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    2,000 answering machine detection source code jobs found, pricing in CAD

    I'm seeking a talented UI/UX designer to revamp my existing design (attached). The project involves overall enhancement with a keen focus on the specific needs of students aged between 5 and 18. The idea behind the project is to teach students AI and Machine Learning. Name of the project: Alix Current Color Palette: #1F4760 and #69F2FA

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    I need assistance in creating a Python script that can dial a number through a VoIP service using the VCDial setup I have. The code should also play a pre-recorded message when the call is connected. The operating system I am using is Windows. Key Requirements: - Develop a Python script that can interact with the VCDial setup for dialing numbers. - Integrate the functionality to play a pre-recorded message once the call connects. - Ensure the script can run smoothly on a Windows environment. Ideal Freelancer: - Proficient in Python programming, with experience in telephony and VoIP setups. - Familiar with VCDial or similar systems. - Able to work effectively on Windows OS. - Prior experience in creating automated call systems or call centers would be a plus. My budget is not mor...

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    I need a proficient PHP developer experienced in manipulating URL accessibility. Ideally, only Google bots should access the URL, keeping the link invisible to all other including real human. The task requires the ability to: - Leverage PHP to restrict access to the specific URL; - Use user agent string detection to discern between Google bots and real human users; - Block all real users, regardless of their geographical location or device used. Your extensive background dealing with PHP, coupled with a solid understanding of user agent strings, is essential for this project. If you have previous experience working on similar projects, those will be advantageous. Please share examples of your past work if possible.

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    In quick expansion of our consumer base, I am seeking an Italian native speaker to provide customer support primarily through phone calls. The ideal candidate will have basic knowledge of sales to facilitate successful interactions with our customers. Key Responsibilities: - Answering product-related queries via phone calls - Utilizing effective sales techniques to ensure customer satisfaction - Necessitate top-tier communication skills Essential Skills: - Native level Italian - Proven sales skills - Exceptional problem-solving capabilities - High-quality communication skills I invite those who fit the bill of a proactive problem solver with sales expertise and a passion for providing excellent customer support to consider this opportunity.

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    As a client in financial services, I'm in need of a comprehensive anti-fraud transaction monitoring system that leverages AI technology to enhance my fraud detection capabilities. Key Features Required: - Real-time monitoring: The system must be capable of monitoring transactions as they occur, allowing for immediate action if unusual activity is detected. - Pattern recognition: The ability to identify and flag patterns of potential fraud in transactions. - Alert notifications: The system should send out alerts to designated parties when suspicious transactions are identified. - User authentication: Strong user authentication processes to ensure that the system is secure and only authorized personnel can access and modify it. - Dynamic profiling: The system should be able to c...

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    I'm in need of a skilled Machine Learning Engineer who can develop modules to help analyze the real-time electricity consumption for a variety of devices in our system. Backend: Key Points: - Devices to be analyzed include air conditioners, lights, and simple motors and other simple devices. - The analysis should cover both the collective consumption of groups of devices and the individual consumption patterns of each device. Ideal Experience: - Strong background in Machine Learning, ideally with experience in real-time data analysis. - Previous work in energy consumption analysis or similar fields would be a huge plus. - Proven track record in developing ML models for group and individual level analysis. The ML analysis we are looking for includes: - Identifying ...

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    I'm seeking expertise to develop an AI solution addressing specific communicatio...completion, and progress updates that are currently barriers. Key Features and Responsibilities: - Construct an AI system that can precisely request added details - The AI tool should nurutre informations mainly for document retrieval, tasks execution, and progress report. - Should work effectively with email platforms as the primary communication tool. Ideal Experience: - Proven experience in AI and machine learning technology - Familiarity with corporate communication systems - Experience in integrating AI with Email services. This project aims at enhancing efficiency and productivity through clear and effective communication. Please provide examples of similar past projects while submitting...

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    ...for detecting potential water leaks. The primary goal of this project is to simulate a water pipe network and subsequently identify potential leaks using pressure drop analysis. The simulation should be able to model the flow and pressure properties of a complex network of pipes. Key tasks: - Setting up the pipe network simulation using Python - Conducting pressure drop analysis for leak detection - Providing an intermediate level of detail in the analysis report - this should include the locations and estimated sizes of the potential leaks Ideal candidates for this project should have: - Proven experience in Python programming - Understanding of hydraulic systems and pipe networks - Experience with pressure drop analysis - Proficient in creating detailed and informative rep...

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    ...all VST3 plugins on any user's system. It should add these plugins to a KnowPluginList and save this list to an AppProperties Object. It should be a standalone application and have a custom theme that we can discuss. Skills and Experience: - Extensive experience with C++ and Juce framework is a must. - Prior work on creating VST3 plugins or scanners is highly desired. - Familiarity with plugin detection and organizing algorithms. - Experience in creating cross-platform applications and ensuring consistent performance across Windows and macOS. Ideal candidates should have a good understanding of audio plugins in general and VST3 in particular. The ability to create an efficient and user-friendly interface is also important. Good communication skills and the ability to work ...

