports by date, product, or customer. - Inventory level reports. - Customer or...

I'm in a hurry to develop a photo editor that includes filters, crop and rotate features, and the capacity to adjust brightness and contrast. The product must support...photo editor that includes filters, crop and rotate features, and the capacity to adjust brightness and contrast. The product must support JPEG, PNG, and GIF file formats. Since I'm looking to launch this as soon as possible, I need a developer who can jump right in and get moving quickly. Ideal skills for this project include experience in graphic design, coding, and knowledge in image processing and digital image file formats. A solid understanding of user interface design will also be beneficial to create a user-friendly photo editor. Pay attention to detail and time management skills are p...

I need a professional image editing expert to work on a photo that involves removing a person from the background and cropping the two girls together. Key Requirements: - Remove the guy: The main task for this project is to remove the person in the background. - Crop the two girls together: After removing the guy, the two girls remaining in the image need to be cropped and placed together seamlessly. - Adjust the lighting: I would like the final image to have good lighting that makes it visually appealing. - Color correction: Additionally, I need some color correction to be done to the image to enhance its overall appeal. Output Format: - The final edited image should be in JPEG format. Ideal Skills and Experience: - Proficiency in image editin...

...current operations. Key areas of focus: - **Process Excellence**: The intent is to optimize various facets of the operation to make it more streamlined and effective. Specific tasks include: - **Quality Control Optimization**: Ensuring that our products meet the required standards and implementing measures to reduce errors and defects. - **Order Fulfillment Enhancement**: Streamlining our order processing and fulfillment procedures to ensure quicker delivery times and improve overall customer satisfaction. The ideal candidate for this project should have a solid background in process improvement and a proven track record in optimizing quality control and order fulfillment processes. Experience with both operational consulting and performance metrics analysis would be highly...

Hi I have a python matplotlib script that allows user to scroll through a 3D image, in nifti file format. It has a slider that allows you to scroll through the z axis of the image. I would like for the image to have a text box that updates chosen coordinates that are selected by clicking on the image at a given slice. I would like for the chosen coordinates to only update if the user clicks on the canvas where the image is. I would also like for the text box to be outside the canvas and slider. If you have previous experience with Matplotlib, this should be no problem. Thank you!

I'm looking for a skilled developer to create a Chrome extension that interacts with a specific API. The extension will need to accomplish the following: - Retr...authentication. - Storing the API key in plain text is acceptable. Your role will involve: - Developing the extension in a way that is efficient and user-friendly. - Ensuring that the extension works seamlessly with the API. Ideal skills and experience: - Proficiency in Chrome extension development. - Experience in working with APIs and handling authentication. - Strong understanding of data processing and manipulation. - Attention to detail to ensure the extension is secure and performs well. Please reach out if you're confident in your ability to deliver a high-quality, efficient Chrome extension that meets...

I'm looking for a skilled Python developer with experience in GPU programming using CUDA to assist in a project that involves image processing and data analysis. - I have a python code and I need to modify it to work with GPU the code takes an image changes its pixels one by one and each pixel change calculates new image hashes if images hash satisfies some specs it save image and code ends. this is whole python code is doing now. it is a 40 lines code. very simple for someone who knows how to code on cuda.

I'm looking for a savvy salesperson who can help sell machine blades designed for food processing in the USA market. It's a niche product category, so prior experience in the industry will be highly beneficial. Ideally, I need someone who has: - Familiarity with different types of machine blades and their applications. - An understanding of food processing machinery and industry requirements. - Previous success in selling industrial products, particularly in the USA. - A proactive approach, great communication skills, and a strong network in the food processing industry. This is a fantastic opportunity to leverage your industry connections and expertise in a novel product area. Let's get these machine blades cutting through the market!

More details: What is the desired color scheme for the HTML emails? Vibrant colors What type of data is being displayed in the emails? Graphs and charts How sophisticated should the timeline image design be? Moderate complexity with some unique elements

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

...need of a versatile and comprehensive ERP system specifically tailored for a jewellery store. This system will need to be compatible with both Windows and Mac operating systems. Key Features: - Inventory Management: A robust tool to manage my stock of jewellery items, including tracking and updating inventory levels in real-time. - Sales and Order Management: A seamless system to handle the processing of orders and managing sales records effortlessly. - Customer Relationship Management (CRM): A centralized platform to store and manage customer information, with a focus on providing personalized and exceptional customer service. - POS & Credit Management: An integrated point of sale system that also incorporates credit management functionalities. - Finance Management: A modul...

