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    2,000 parallel robot 仕事が見つかりました。次の価格: USD

    Hi all, I am looking for a visual aesthetic designer to design a concept sketch of the base of an indoor robot. The ideal canditate would be good at balancing form and function. We have a design guideline focus which is the design being based on simplicity, elegance and structured line designs(peferably). No 3D renderings or other designs required. Just a well-made concept sketch is all what we are looking for. This base is for a telepresence robot therefore you can look into the existing models for getting a clear picture. (Design detail- 2 wheels are in front of the base and one castor wheel is in the back.)

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    ...To address this, we have implemented parallel reading to expedite mail retrieval, focusing on optimizing the balance between reading speed, CPU utilization, and consideration for Google server limits. Challenges: Task Parallelization: Our current implementation allows for 600~700 parallel reads, raising concerns about Google server limitations. It's crucial to determine if Google permits such a high number of parallel requests. Optimizing Reading Speed: While slow reading is acceptable during the initial sync, it's essential to strike a balance. The goal is to manage CPU utilization efficiently, especially when syncing multiple accounts simultaneously. Considerations: Google Server Limits: It's essential to verify Google's policies regarding...

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    Using the CoppeliaSim virtual robot, create a virtual prototype of an autonomous robotic recovery system that demonstrates goal-seeking behaviors in navigating through a predefined area by doing the following: A. Describe the disaster recovery environment you chose and the two obstacles you have added to the environment. B. Explain how the robot will improve disaster recovery in the environment from part A after you have added the two obstacles from part A. C. Justify the modifications you made to CoppeliaSim’s robot architecture, including two sensors you chose to add, and explain how these sensors will aid the disaster recovery effort. D. Describe how the robot maintains an internal representation of the environment. E. Explain how the ...

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    I need a pfp for my YouTube and other social media channels. The image should depict a clear, colored artwork of the Northstar titan, a robot from the video game "Titanfall 2". Here are the specifics: - Dimensions: Square-sized 1:1 aspect ratio. - Color: White and purple paint job on the robot. - Pose: The Northstar titan should be holding a Plasma Railgun upwards with its right arm, while the left arm is extended up and outwards in the direction the titan is facing. Intimate experience of drawing large robot characters would be beneficial when creating the artwork design. Experience with generating art for social media profiles is a plus. You should be skilled in digital art and coloring, with a keen eye for detail to accurately depict the Northstar titan...

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    ...for a skilled programmer who can assist me with an innovative project. This job entails creating a voice robot with the primary function of being an assistant for daily tasks and making outbound calls. Key Requirements: * A capacity to program a voice robot which can converse with people over the phone utilizing recordings provided by me. * The creation of functions to specifically support outbound calls. Ideal skillset: * Extensive experience in programming voice robots or similar tech * Proficiency in API integration for call handling * Strong grasp of intuitive user interface design. Proactive thinking and problem-solving capabilities are highly desirable in order for the voice robot to accommodate various daily tasks efficiently. I'll appreciate it if ...

    $750 - $1500
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    4 入札

    I am in search of a skilled and experienced freelancer who will help me set up my development environment on a cloud platform. Although I am still undecided on whether to use Azure, Google Cloud, or Amazon Web Services, your valuable input will guide my decision. I have developed a prototype using a low-code platform, (running on AWS and Microsoft SQL) but I need to start a parallel project to produce a fully scalable and more generic version. I am able to create the database and user interface once the development environment is all set up. I will probably need help with some code. I have a strong preference for SQL database as this is what I know.. Key requirements for this project: - Demonstrate mid-level experience in cloud platform setup - Proficient in Azure, Google Cloud,...

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    I need a proficient Autodesk expert who can provide updates and modifications made on an already existing Robot Model.

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    ...Identity and Branding: A badge or emblem with a visual identity symbol (like a fingerprint or unique icon). Interactive Prototyping: A cursor interacting with layers of a design. (AI Integration) Custom AI Solutions: A brain with circuit patterns, symbolizing AI. Data Insights and Analytics: A chart or graph with an eye, indicating insight. Automated Customer Interactions: Speech bubbles with a robot head or gear. Process Automation: A conveyor belt with a gear and a play button (triangle)....

