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    2,000 opencv tensorflow object detection jobb har hittats, med prissättning USD

    ...List Generation: Compile grocery lists based on the week’s recipes, optimizing for cost, and minimizing food waste. Cost Estimation: Provide an estimated cost for the weekly groceries based on prices from local stores or average costs. Technologies: Frontend: Vue.js or React for a dynamic and responsive user interface. Backend: Python with Flask or Django, using machine learning libraries like TensorFlow or Scikit-Learn for AI functionalities. APIs: Integrate with APIs for nutritional data (like Spoonacular or Edamam) and possibly grocery prices from online retailers. Database: Use SQL (like PostgreSQL) for structured data storage of user profiles, meal plans, and feedback. Machine Learning: Implement machine learning algorithms to personalize meal recommendations and learn...

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    ...Learning Management System (LMS) have recently fallen victim to a malicious hacking incident. As a result, our hosting environment has been compromised, leaving our digital infrastructure vulnerable. We are urgently seeking an experienced and trustworthy freelancer who can assist us in rectifying this issue. The tasks involved are multifaceted and require a comprehensive approach: 1 - Malware Detection and Removal: Conduct a thorough scan of our website and Moodle files to identify and eliminate any traces of malware or suspicious code. 2 - Platform Upgrades: Upgrade both our WordPress website and Moodle LMS to their latest stable versions to ensure robust security and optimal performance. 3 - Secure Transfer to New Hosting: Migrate our website and Moodle instance to a new Virt...

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    I'm in need of 1-2 skilled writers to create engaging and informative articles on a regular basis for us. It's position from where you can ensure regular income 7 days a week. But the articles have to be written manually and must pass our recommended AI detection tools. Needless to say, the quality has to be top notch. SEO knowledge is necessary. Payment: - 1 NZD/100 words (Fixed) You can work as long as you want if you can meet our criteria. Start your bid with "1 NZD/100 words (Fixed)". Thank you.

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    I'm in need of a proficient professional who can assist me across a range of software for MEP (Mechanical, ductwork ) projects. Specifically, I require help with the initial setup and ongoing support and training for the software listed below: - Navisworks: Assistance with clash detection. - AutoCAD: Support in 2D drafting. - Revit: Expertise in 3D modeling. - Fabrication CADmep: Assistance in MEP fabrication. - Revisto: Guidance for project collaboration. Given the complexity of the software and the specific areas I require assistance with, I'm looking for someone who is not only proficient in these tools but also a great teacher. Your ability to explain complex concepts clearly and guide me through the setup and training process will be essential. If you're skil...

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    Photoshop edit removes objects

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    ...talented 3D artist who can add realistic motion graphics animation to my videos. This isn't just any video, it's a captivating 3D digital billboard. The assignment requires proficiency in realistic object animation. Here are some specifics: - Animation Style: Realistic motion graphics - Video Length: less than a minute Applicants should be skilled in motion graphics and understand how to bring realism to their animations. A portfolio demonstrating similar projects would be advantageous. Let's work together to bring this 3D billboard to life! We will supply the original footage, and a 2D image of the object, or instruction how it should look You can see samples of similar work here: - add a shoping cart with Baloon

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    ...agricultural sector. Key Features: - Crop selection and management: The app should help users choose suitable crops according to their location, climate, and soil type. It should also offer insights on how to manage these crops effectively. - Weather information: Users should be able to access real-time weather data, forecasts, and relevant alerts to optimize farming activities. - Pest and disease detection: The app should have a feature that enables farmers to identify common pests and diseases, and provides solutions for their control. - Sell and buy service: The app should facilitate the buying and selling of agricultural products, including seeds, pesticides, and other farming-related goods. - Sell pest: There should be a dedicated area for pest sales, ensuring a safe and e...

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    Hi hope you have a good day. I have odoo installed on like this I have asked someone else to update my docker image to version 17 odoo. I have now this problem It has to be fixed on the saas for the enterprise version V17 I am in search for someone who can solve this for me. Is this something you can do? Thank you for you're response. Cheers, Deef

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    ...file and extract information about every layer data, like height width distance between two layers. - Information to be extracted includes but is not limited to: layer name, objects on the layer, and their corresponding x and y axis data. - JSON Formatting: - The software should format the extracted layer data into valid JSON format. - Each layer should be represented as a JSON object containing relevant information. - Output Delivery: - The JSON-formatted data should be made available for download or displayed to the user directly within the interface. - Error Handling: - The software should handle errors gracefully, providing meaningful error messages to the user in case of file upload failure or data extraction issues. 4. *Non-functional R...