...for new and departing employees, ensuring a seamless transition. 3. LLM-Based AI Automation System: Develop an AI-powered system to schedule and conduct initial screening phone calls and first-round interviews with candidates. The system should generate comprehensive reports based on the conversation. 4. Payroll and Accounting Tool: Integrate a payroll and accounting tool to automate payroll processing and manage financial transactions efficiently. 5. Performance Management: Implement performance management tools to set goals, track progress, and conduct performance reviews effectively. 6. Learning and Development: Provide learning and development resources to support employee growth and skill enhancement. 7. Employee Engagement and Feedback: Foster employee engagement and gather...

I need an experienced engineer to design a Python-based program for a two-axes programmable motion controller that can be integrated into our food processing machine. Key Responsibilities: - The program should support speed control and position control functions. - The system should also feature an automatic reset. Ideal Candidate Skills: - Proficiency in Python programming language - Previous experience in motion control programming - Familiarity with the dynamics of mixing and blending systems in food processing The controller will be used for a mixing and blending system. Please bring any experience that could be relevant to this task. Your expertise is very valuable to us.

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

Seeking a skilled and experienced developer to execute an AI-based Android app meant to perform tasks such as image classification and face recognition. An integral requirement for this role is proficiency in the integration of JNI C++ libraries. The foundations of the project include: - Development of an app compatible with Android phones - Integration and enhancement of machine learning algorithms into the app - The app must process object detection & tracking tasks using machine learning The ideal candidate should have: - Prior experience in Android app development - Strong knowledge of machine learning - Proficiency in the integration of JNI C++ libraries Integral to success in this project is a developer's ability to balance technical machine-learning objectives ...

I'm in need of an experienced mobile app developer with proficiency in PayPal API integration. The app is intended for an adult audience and the key functionality will be payment processing. Ideal Skills: - Experience in cross-platform mobile app development (both Android and Apple) - Expertise in PayPal API - A clear understanding of secure payment processing - Code Review will be carried out as part of the testing process Expected Output: - A smooth, intuitive cross-platform app - Seamless and secure payment processing utilizing PayPal. Candidates should have a strong portfolio showcasing similar projects. If this sounds like you, please bid with your plan of action and expected timeline. The Project: There is a requirement to develop a piece of code tha...

Project Overview: I am seeking assistance in integrating image links into two Excel sheets containing a total of 620 and 46 product entries for my Shopify store. Each entry includes links to the official websites where the products are sold. The task involves creating a new column labeled Images in both Excel sheets and inserting corresponding image links. This integration is crucial for ensuring that when uploading a CSV file to Shopify, each product will display its respective images seamlessly. Project Details: Scope: Adding image links to Excel sheets for 666 products in total. Task: Create a new column labeled Images in each Excel sheet and insert corresponding image links for each product. Requirements: Image links should open the respective product...

...orders - Choose to place an embroidered/printed order or plain stock order. Orders cannot be mixed and we need controls in place - Automatically add surcharges for under-minimum orders - Customers should be able to manage their users - Manage their delivery addresses which updates our system - Chat option - You will need to build an API that connects to our system and an API for payment processing - You will need to fully manage and support the website for the long term too We are looking for the website to be fully built including adding all products and information pages...

...designer with experience in modern design aesthetics who can completely transform my living room and dining area. My preference is for a neutral color scheme with whites, grays and browns being the prominent tones. Key Elements include: - A medium sized and mpressive dining table, as I often entertain guests - A comfortable seating area that promotes relaxation, chats, and comfort. - Media Wall - Maximization of natural lighting - an aesthetic that capitalizes on light will be highly favored - Incorporation of features like a console, mirrors, wall art, center rugs, a media wall, and sofas with accent that combine style and utility. Special Attention should be paid to: - Nice, lush curtains that complement the modern aesthetic and enhance the spacious feel of the rooms - Fur...

We need an experienced full-stack developer to participate in building the backend of a chatbot, which is built using an event-driven microservices architecture. REQUIRED SKILLS: 1-Proven expertise in designing, implementing, and managing applications built using event-driven microservices architecture 2-Proficient in integrating and consuming RESTful APIs to enable seamles...storing and retrieving data 8- Experience with containerization using Docker and orchestration using Docker Swarm for deploying and managing microservices 9-Experience in working with RabbitMQ as a message broker. BONUS SKILLS: 1- Familiarity with WhatsApp Business API integration to leverage WhatsApp as a communication channel 2-Experience with LangChain integration to enhance natural language processing ca...