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    ...by me or you can use your modle code if I like it 5. Build with Automatic scaling a customized inference 6. Automatic scaling, load balancing to handle 1234 requests/sec, requests done by python from any computer on web 7. many SageMaker AWS instances Distributed training with Hyperparameters search in parallel calculations 8. many SageMaker AWS instances Distributed Preprocessing in parallel calculations 9. many SageMaker AWS instances Distributed Inference with autoscaling in parallel calculations 10. requests implemented by you developed python code for predictions may be done from any computer on web up to 1234 requests per second , everybody with credentials using python to web access can create requests (not ssh or any remote connection to AWS web site)...

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    I am in need of a talented animator capable of creating a dynamic, eye-focused animation for a robot character. In particular, I want this animation to be: • Styled as a 2D animation. Prior experience with this style is a must. • Able to express a range of emotions. The eyes are the window to the soul, so you'll need artistic acumen to convey emotions like happiness, sadness, surprise, anger, fear, and disgust. Please provide samples of previous animation work, ideally with a focus on emotive eyes. Proficiency in relevant software for 2D animation is required. I'd like to see creativity and a clear understanding of visual storytelling in your bids. Let’s create something truly expressive!

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    ...Review and optimize existing Python Selenium web scraping scripts to improve speed and efficiency. Implement headless browsing, and optimize browser settings to disable unnecessary elements such as images and JavaScript for faster page loads. Introduce efficient data handling and storage mechanisms to manage the data collected from web scraping activities. Explore and implement concurrency and parallel processing techniques to enable simultaneous scraping of multiple pages. Advise on and implement caching strategies to reduce redundant downloads and speed up the scraping process. Evaluate and recommend free or cost-effective cloud solutions for deploying the web scraping scripts, considering the potential for scaling and reducing latency. Ensure the robustness of the web scraping...

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    i need a friend who is good at electricity to help me to look whether the following wiring in the photo is in parallel or in series. The whole battery set is measure as 3.2 v now. Then he need to tell me how to put one more new battery to maintain the voltage of the whole set as 3.2 v. All the three battery is 3.2 itself. Interested party pls make bid by telling that you are willing to do this work with one usd.

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    I'm in urgent need of an Android developer to create an application with video and audio playing functionality. Here's precisely what the project entails: - Develop an application on Android platform. - Application must be capable of real-time video and audio playing, working seamlessly on multiple devices simultaneously. - It should support both streaming and offline playback. Advanced skills in Android development are a prerequisite, with experience in developing media playback applications proving highly beneficial. The ideal candidate should demonstrate a strong understanding of synchronizing media playback across multiple devices.

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    ...serenity. Disabled travellers: We had considered possibly Analogous colours or monochromatic. Maybe yellows conveying warmth, optimism, happiness, intellect, extrovert. Words we associate with: Tourist travellers: Inspire, unite, adventure, explore, Invite, fun, Excitement. Disabled travellers: Empowered, visibility, pride, Inclusion, unstoppable, freedom. What we need: One company providing two parallel digital aid video services that differ n their specific target audiences. Both utilising the national train networks around the globe. One for international tourist travellers, the other similar yet tailored towards the necessities of disabled travellers. We require two differing branding points of similar overall styling, yet tonally targeted for those two audiences. The bu...

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    I want to develop a real-time auction system similar to eBay or other auction systems. Key features: - Real-time bidding functionality - the system must be able to allow instant parallel bidding on different items to ensure smooth and efficient operation. - The application can process JSON objects on input. - The application is programmed in Python using asyncio for websocket. - The application can store incoming data in Redis Streams. The stream is used to quickly store incoming messages. The application makes it easy to add additional logic before saving to Redis Streams. - The business logic mechanism accounts for subscribing to Redis Stream and processing new items in real time. - The application is ready for different auction methods - English, Dutch and envelope. - The auct...

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    Steps to complete the project: 1. Develop an algorithm using OpenCV to detect a drowning person in the swimming pool. 2. Design a robot using ROS-Gazebo to rescue the drowning person, incorporating prismatic joints and a control algorithm for the bucket. 3. Create a ROS-Gazebo simulation of an arena with specified dimensions and the necessary actuators for the rescue robot. 4. Develop a distance calculation algorithm to determine the distance between the origin and the detected drowning person in the pool. 5. Implement the rescue algorithm, including the derivation of the bucket to the destination. 6. Implement the algorithm that control the position and velocity of the actuator with mathematics. 7. Provide the camera calibration algorithm mathematics and results. 8. De...