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    ...service to individual consumers. Therefore, user-friendliness, seamless navigation and intuitive design are prerequisites. - Target Audience: The platform will primarily serve individual consumers. The design and functionality must be aligned to cater to their preferences and needs. Ideal candidates should possess: - Strong proficiency in JavaScript, including DOM manipulation and JavaScript object model - Understanding of React.js and its core principles - Experience with popular React.js workflows. - Knowledge of MongoDB, Express, React.js, and Node.js (MERN stack) - Experience in implementing user authentication and real-time updates. - A knack for benchmarking and optimization. Developing this platform requires a skillful blend of technical understanding and a user-cente...

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    I've got an YOLO v8 model for leaf disease detection, wrapped in a Streamlit UI, and now I'm looking to take it to the next level. Server Deployment: - I'm in need of an expert who can deploy this model onto any free cloud server. Your experience with cloud services will play a key role in ensuring the model works seamlessly once deployed. Mobile Integration: - I need to integrate this model with a mobile app with minimal ui. For this, I'm open to any free available mobile app development platform, but I need it to be user-friendly and efficient. - The mobile app should be able to take in images as input and upload them to the model. It should then display minimal results back to the user once the image has been analyzed. Desired Results: - The app shoul...

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    Project Description: We are seeking a highly skilled Photoshop expert to edit a series of van images that will be used for sales and marketin...design or color that ties them to previous branding, except for the "Courier Academy" logo where applicable. There is an example image for the Van included. Deliverables: Edited images in high-resolution format. Photoshop files with layers intact for any future adjustments. Skills Required: Proficient in Adobe Photoshop with a strong portfolio showcasing photo editing skills, particularly in object removal and color correction. Attention to detail and ability to adhere to specific editing guidelines. Ability to work independently and deliver high-quality results within tight deadlines. Project Duration: This project needs to b...

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    I'm looking for a skilled photo editor to make an object (specifically the disco ball that the bride is holding) in the attached photo moderately larger (so it covers her face in the same way as the grooms - doesn't have to be the same size as the disco ball the groom is holding, just needs to cover her face properly). Key Requirements: - Your task will include enlarging the disco ball to cover the brides face without significantly altering any other part of the image. Hands/arms of bride will look the same as they currently do (not enlarged etc). This will entail sophisticated editing techniques to maintain the integrity of the image. - You must be able to make the object moderately larger. The enlargement should be noticeable but not extreme. Ideally, you will n...

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    I'm seeking a creative graphic designer to create visualisation of the Heliport deck on the roof of the building. The real roof is shooted by drone. The heliport for the drone will be build up in real later. This video should include the virtual final stage of the construction. The original video source files are located here Location of the SQUARE heliport with letter "H" in the middle and lgithning is demonstrated in attached photo. The signal light on the heliport should be on the video and blinking.

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    I'm seeking a proficient Zapier expert who can develop a Zap that automates several tasks when a new PDF is added to my Google Drive folder. Key Requirements: - Flatten the PDF: The Zap should flatten the new PDF file upon detection. - Extract Each Page as .tiff File: After flattening, the PDF pages need to be extracted individually as .tiff files. - Email Notification: Notify me via email once the process is complete. It's essential that the successful candidate is well-versed in Zapier and PDF handling. Familiarity with API would be an added advantage, although not necessary as I do have an API key if it's needed. Your role will be pivotal in streamlining my workflow and ensuring efficient management of PDF files. If you possess the requisite skills and can deli...

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    A new project for significant 4 corners

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    Looking for an experienced image processing professional able to create a system that detects traffic lights under various weather ...accuracy of 80% to 95%. Skills and experience: - Strong grasp of image processing principles - Experience in designing systems for traffic light detection - Knowledge of error margin handling in image recognition - Capable of working with weather variant condition images Objective: - Create a functional traffic light detection system - Ensure it works effectively under different climates - System should reach a moderate accuracy of 80% to 95%. i need this project to be done before the deadline : 5/1/2024 i have the dataset from this site : !Akhz5L4oxpUGiX2BR8RRl4B-XJ4I?e=fFFkll it should be done using python and the library of OpenC...