I need a professional graphic designer to convert my current outline design, which is in PDF format, into a high-quality vector image suitable for a 2ft x 3ft banner print. The primary purpose of this banner is for local awareness. Open to ideas and suggestions to improve the design. Key points of the project include: - The final image should be appropriate for scaling to print size - Wording and images need to be correctly centred/aligned in the design - The design should show the company logo and convey a message of local awareness Required in formats: PNG, eds vector, AI, jpeg Ideal skills for this job include: - Proficiency in graphic design software - Experience in creating vector images for large formats - Strong understanding of marketing and advertising design - At...

For my project, real-time voltage levels tracked through an ATSAMD21 MCU will be crucial. I need someone who can develop firmware to transport this crucial A/D data to a host computer via USB in a raw format. This endeavour calls for: * Proficiency in crafting firmware for ATSAMD21 MCU * Proficient understanding of voltage/current monitoring systems including TI INA3211 i2c...INA3211 i2c sensor * Ability to transport raw A/D data via USB * Experience in real-time data monitoring solutions. Your role would be to focus on developing a robust and efficient real-time monitoring system to track voltage levels and send this information in raw format to the host computer. Your expertise will ensure that accurate and reliable voltage info is readily available for further processing and...

I have a lon...simple video created from it. I am looking for a creative individual with an eye for detail, who can match the images to the content of the audio. Key Points: - The audio is more than 5 minutes long, so the video will need to be of a suitable length. - You will be responsible for sourcing images that are relevant to the content of the audio. - I am looking for a slideshow style video, so each image should transition smoothly into the next. - This project is more about the visual representation of the audio, rather than complex editing or animation. Ideal Skills: - Experience in video editing and creation - Good eye for choosing and matching images to audio content - Ability to create a coherent and engaging video from start to finish - Familiarity with creating ...

I have an account with Billdesk Payment Gateway and I need to integrate it into my ASP.NET platform. Key Requirements: - Integration should be focused on processing online payments. - No particular security features for the payment integration were specified. The ideal candidate for this project should have: - Proven experience in integrating payment gateways, particularly Billdesk. - Proficiency in ASP.NET and related technologies. - Strong understanding of online payment processing. - Ability to ensure smooth and secure transaction flow.

...will be designed to search real estate listings. The main focus of the chatbot will be to provide a seamless, intuitive, and engaging user experience. Key Deliverables: - Utilize natural language processing to enhance the user's conversational experience. - Implement personalized recommendations based on user preferences. - Develop the chatbot to be in Hebrew and integrated with my listings database and will be present on my website. Ideal Skills and Experience: - Proficiency in UI/UX design, particularly in creating interactive chatbot experiences. - Strong understanding of natural language processing and personalized recommendation algorithms. - Experience in developing AI chatbots, especially with a focus on real estate listings, is highly desirable. - Would help...

I need a Flutter application that evaluates the vital state of vehicle tires using visual analysis and machine learning. Key Features: - The app should be compatible with both iOS and Android...visual analysis and machine learning. Key Features: - The app should be compatible with both iOS and Android platforms - It should assess the condition of tires through: - Visual analysis - Machine learning algorithms I'm seeking a professional with experience in building applications with Flutter and integrating artificial intelligence. The ideal freelancer should be familiar with: - Image processing techniques - Machine learning algorithms - Developing for iOS and Android Overall, the goal is to create a user-friendly app that can provide accurate and reliable assessmen...

...experienced Full Stack PHP CI4 and Laravel developer to join our dynamic project team. Our project involves comprehensive backend development, efficient API integration, intricate database management, and crafting a frontend with a customizable layout that stands the test of user experience. **Key Responsibilities:** - **Backend Development:** Implement robust functional logic ensuring seamless data processing and workflows. - **API Integration:** Efficiently connect our platform with necessary external services and APIs for enhanced features. - **Database Management:** - **Data Migration:** Safely transition existing data resources to our new system without loss. - **Performance Optimization:** Continuously monitor and tweak the database performance for speed and reliabi...

I am seeking an entity with expertise in ESP32 programming, specifically having an in-depth understanding of RTKLIB's implementation and RTCM conversion. The task includes: - Coding, making the ESP32 project work in coordination with the RTKLIB to function optimally - RT...code conversion is needed. Particularly converting RTCM messages 1005, 1077, 1087 to 1006, 1004, 1012 and adding 1033 - The ideal candidate for this project needs to be familiar with the RTK rtcm and how to utilize the 'TADJ = 1' variable in the RTKLIB to enhance positioning accuracy and aid in correcting transmission errors. If you have the skillset, including an understanding of sensor data processing and receiver clock adjustments, please apply. Prior experience with positioning system deve...