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    I'm in need of a skilled ROS developer to join my project team. Your primary responsibilities will include: - Creating ROS nodes, - Implementing sensor integration, and - Developing robot control algorithms. While it's essential for this role to be proficient in Python, it would also be advantageous to have a solid understanding of Robotics Process Automation to efficiently contribute from the get-go. Having a proven track record in similar projects is highly desired. Successfully shortlisted candidates will demonstrate their expertise through previous project portfolios. Looking forward to working with a passionate, dedicated, and quick-learning ROS developer!

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    ... Ideally you can do this at your own studio. The Product: Lateral Trade Knife -- Trade knife used to cut foam and other building materials in small space, in a clean, fast and easy way. -- The main function is cutting foam in between bricks and concrete surfaces, at a certain depth. The product is a trade utility knife that has the ability to cut horizontally to the knife handle and parallel to the surface that has the building material on it. In both a push and pull motion. The ability to set a depth for cutting is also required. A double sided blade is required for push/pull cutting, and a swivel for 45 degrees for hard to get to areas. Ability to interchange blades once they have gone blunt. Design of interchangeable blade is to be unique and patentable, to create...

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    Title: Seeking Robotics Engineer to Complete Tomato-Picking Robot Arm Project Description: We are looking for a skilled robotics engineer to complete a tomato-picking robot arm project. We have a robot arm and its components ready, including 3 NEMA 17 stepper motors, 2 SG90 servo motors, a Raspberry Pi 4 (4GB), and an A4988 motor driver. The goal is to integrate a vision system (YOLO v8) for tomato detection and develop code to move the robot arm to the detected tomato position for picking. Key Responsibilities: 1. Integrate the vision system code with the robot arm to accurately detect tomatoes. 2. Develop code to control the robot arm and move it to the detected tomato position. 3. Complete setup and wiring connection of the robot arm co...

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    We are Workwise Robotics, a commercial service robot staff augmentation solution. We are in need to develop a professional website using the Figma wireframes developed by our creative agency. Project Scope: Start date of March 10th Develop a simple website with the below sitemap structure. We would like the website to have very similar user flow as this one here (). Our current website is here (). See below additional scope requirements: - Home landing page - Industries menu tab: This will have 4 different pages all following the same page template - Services menu tab: This will have 6 different pages where we feature our robots- they will follow a page template - Integration with CMS - Mobile responsive (mobile phone and tablet) - SEO

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    Please read the entire ad, at the end I will ask a question that will help me filter out automated applications. Obviously if you are from somewhere that does not speak this language do not apply. I'm on the hunt for a passionate and patient Afrikaans tutor who can provide person...one-on-one lessons for a beginner. The main purpose of these lessons is to support travel preparations. Ideal tutors will have: - Interest in teaching Afrikaans - Ability to design engaging lesson plans for beginners - Flexibility, and creativity. Preference is to do the lesson 90% in Afrikaans (immersion method) Once a week to three times a month by zoom or video call. So that I know you are not a robot and read the entire thing, please just start your reply with your favorite food. Any ques...

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    Trophy icon Outdoor Static Banner Design 終了 left

    We are in search of a skilled graphic designer who can craft an attention-grabbing 33" x 81" static banner for a roll-up cassette. ** Please make it minimalistic, just one image, conveying a robot helping humans on a computer. The design should have a look and feel reminiscent of our website, ** The banner's content should include the following: Zagitas LOGO "AI-driven Automation of Business Processes" . 6 years . 60+ use cases . $60M+ saved* (* forecasted savings) . Endorsed by CFO, COO, and CIOs The banner will be printed through Vistaprint (), so it's crucial to adhere to the attached guidelines. Additionally, the design should have a look and feel reminiscent of our website, www.zagitas.com. We eagerly anticipate your innovative interpretati...

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    Hi there I have a specific requirement on Metahuman Animator, I created my identity and perfom, but the Metahuman Character that i use changed it's lips and teeth. So i just wonder if it's possible to keep animation exactly same but use Metahuman Character's default facial features like lips, teeth etc. Please check this you will understand better i use changed it's lips and teeth. So i just wonder if it's possible to keep animation exactly same but use Metahuman Character's default facial features like lips, teeth etc. Please check this you will understand better Write metahuman top of your proposal so i can understand you are not robot.

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    I'm seeking an experienced Python engineer to automate testing for a RESTful API. This role requires proficiency in both data retrieval and manipulation functions. The ideal candidate must also be skilled in the following areas of data validation: - Validating the response data structure - Validating specific values in the response - Validating status codes This challenging task requires a keen eye for detail and a clear understanding of Python and RESTful APIs.