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    I am in need this by MAY 1 3PM max. an Android mobile application to contribute to my ongoing project - a leaf disease detection model which utilizes a streamlit UI. The sole purpose of the app should be to enable users to upload JPEG, PNG, JPG images to my model. Results will not be required to display extensively on the app, thus a minimalistic design would be most appropriate only showing the predicted class, cause and prevention which is already present in the UI. Key requirements include: - Proficiency in Android development - Experience in integration of image upload features - Ability to work with existing systems and models - Familiarity with JPEG, PNG, JPG image format Understanding of image-based machine learning models would be beneficial but is not a necessity.1

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    ...tasks. Attention to Detail: Thorough in tasks and testing, prioritizes accuracy. Openness to Feedback (criticism). Global Mindset: Dedicated to societal betterment over personal gains. Personal Growth: Values self-improvement, avoids counterproductive habits. Competencies: Programming and System Design: Proficient in Python and Java, with extensive experience using ML libraries for NLP such as TensorFlow, PyTorch, and spaCy. Natural Language Processing (NLP): Expertise in GPT models (using OpenAI API), Large Language Models (LLMs), prompt engineering, and text preprocessing techniques like tokenization, stemming, and lemmatization. Extra hours requirements: Willingness to work extended hours and weekends as needed Compensation 12000 - 80000 $ a year + 0.5 - 3% stock options ...

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    ...Natural Language Processing (NLP) and AI. This app should be able to analyze uploaded CVs and automatically respond to predefined queries such as years of experience and areas of expertise. Key Requirements: - The application should implement NLTK and Tensorflow as primary AI and NLP technologies. - The solution should not be a copy; it requires originality and a functional outcome. - Importantly, it should feature user authentication and login functionality. Ideal Skills: - Proficiency in NLP and AI, with strong knowledge of NLTK and Tensorflow. - Strong experience in web-application development. - Capabilities in implementing secure login functionalities. - Proven ability to develop unique solutions and problem-solving skills. Please provide a detailed proposal outli...

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    As a party involved in an ongoing legal proceeding, I need the expertise of a professional in information security/cybercrime, preferably with a strong proficiency in Microsoft systems, to thoroughly analyze and decipher my Windows event logs. Key objectives include: - Verification of user activity evidence during a specific time period. - Detection and detailed analysis of keyboard inputs, mouse movements, and/or application launches. Prerequisites: - Experience handling sensitive data and understanding of confidentiality requirements due to the legal implications of findings - Familiarity with Windows 11 PC software and systems - Proven ability and tools to analyze Windows event logs - Availability to complete the analysis quickly, accurately and provide a comprehensible report...

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    I have a video that needs some objects removed. Specifically, there are buildings and some slum area that need to be edited out. Ideal Skills and Experience: - Proficiency in video editing software - Experience with object removal in videos - High attention to detail - Ability to maintain video quality after editing - Previous experience working on similar projects

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    chat psychologist 3 dagar left

    ...de Progresso: Permitir que os usuários acompanhem seu progresso emocional ao longo do tempo. Aplicar técnicas de aprendizado de máquina para ajustar as recomendações de tratamento. Tecnologias a Serem Utilizadas: Frontend: HTML, CSS, JavaScript para criar uma interface de usuário responsiva. Backend: Node.js ou Python para lidar com lógica de negócios e integração de IA. IA: Frameworks como TensorFlow ou PyTorch para modelos de aprendizado de máquina. Banco de Dados: MongoDB ou SQL para armazenar dados de usuários e interações. Considerações Éticas: Garantir a confidencialidade e a segurança dos dados dos usuários. Estabelecer limites claros para ...

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    I'm seeking an expert in Long Language Models (LLM) to develop a model that can detect vulnerabil... Key Requirements: - Experience with Long Language Models (LLM) such as GPT, BERT, etc.. - Previous work and experience in the field of cybersecurity, particularly in vulnerability detection. - Ability to design and implement a model that can accurately identify network traffic patterns associated with vulnerabilities. The successful freelancer should be able to: - Understand the nuances of different LLMs in order to choose the most suitable one for the task at hand. - Develop a robust vulnerability detection model using the chosen LLM. - Demonstrate their experience in cybersecurity and vulnerability detection. Please highlight your experience in the aforemention...