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    Details are provided in the attached files. Please read them all!

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    I'm in need of a freelancer skilled in Windows server administration and virtualization technology, specifically VMware. Your task will be to set up a VPN server on my existing Windows virtual machine. Key tasks include: - Installing and configuring OpenVPN on the Windows server - Ensuring the VPN setup is secure and functions properly You should have deep knowledge and experience with Windows Server, VMware, and OpenVPN protocols. I'm expecting the project to be done efficiently and timeously without compromising on the server's security measures.

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    ...of Seamless models. Feel free to play around with the notepad. Tutorial link: Request to install the programme from GitHUB: Seamless is a family of artificial intelligence models that enable more natural and authentic communication across languages. SeamlessM4T is a massive, multilingual, multimodal machine translation model supporting around 100 languages. SeamlessM4T forms the basis of SeamlessExpressive, a model that preserves elements of prosody and voice style across languages, and SeamlessStreaming, a model that supports simultaneous translation and streaming ASR for around 100 languages. SeamlessExpressive and SeamlessStreaming have been combined into Seamless, a unified model that includes

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    I'm looking for a skilled DevOps Engineer experienced in AWS to help design a robust architecture for my Spark and Sagemaker Machine Learning models. Key Requirements: - **AWS Services**: Your primary focus will be on utilizing Amazon S3 and Amazon Sagemaker effectively within the architecture. - **Programming Languages**: Familiarity with both Python and R is important, given that my models are built in those languages. - **Model Operations**: Your design should focus on enabling batch predictions and facilitate model training and retraining for the Machine Learning models. Ideal Skills: - Experience with Amazon S3 and Amazon Sagemaker are a must. - Proficiency in Python and R for fine-tuning or troubleshooting the models. - Familiarity with designing architectures fo...

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    I'm looking to migrate my current Shopify store to a new platform, specifically WordPress. The goal of this new website is to boost E-commerce sales, so it will be crucial to ensure a smooth transition while enhancing the user experience. Need a new domain. Upload over 100 products. Need seo, fraud detection, need my website to be viewed even while customers are at work in a government agency with no restrictions to entering websites. Key Features Needed: - Product Customization Options: The ability for my customers to tailor and personalize their purchases. - User Accounts and Profiles: A seamless system for users to create accounts, save preferences, and view order history. - Advanced Search and Filter Options: A robust search functionality with filters to help customers fi...

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    This is a personal project questing for an adept software engineer or system administrator to create a multiboot machine. Ideally, this machine will be configured with both Windows 10 ISO and Ubuntu 22.04. However, instead of the conventional Grub, we will utilize the Burg Bootloader with the Metro theme. This is a technically demanding task requiring the following: - Profound knowledge in Operating System installations. - Expert ability to setup multiboot configurations. - Experience with the Burg Bootloader is highly desirable. - Familiarity with the Metro theme. The purpose of the multiboot configuration is to provide a platform where I can experiment with different operating systems. Please ensure the optimal setup is achieved such that I can independently manage the ...

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    I'm looking for an AWS expert who can set up my profile in Mumbai with 1000 virtual central processing units (vcpus). This highly specific task requires excellent knowledge of ...set up my profile in Mumbai with 1000 virtual central processing units (vcpus). This highly specific task requires excellent knowledge of Amazon Web Services. Key tasks include: * Setting up EC2 instances specifically optimized for compute. * Ensuring the configuration supports the primary application of machine learning. You should have a deep understanding of AWS, specifically EC2 instances, with a proven track record of setting up compute optimized environments tailored for machine learning. Prior experience with large scale setup (1000+ vcpus) would be a distinct advantage in being succe...

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    I'm in search of a skilled professional in Machine Learning to create an image recognition model tailored for hand gestures and symbols. The project will be entitled Real Time Sign Language Translator and will translate America Sign language to Recognisable alphabets and display them on the screen to be able to form words. Key Requirements: - The model should be optimized for high accuracy, exceeding 95% in recognition of the specified hand symbols and gestures. - It should be able to differentiate among various hand symbols and gestures, recognizing them accurately. Ideal Skills and Experience: - Proven experience in developing and training image recognition models, particularly for recognizing hand gestures. - Proficiency in working with machine learning frameworks a...