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    I'm seeking a talented designer to create a customized music award certificate. The certificate should be designed based on our existing graphics and incorporate our signature color logo. Key elements to include in the certificate design: - The recipient's award title - The date of the award The Founders name and patrons name at the bottom with space for signatures The design should parallel our existing branding which emphasizes a black and white color scheme. Your creativity will be significant in integrating our colored logo into the design. Ideal Candidate: - Has a strong background in graphic design - Experience designing certificates or similar documents - Ability to adhere to existing branding guidelines - Proven creativity in design solutions

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    I'm seeking a proficient game developer to apply customization to a Ludo game for web browsers. The ideal candidate must possess the following specialized skills and experience: There is 2 task 1. Alwasy there is 4 players and out of 4 only 1 place user will play rest of the place robot will play 2. Need control when user will win eg. out of the 10 times, 1st time win, 2nd time loss, 3time win , 4th and 5th time loss, in this way and update the db

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    I'm seeking a talented developer to create a Forex robot to cater to my specific trading needs. This project requires an understanding of various trading strategies as the client hasn't specified one yet. The robot should be capable of trading in multiple currency pairs notably EUR/USD, GBP/USD, USD/JPY as well as other major and minor pairs. In terms of technical indicators, the robot should utilize MACD and RVGI for decision-making. Ideal freelancer should have: - Excellent understanding and experience in Forex trading - Proficient knowledge of MACD and RVGI indicators - Ability to program robots capable of trading various currency pairs - Strong programming skills with a results-oriented approach.

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    ...seedlings from a bunch with unparalleled speed and accuracy. This device will need to adjust to varying seedling sizes, ensuring flexibility in operation. **Key Requirements:** - **High Speed:** The device must operate at a high speed, significantly reducing manual labor time and increasing overall efficiency in preparing seedlings for planting. - **High Accuracy:** Precision is paramount. The robot must be able to identify and separate each seedling without causing damage, ensuring a high survival rate post-transplant. - **Adaptive Size Handling:** Given that the size of the seedlings may change from batch to batch, the device needs to automatically adjust to handle small (less than 1 inch), medium (1-2 inches), and occasionally larger (>2 inches) onion seedlings. **Idea...

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    ...create a unique, symbol-based logo for my fishing apparel brand, "The 26th Parallel". I want the design to be simple, impactful, modern, have an ocean vibe and visual identification with the meaning behind the brand's name. Key features: - Using the attached Concept logo as inspiration, the logo should illustrate the meaning of "The 26th Parallel". - The design should be kept very simple and align with a modern aesthetic. - Interpretation and representation of the meaning behind "The 26th Parallel", "ocean vibe" and sustainability is key to the successful realization of this project. Ideal Skills & Experience: - Experienced in symbol-based logo design - Ability to comprehend the definition of "The 26th Par...

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    I need to extract hex files to bin, recover some IC jobs. Possible fuse block or bitblock. these with my materials: -Xgecu TL866 II PRO PLUS Programmer -AVR High Voltage Programmer, High Voltage Serial USB to Serial Port, ISP STK500 Four in One Parallel software - avrdude 7.2 -studio 4 -studio 6 Requirements: - Connection diagram. - Procedures for extraction

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    FOR FREELANCERS WITH: - Proficiency in Java, TestNG, Appium, and Saucelabs - Experience in native app and mobile browser testing PROJECT DETAILS: We're aiming to build an automation framework that: - supports both Android and iOS platforms (proven experience required) - has parallel execution capability for efficiency - primarily focuses on mobile app and mobile web testing. EXTERNAL KNOWLEDGE: A comprehensive understanding of working principles of the stated techniques and platforms is expected for this project. ASSIGNMENT: We anticipate a well-structured, scalable, and robust framework that will not only meet our specifications but also encompass best practices. Your creativity and expertise will be pivotal in the successful delivery of this project. Looking forward to s...

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    ...here: I NEED you to do a sample of both of these products and put them in the attached Shopify spreadsheet. Please don’t tell me you can do it. If you want the job, then do it now and I will look at it and consider you for the job. I’m not here to waste anyone’s time nor my own time. If you respond in seconds, you’re a robot who hasn’t even read the job requirements. I WON’T consider you if that’s the case. You must understand English well. You can use the same product category structure as the easypro website. I do not have access to easypro website. Attention to detail is important. Have questions? Just ask! If you’re skilled, this shouldn’t take long. I will have 100 RESPONSES from this. WHAT will

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    In seeking to refine an already developed structural model, my goal is two-fold. Firstly, I aim to modify the model to optimize the self-weight, making th...already developed structural model, my goal is two-fold. Firstly, I aim to modify the model to optimize the self-weight, making the structure more efficient and cost-effective. Secondly, the adjustments will ensure the design meets specific criteria focusing on strength and stability, which are paramount for the façade structure in question. Ideal Skills and Experience: - Proficient in Autodesk Robot Structural Analysis - Strong background in structural engineering, especially façade designs - Extensive experience in weight optimization of structures - Expertise in analyzing and improving strength and stability in...