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    ...Network status (up/down) - Bandwidth usage - Network latency - Download speed - Upload speed • Device Monitoring: This system should be able to monitor a 4G Router. • Perform specific actions like: - Receiving real-time alerts - Generating reports - Viewing historical data - Receiving intrusion detection This project requires someone with experience in network monitoring, as well as a good understanding of 4G routers. Familiarity with creating real-time alerts, report generation, and intrusion detection mechanisms will be crucial for this role....

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    I'm seeking a proficient Photoshop artist to enhance several personal photos requiring moderate level retouching. The task includes skin smoothing and object removal, enhancing the overall appearance of the pictures. The retouched images will be used for personal purposes. The ideal freelancer will have: - A high level of proficiency in Photoshop - Extensive experience in photo retouching - A keen eye for detail, delivering flawless results - Knowledge of the latest photo retouching techniques - The ability to respect deadlines. Being adept at maintaining the naturalness of the retouched image while improving its aesthetics will be a major plus. Please include examples of your previous work in your bid. Looking forward to a successful collaboration!

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    I am seeking a Python developer with expertise in image processing and Pytorch to assist with AI image processing in Python code. Key Requirements: - Skilled in Python programming - Proficient in Pytorch - Experience with image processing...Python developer with expertise in image processing and Pytorch to assist with AI image processing in Python code. Key Requirements: - Skilled in Python programming - Proficient in Pytorch - Experience with image processing using AI - Ability to work with and integrate AI image processing code The task involves handling image processing tasks using AI, most likely image classification, object detection and segmentation. The outcome of the task is to have a functioning AI image processing code. Please get in touch if you have the nec...

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    ...performance and usability through efficient coding practices and algorithmic improvements. - Conduct thorough testing and debugging to ensure the stability, reliability, and scalability of the software. Requirements: - Proficiency in programming languages such as Python, JavaScript, or C++. - Strong understanding of computer vision concepts and experience with relevant libraries/frameworks (e.g., OpenCV, TensorFlow, Stable Diffusion, etc.). - Familiarity with augmented reality (AR) and virtual reality (VR) technologies and platforms. - Experience with web development (HTML, CSS, JavaScript) and mobile app development (React Native, Flutter) is a plus. - Solid understanding of software engineering principles, including design patterns, data structures, and algorithms. - Ex...

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    I need assistance with an unusual issue. Rstudio can't locate an image file with the code I've written, even though the image is in the same directory as the project. Currently, I'm using the function in R to attempt to load the image, but it doesn't seem to recognise the file. Key tasks include: - Debug why Rstudio cannot locate the image file - Offer a solution to help Rstudio identify the image file - Ensure the function works effectively Skills and Experience: - No R studio knowledge - Useless

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    ...enterprise and require an expert in OCR technology to design a program for me. The main function of this program would be to detect and digitize human handwriting from forms, consolidating that information into an Excel sheet. There would be a subsequent function for field extraction to compile a final report. - Desired Skills and Experience: • Proficiency in OCR technology for handwriting detection • Experience in custom software development • Excel programming expertise for auto-consolidation of data • Knowledge of report generation mechanisms within software Successful execution of this task would drastically streamline data processing in my start-up. To increase accuracy, the OCR program needs to be trainable, in order to recognize unique handwriting ...

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    ...applications on Windows. - Familiarity with JavaScript and web automation libraries (like Selenium or Puppeteer) for simulating user interactions with web browsers. 2. Web Automation and Scraping: - Experience in web scraping and automation to interact with search engines, simulate searches, click actions, and navigate websites. - Understanding of techniques to manage and bypass bot detection mechanisms like CAPTCHA, and JavaScript challenges. 3. Network and Proxy Management: - Knowledge of IP rotation and proxy management to simulate traffic from different locations and devices without being blacklisted by search engines. - Experience in setting up and managing Virtual Private Servers (VPS) for deploying applications that require constant uptime an...

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    I'm looking for an experienced Python developer to help with an image processing and machine learning project. - The primary goal of the project is object detection. - Specifically, I need to detect mouths in images. - The developer will need to use machine learning techniques to train a model to detect this specific object, and then implement it for processing images. - The ideal candidate should have experience with image processing, machine learning, and Python programming.

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    I'm seeking a Photoshop pro to help me out and remove an object from an arm and replace it so it looks like the arm only.