I have code for login trading accound and fetch token data. I need to update more data from the code to my system.I need to collect live data from the web and candle stick, Mins Intervals are in Dropdown box, I can choose any minutes interval, I need you to collect Last 5 candle data from the Excel in the web and other details for each token, I will give token name in the excel, It will auto...those data only. Need ot automate the buy/sell order Note: I dont know about coding, If you install the code and run successfully at my system thereafter I will hire you and release the payment. If you agree this term you will apply this task Budet is 600 INR and Good review, Dont expect more I am not big fish. it is difficult job dont come for Money you should waste you time for unrealish Expec...

...images of humans wearing handbags. - The system should accept both images of handbags and models as input. - I'll need the model to adjust the handbag size on the model and simulate different lighting conditions. Skills and Experience: - Strong background in machine learning and computer vision, particularly in image generation and manipulation. - Experience with virtual try-on systems or similar projects will be highly advantageous. - Proficiency in handling image processing and customization would be a plus. It's important that the outcomes of this project are user-friendly, accurate, and of high quality. A successful completion would involve the ability to generate realistic images of handbag models in various scenarios. You can refer t...

I'm in need of a professional Android developer to create a robust server application which will connect to multiple Android c...ideally bin packing - Solid knowledge on file handling and computation tasks - Previous experience in calculating process times Please note that while the project is focused on the Android platform, the server will be communicating with multiple mobile devices, so experience in multi-client server architecture is highly beneficial. The ability to accurately measure time taken for file transfer, processing, and result sending is crucial for this project. Please Note: The app is ready, the only thing that needs to be done is that the outputs along with the sum of the times should be printed on the server app screen. At present, they are getting print...

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...online advertiser who can effectively leverage social media for my brand. The main goal of this campaign is to drive sales through generating orders. These orders should be processed through an online shopping cart. Key responsibilities: - Strategize and execute social media advertising campaigns to increase sales - Focus on generating orders through compelling advertisements - Ensure smooth processing of orders through our online shopping cart Skills and experience: - Proven track record of successful social media advertising campaigns, particularly in the area of driving sales - Expertise in using social media platforms for advertising, particularly for e-commerce - Familiarity with setting up and managing online shopping carts Your approach to this project should be sales-d...

I'm seeking a dedicated, SEO-knowledgeable monthly content writer who is comfortable with the topic of card processing. They should be able to enhance my WordPress site with regular articles surrounding credit, debit, and mobile payment processing. Prior experience in these industries is a bonus. Key Responsibilities: - Composing and publishing SEO-optimized articles monthly. - Ensuring content quality and originality. - Keeping up-to-date with card processing market trends. Skills Required: - Exceptional writing skills. - SEO understanding. - Knowledge on card processing sector. Take note, my website utilizes PayPal as our preferred payment gateway. The content should occasionally mention this. Any previous experience with PayPal-related writing is gre...

...the licenses and be in line with those attached. - Size should be as close to 1000px x 800px as possible. Description: - The description should be designed to maximize SEO - The description should be around 120 words. Ideal Skills and Experience: - Prior experience in similar projects would be highly beneficial. - A good understanding and appreciation for luxury cars. - Proficiency in both image selection and the ability to craft compelling, informative descriptions. - Strong attention to detail. Attached you can find an example of the 4 images for a single car. The images and the description should be delivered separately in folders each with the name of the car....

I need an AI expert with experience in Midjourney, Firefly, or similar Image Generating AI software to help me create high-quality, realistic images. These images will be used for Interior Design purposes. The Job is to take an existing image (the image is an interior of a room - we have a 3D Model file and we can generate different images if needed) and remix this existing image with different design Styles. The Remix Design Styles will be provided also as images. Our Goal is to see different variants of this room - according to the provided (remix) style images

I am currently experiencing an unknown error during the checkout process of my Magento 1 website. The error occurs specifically while customers are entering their payment details. Unfortunately, the error message or codes that would nor... the error message or codes that would normally help troubleshoot this problem are not visible. Ideally, the successful freelancer will possess: - Deep understanding of Magento 1 platform - Proven problem-solving skills, especially within the context of the checkout process - Ability to identify the cause of unknown errors - Experience servicing e-commerce businesses, dealing with payment processing issues. Your task will be to investigate this issue, identify the cause, and rectify the problem so our customers can complete their purchases suc...