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    ...or proficiency in the skills outlined. Attention to detail, accuracy and a firm understanding of safety protocols when soldering are critical. This project involves soldering laser diodes onto flexible PCBs. A Hakko soldering station, or equivalent, with temperature control and ESD protection must be used. This project can be fully manual or automated using a soldering robot similar to the Weller WTBR1000 Benchtop Solder Robot. Each PCB has 100 laser diodes to be soldered. Each diode has three leads for a total of 300 solder joints per PCB. Flow soldering is not an option. Using a laser heat source to heat the solder is acceptable. Cleaning the completed PCB is not necessary. Testing the completed PCB is not necessary. We need an estimate of the total time it will take to...

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    I'm embarking on a project to develop a 4-wheel drive robot capable of mapping and localization in a small environment, such as a home or office. The robot is based on ROS2 running on a Raspberry Pi 4 with Ubuntu, and it's essential that it efficiently navigates and understands its surroundings within these confined spaces. ### Core Objectives: - Implement SLAM (Simultaneous Localization and Mapping) to generate accurate maps of the robot's environment. - Enable autonomous navigation allowing the robot to move freely and safely within its operational area. - Leverage sensor data for precise object detection and avoidance, ensuring smooth operation without interventions. ### Sensors Installed: - **LIDAR:** For detailed environmental mapping and object d...

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    As an enthusiastic robotics hobbyist, I am in need of an expert who can set up and test a ROS (Robot Operating System) Melodic environment on a Linux OS for my personal use. Primary Responsibilities: - Installation of ROS Melodic on a Linux environment - Comprehensive system testing to ensure all functionalities are running smoothly Ideal Skills: - A strong background in ROS, specifically ROS Melodic - Proficiency in Linux OS - Robust problem-solving skills to troubleshoot any issues during installation and testing Your expertise and efficiency handling tasks of this nature will be highly regarded. This project paves the way for future engagements if done effectively and successfully.

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    I am seeking a proficient Python developer with experience in robotics programming, specifically with LEGO Mindstorms EV3, to take on an exciting project. The envisioned robot needs to be capable of performing tasks that include navigating obstacle courses, picking and placing objects, and following specific paths with precision. An understanding of programming in a classroom setting would also be beneficial as these robots will be used as educational tools. **Necessary Skills:** - Proficiency in Python programming - Experience with LEGO Mindstorms EV3 or similar robotics kits - Understanding of basic robotics concepts such as object detection, line following, and maze solving - Capability to program robots to navigate through obstacle courses - Experience with algorithms for picki...

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    ...requires an innovative approach to solving a maze. To meet this challenge, I'm seeking a talented developer to assist in building a maze-solving robot. Here are some specifics about what I need: ### Robot Characteristics: - i will be using arduino l298 motor shield n20 motor gears ir sensor array module chasis ### Ideal Skills and Experience: - **Robotics Engineering:** Proven experience in designing and building robots, particularly those that navigate mazes. - **Sensor Integration:** Ability to integrate and fine-tune infrared sensors for optimal maze navigation. - **Problem Solving:** Capability to develop efficient algorithms that enable the robot to solve large mazes quickly and accurately. - **Programming Proficiency:** Skilled in programming language...

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    ...Format ist nicht sehr benutzerfreundlich, da man u.U. lange herunterscrollen muss, bis man zum gesuchten Werk kommt. In der Zukunft sollten pro Reihe 5 oder 6 Werke mit Bild, Titel und Jahr dargestellt werden. Um mehr über ein bestimmtes Bild zu erfahren, wäre auf das Bild zu klicken, um zu einer neuen Seite mit allen Einzelheiten zu gelangen. Und danach natürlich wieder zurück zur Bilderliste. Parallel ist eine Suchfuntion vorzusehen. Nach Vergabe des Projekts werden einige Links zu bestehenden Webseiten zur Verfügung gestellt, die ähnlich konzipiert sind - als Inspirationsquelle. Das Online Werkverzeichnis von Max Beckmann gibt aber z.B. schon eine gute Idee, in welche Richtung es gehen soll. Im Vergleich zur bisherigen Webseite soll der Intern...