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    I require a 3D printed object designed for functional use, primarily focusing on structural integrity. Key requirements are: - The design should account for environmental stress conditions like heat and cold extremes. - The object needs to be more than merely aesthetic or experimental, it should serve a functional use. - Emphasis on creating a robust design that can withstand environmental stressors. Desirable skills for a potential freelancer would include: - Experience in designing 3D printed objects particularly for functional uses. - Knowledge of materials and design strategies for handling environmental stress (heat, cold, etc.) - Strong understanding of structural design principles. - Ability to produce a design that can be efficiently 3D printed. The end goal is ...

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    I need a skilled graphic designer to accurately and realistically add white vinyl fence panels to an image. The panels should be designed in a private style, with no gaps. Ideal Skills: - Expertise in graphic design - Proficient in Adobe Photoshop or similar software - Experience in realistic object rendering - Knowledge of PVC material will be advantageous Expectations: - Panels should look realistic as if originally captured in the photo - Implementation of accurate lighting and shadows on panels - The fence's texture and color should match my provided references. Please include previous similar work samples in your bid. I need this delivered in the next 2-4 hours Use white pvc fence for example

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    As an art enthusiast, I'm taking my passion digital by devisively creating a web application named 'AI Art'. This endeavor is aimed at employing innovative AI technology to generate uni...process to control access. - Users should be able to personalize the photos by applying different filters. - The platform needs to facilitate seamless downloading of the AI-generated photos in multiple formats. The ideal partner for this project is a professional with: - A deep comprehension of web application development combined with AI technology. - Proficiency in frameworks like Python, TensorFlow, or PyTorch for AI/ML. - Experience in designing UI/UX for web applications. - Knowledge of various authentication mechanisms for web apps. Join me in my journey to redefine art in th...

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    This project requires the development of a sophisticate...monitoring of the e-bike's position. 2. Geofencing Capabilities: To create a virtual boundary and enable alerts when the e-bike transcends it. 3. Theft Detection: Alerts or signals that notify when potential theft activity occurs. The system should gather and report specific information including: - Location History: To maintain a comprehensive record of places the e-bike has traversed. - Battery Level: To keep an eye on the battery status and inform e-bike users when the energy runs low. Ideal candidates should possess a deep understanding of GPS systems and tracking technology, with capable experience in developing geofencing and theft detection features. Familiarity or experience with e-bike mechanics and sy...

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    The primary object of this project is to significantly increase the organic traffic on our website solely focusing on Google. As the leading search engine, a boost in our keyword rankings here should ideally result in a substantial increase in visibility and subsequent site visits. I am specifically interested in professionals who possess the following: - A proven track record of successful SEO projects, especially involving Google. - The ability to provide suggestions about different effective keywords or phrases. While I do have certain ones in mind, I am fully open to your expert advice. - Experience with SERP and understanding Google's algorithm. Expected deliverables: - A detailed plan on how you aim to improve our organic traffic. - Ongoing improvements and tweaks to o...

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    MATLAB USERS Visual Processing and Object Detection: The first task will be to detect and segment objects in images using traditional computer vision methods. It will be necessary to automatically separate the balls from the background and evaluate the accuracy of the segmentation. Feature Calculation: The second task will be to extract texture and shape features. By using appropriate algorithms to calculate the shape attributes of the balls, it will then obtain textural attributes with gray level collaborative matrices. Object Tracking: The third and final task will be to track the movement of a ball by applying a Kalman filter. Working with real and noisy coordinates, it will create a tracking algorithm and compare the tracked path with the real one and report writ...

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    For my project, I require skilled professional for photo-editing tasks, focusing specifically on object removal and arm alteration. This involves: - Erasing a particular object from my photo while maintaining careful attention to details. The object in question is currently obscuring vital parts of my image, thus the need for precision in this task. - Lowering the arm of a person in the same photo. It should be done subtly and as naturally as possible to maintain the overall coherence and balance of the image. Ideal skills for this job include proficiency in advanced photo-editing tools, experience in object removals or alterations, and a keen eye for detail. Past experience working with dense images will be appreciated. Also, a deep understanding o...

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    ...the Bluetooth module and an emergency message for help with live location of the user will be sent to the contacts saved in the application. If the accident is not that severe the the user can dismiss the emergency message that is to be sent to the contacts within a given time limit. The ultrasonic sensor has to be connected to the buzzer, and a limit of 4 meters is to be set so that every time a object comes within the range the buzzer will buzz and the rider can know of possible vehicles near to his bike and can be alerted. The buzzer will also buzz at the time of incoming calls. Ideal skills and experience required: - Proficiency in Arduino code programming - Experience in sensor monitoring and data processing - Knowledge of working with multiple sensors and integrating the...