I've been struggling with a payment processing issue on my wellness website for over a month now. Users are unable to complete transactions using their credit cards, which harms my business significantly. To help me resolve this, I'm looking for someone with: - Proven expertise in resolving similar payment processing problems - Knowledge of the common causes of credit card payment failures - Ability to troubleshoot and fix the issue as fast as possible Additionally, any experience with wellness or healthcare websites would be considered a plus, but not a necessity. Your primary goal will be to ensure smooth and successful credit card transactions on my website.

I'm seeking a seasoned professional to assist me with training a neural network model for natural language processing. Specifically the goal is to implement with a custom dataset. The work includes: - Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Custom data integration: figuring out the format required by running the example training on text8 dataset and then adapting the in-house dataset for the purpose of training. -Finally, write a custom function which given the trained model enables a spellcheck on masked tokens of the text as in Ideal skills for this project include: - Proven experience in using NLP models and diffusion models. - Proficiency

1st Create a logo for gta-flex (use green theme) 2nd create 3 graphic images (i have attached samples) 1. GTA 5 modded accounts (like this using green theme: ) 2. GTA 5 money boost Playstation 4/5 like this: use playstation blue color theme instead of pink. 3. GTA 5 money boost Xbox series x/s like this: use xbox green color theme instead of blue. 3rd Create 10 product images using these Create 5 product images for ps4/5 sample: Create 5 product images for xbox series x/s sample:

...page should be visually appealing and highly functional to increase sales and registrations for my classes. Key requirements: - Aesthetic: The page should feature a serene blue color scheme to match the tranquility of my yoga classes. Your design skills should reflect in creating an appealing interface that resonates with users. - Payment Integration: Paytm should be integrated for payment processing. You should have prior experience in integrating payment gateways and ensuring user data security. - Functionalities: The page should enable online class registration and display the class schedule. Alongside, it should have a testimonials section where clients can share their experiences. Experience in designing and implementing these features are necessary. Please bid only if...

I am in search of a graphic designer skilled in photo retouching and color correction. The project involves editing images for a product catalog. Key Tasks: - Apply skilled photo retouching techniques -...photo retouching and color correction. The project involves editing images for a product catalog. Key Tasks: - Apply skilled photo retouching techniques - Execute color correction to enhance product appearance The ideal freelancer for this project would have: - A proven track record in high-quality image editing - Strong skills in photo retouching and color correction - Experience in creating images for product catalogs. Please provide samples of your previous work, particularly in product image editing. This will greatly aid my decision in selecting the right candi...

...experienced developer to build an informational web project with an integrated machine learning model. Key Features: - Capability for users to upload images to be processed and recognized by the model - Implement Image Recognition as the preferred machine learning model type. Proven experience in machine learning, particularly Image Recognition, and web development is a must. Your expertise should include building and managing user-friendly web platforms that can handle high volume image uploads, processing, and cataloging. Your responsibilities will also encompass integrating the Image Recognition model onto the platform seamlessly. This project is detail-oriented and requires a developer who can create a robust, secure, and user-friendly interf...

...stands at a moderate level when considering 2000 users. - Total Processing Accuracy: I'm looking to ensure the total processing accuracy of this evaluation is high. - TPA (Total Processing Accuracy): Aspects of TPA are crucial for this project; we aim for a balanced importance between total processing accuracy and inference speed. - Implement this on a shared googleColab or Jupyternotebook for on-demand use of the application Ideal Skills and Experience: - Proficiency in Korean language and understanding of language nuances. - Previous experience with data evaluation using OpenAI API calls. - Proven track record in achieving optimal inference speeds for data processing. - Demonstrated ability to balance and optimize processing accuracy alo...

I am looking for flutterflow developer who knows flutter to work on an AI chat to get the streaming response and display the answer for every question like ChatGPT. ANd also relevant sourc...highlight relevant chunks Design: - A design for the app is ready and will be provided to the developer. Timeline: - The expected timeline for this project is less than one week. Skills and experience required: - Experience in Flutterflow development - Strong knowledge of Flutter and Dart programming languages - Familiarity with chat application development - Experience with natural language processing and voice recognition technologies If you have the required skills and are available to work on this project within the specified timeline, please reach out with your portfolio and relevant e...

...searching for a designer proficient in creating a text-based logo with vibrant and energetic colors that communicates a professional image. Logo design is for a funky Hair Salon. Our store is called COLOUR CO and want the logo to reflect COLOUR CO in the design. Feel free to incorporate any images into the logo also if you think you can make it work * Why is this required? I need to uphold and convey a professional image to my target audience. * What will be your role? Your main job would be to identify the right color combination to fit with my business's "vibrant and energetic" profile, while focusing heavily on using text to depict a professional image. * What are the essential skills? - Proven experience in logo design, especially tex...