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    Make a robot to post images. We need a random AI image generator, with pre-selected themes, and that is capable of automatically posting from time to time on our own PHP website. There is already a ready-made code here Your job will be to integrate it into my website, to work where I want it, to do it like a robot.

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    I am seeking an experienced robotics professional to help me bring a crucially important concept to life; a special robot designed for detecting and rescuing individuals in perilous water situations(like drowning). Key tasks for the project are: 1. Building and Programming the Robot: You will have to create the robot with the capacity to function autonomously, recognizing human forms, detecting distress and then carrying out rescue procedures. 2. Design and Optimization: Alongside building the robot, your role will also involve the ongoing enhancement of its functionalities, improving efficiency and effectiveness within its target environment - water bodies like pools, lakes, or seas. This kind of consistent optimization will be pivotal to operational succes...

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    ISelf cleaning fully automated cat litter box. Handling a pet owner's problems of maintaining a cat over a long term of being away from the home and a safe place for their pet to handle it's calls hygienically is the prime goal of the product. The product design should be sustainable and pet friendly making minimal noise as the drum rotates separating the cat feces from the litter...deal with. The production should be made simpler as it is the first product by minimizing moving parts and making it more cost effective to both the consumer and the manufacturer. Other addons like voice assistants and odor control can be accessorized in the future models. Modularity is to be provided to make future addons possible. References can be made of pre existing litter boxes like litter ...

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    I'm in need of a specialized programming expertise specifically for a Yaskawa YRC1000 controller, SmartPendent, and Pallet Builder application. I'm looking to collaborate with a knowledgeable freelancer who can jump into the project immediately. **Skills and Experience:** - Proficient wi...can jump into the project immediately. **Skills and Experience:** - Proficient with the Yaskawa YRC1000 controller programming. - Familiarity with Yaskawa SmartPendent. - Experience with interpreting and editing code generated by Yaskawa Pallet Builder - Ability to work quickly and efficiently to meet an urgent deadline. **Project Requirements:** - Understand, interpret and edit code on the robot controller. **Ideal Candidate:** - Has direct experience within the context of Yaskawa...

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    I have 18 images I need the images rotated just 2 - 5 degrees so the rooftops align with the top of the image and are parallel. Also I need the side wall of each house to be perfectly straight up and down. You should only need to rotate each image slightly. The job should take only 10 - 15 minutes Pay is $10 Must complete this job right now today in the next hour. A good review and future work for the right person

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    ...que pueda crear un bot específico de grafología para insertarlo en una página web con usuario y contraseña. El objetivo principal de este bot será mejorar el proceso de contratación de personal mediante informes de personalidad basados en la escritura haciéndolo más ágil y eficiente. Debe saber analizar la letra mediante imagenes de escritos. Los requisitos clave para la funcionalidad de este robot de IA incluyen: - Capacidad para analizar rasgos de escritura a mano utilizando una base de datos existente de signos grafológicos para su evaluación. Conjunto de habilidades específicas y experiencia que estoy buscando: - Conocimiento de programación de IA específica para bots. - Domi...

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    I've embarked on a personal endeavor to bring my robotics project to the next level. As a hobbyist with a working prototype, my journey with Arduino has been deeply rewarding yet challenging. I've reached a point where the limitations of my code are hindering progress, specifically in terms of its size. The bulky nature of my current software solution saddles my robot with unnecessary memory usage, curbing its potential for expansion and innovation. **Key Objectives:** - **Memory Usage Reduction:** The primary goal is to refine and condense the existing code to free up memory. This will lay the groundwork for future enhancements, ensuring that the project remains scalable and efficient. - **Prepare for Expansion:** As I look to introduce new functionalities in the near fu...

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    ...------------------------ TIME MAX 1 WEEK Testing : I use your python code which hosted on my AWS cloud project created by me using your instructions I provide to John, Peter, Ana, Paul.. etc, only one the same web link and only python code for 1) request implementation for test data 2) receiving response and comparing with prediction calculated locally 3) Requests are sent by each person in parallel: 1234 requests per second combined for all of them (not each one 1243), for requests generation you can use data from train data set. Make sure there are no dropped requests ( requests without response ) 4) Requests consists of data sample and unique Request ID. Machine learning model code receives data and Request ID. Then returns prediction and the same Request ID concatenated wi...

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