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    2 render images object remove , adjust light , touch up etc .

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    I'm seeking a proficient developer who can generate a Py...who can generate a Python program that specializes in controlling a PTZ Camera with 360-degree continuous motion. The program's key functionality should include: - Recognizing animals as primary objects in the field of view. - Halt the scanning motion upon the successful detection of an animal. - Send a notification via the application to indicate an animal has been found. The ideal candidate for this project would possess superior Python skills due to the client's language preference. Familiarity with motion detection algorithms, image recognition, and alert systems would lead to successful execution of the project. Finally, any previous experience in dealing with PTZ camera systems or similar techno...

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    I'm seeking an expert to create a bespoke voltage sensor and WiFi module configuration to monitor low voltage (below 100V). The core purpose of this system is to manage power outage alerts. Key Requirements: - The system should effectively detect power shortages in a low voltage environment. - Upon detection of a power outage, it must immediately send a mobile notification or SMS as an alert. - Expertise in sensor technology and WiFi modules is crucial for this project. - Experience with mobile notification systems is also highly desirable. By integrating your skills in sensor technology, WiFi modules, and mobile alerts, we can build a proactive power outage notification system. I look forward to your innovative solutions and approaches to make this project a success.

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    As part of my mission to create a custom solution, I am looking for a seasoned PHP developer to assist me in a variety of tasks. I need you to: - Identify and fix any existing bugs - Develop new features, exact specifications of which will be shared with you upon the commencement of the project - Optimize the cu...specifications of which will be shared with you upon the commencement of the project - Optimize the current performance of my website While I cannot provide examples of websites with similar features to what I envision, this provides an exciting opportunity for creativity and innovation. The ideal candidate should have a knack for out-of-the-box thinking, while retaining a methodical approach for bug detection and fixes. I look forward to collaborating on this unique PH...

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    I'm in search of a Salesforce developer with the ability to customize Salesforce workflows and create custom objects and fields. This involves: - Customizing Salesforce workflows - Creating custom objects and fields The primary goals of these customizations are to: - Streamline our business processes - Enhance the organization of our data - Improve the overall efficiency of our Salesforce instance Additionally, I require the developer to connect our Salesforce instance with third-party customer support systems. The ideal candidate will have a proven track record of successfully customizing Salesforce workflows, creating custom objects and fields, and integrating Salesforce with external systems. Experience with customer support systems will be a plus.

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    As a business, we understand the value of quality visuals so we're seeking a high-level photographer/editor. Your skills should include, color correction and object removal. We have less than 50 photos that need your expertise. The desired enhancements include: - Color Correction: The colors in our content need to be more vibrant and consistent throughout. - Object Removal: There are unwanted details in our images that need to be erased. - Background Removal & Logo Addition: Our photos require a clean, white background, and the addition of our company logo. All photos in question are of high resolution, more than 2.5MP, so your experience dealing with high-res imagery will be essential to successfully complete this project.

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    ...removal and image retouching. Key requirements: - Background Removal: The editor should be capable of removing the existing background from the photos and replacing it with a new one. - Object Removal: As part of the image retouching, there may be a need to remove certain objects from the images. - Background Replacement: The new background is expected to follow a film strip theme. The successful freelancer should be able to create a cohesive and visually appealing background consistent with this theme. Ideal skills and experience: - Proficient in photo editing software such as Adobe Photoshop - Skilled in object removal and background replacement - Experience in creating themed backgrounds If you have a good eye for detail and can deliver high-quality, professional res...

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    ...date periods (fetch invoices: after a date, between dates) ...- regex on filenames ...- downloaded invoice is represented by a invoice class, which properties to represent the full invoice details like (invoice date, invoice number, filename, filepath, sha512 fingerprint ) ...- the fetched data from the website to analyse is mapped into a page model class (page object model) ...- the finally fetched data of the invoices, which are locally on python side, are returned as a list of invoice class instances ...- expose operation via REST ...- can be outputted as xml or json (REST) - persist the downloaded data into database with ORM tool sqlalchemy + sqllite - use PyMS and sqlalchemy - use logging framework - cmd line only and rest api usage possible! Ideal Skillset:

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