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    Hello, I have a dating app that was developed 4 years ago and is published on Google Play. It was made in JAVA, but now the version is depreciated on the market. What I want for this app is to rewrite the code using Kotlin or Flutter, because this app was made in Java 4 years ago. Within the app it has many functions. Apply for this project and tell me the price at which you would do it. and The estimated time. - Implement in the app (Membership - payment plan with Google)

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    Need a solution A barcode app to print and track our inventory. (Barcode&QR desirable)Online - Webbased. ProductCode/SupplierCode/Category/SubCategory/Batch/Colour/Size/Expiry/Selling PriceA/X/X/X/X/X/XX/XX/XXXX/XXXXXX.00Item description must print on the lable More details: We wish to use this app to count our inventory using bar code scanners Also when items are placed in a box to transfer between two shops, we need it to be able to use the scanner and count accuracy. Is this project for business or personal use? For an existing business What information should successful freelancers include in their application? Experience How soon do you need your project completed? ASAP

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    ...including updates and troubleshooting. Required Skills: Proficiency in web development technologies (e.g., HTML, CSS, JavaScript, and a server-side framework like Node.js or Django). Experience with Python, particularly in data handling (pandas) and automation scripts. Strong background in API integration and management. Experience in handling databases (e.g., MySQL, MongoDB). Familiarity with AI and machine learning frameworks or APIs (experience with image generation APIs is a plus). Good understanding of cloud services (AWS, Azure, or Google Cloud) for deploying and scaling applications. Ability to design user interfaces with attention to user experience and responsiveness. Qualifications: Bachelor’s degree in Computer Science, Information Technology, or related field....

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    As the main driver of this project, I require a senior machine learning engineer who specializes in working on training Stable Diffusion models. The ideal candidate must have: The ultimate aim is superior task performance, specifically in the realm of Text2Image. We are aiming to improve our system’s capabilities and exceed our current benchmark. Your role will be pivotal in us achieving this. If you are confident in your ability to develop models that transform the performance capabilities of challenging Text2Image tasks, then I invite you to bid.

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    I'm seeking a skilled microcontroller programmer for translating our control strategy into a code compatible with a dsPIC microcontroller. This code should be able to handle inputs of both voltage and current. The key features of this project include: 1. Control Strategy: Implementing a Proportional-Integral (PI) controller into the dsPIC microcontroller. 2. Input signals of the system include voltage and current. Being proficient in handling such systems is paramount. 3. Beyond written code, you should provide thoughtful documentation and comments so we can understand your strategies and algorithms. I am not specific about setpoints for voltage and current, so the approach should be adaptable. Ideal freelancers should possess the following skills and experienc...

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    I need a system that automates some feature on my website, focusing on identifying specific numbers and responding accordingly. Main Features for Automation: - Identify 1-digit numbers from the website - Track 10 consecutive numbers less than 2 - Upon detection, the system should: - Fill amount and apply for bet. Ideal Skills and Experience: - Proficient in web automation - Experience with identifying and tracking specific data on websites - Ability to integrate a betting mechanism in the automation process Please note that this project is not for developing a betting site. It's focused on automating a few select features on an existing website.

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    Looking for a Google Cloud Platform (GCP) expert...Cloud Platform (GCP) expert who can assist with Cloud Functions and Vision API integration and deploy function on google cloud - Your main focus will be integrating Vision API for images batch processing and setting up Cloud Functions. The urls of images will be in excel file in google cloud. The parse result to be placed in columns next to url column. - The data primarily processed with text detection. Ideal Candidate: - Proficient in GCP services, specifically Cloud Functions and Vision API. - Experienced in setting up GCP services for one function. - Skilled in implementing Vision API for image processing. - Strong understanding of data processing in GCP.

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    Expected Salary between 2000 and 3000 EUR I am in need of a Polish Native Speaker for my inbound phone customer support team. Your primary role will be: - Answering incoming calls from customers - Providing detailed information about our diverse product range The successful candidate should be an expert in customer service, with excellent communication skills in Polish. Knowledge about our products will be an asset in this role. Fluency in Polish is a must. Past experience in a customer support capacity will be highly regarded.

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    ...native-level fluency in Japanese or have a C1 certificate of Japan - Your English proficiency is fluent - Your laptop meets requirements: RAM from 6 GB, Windows 10+ or iOS - You have stable internet connection - You are self-organised, can work without supervision Mindy Teams is an international outsourcing company, a European leader in the field of Data Annotation for Artificial Intelligence and Machine Learning for over 10 years. Several of our clients belong to GAFAM and Fortune500 lists. We have a team of 2000 professionals. We are waiting for you to join our team....

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    As an important player in the pharmaceutical industry, we are seeking an efficient and resourceful AI/ML engineer who can ...and modeling - Developing precise and efficient AI algorithms - Integrating existing systems with developed ML models Our project predominantly concentrates on temperature-sensitive medications, which adds a layer of vitality to the precision and accuracy of our operations. Hence, the ideal candidate should have a background in pharmaceutical logistics or healthcare and a solid command over machine learning algorithms. With the potential of AI/ML, we aim to escalate the accuracy in the tracking of our shipments which is paramount to our vision of providing superior service. Therefore, proven experience in improving logistics or supply chain efficiency would ...

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    I'm looking for an experienced QA Automation Engineer for solving some issues we have in a complex Jmeter script which we ...solving some issues we have in a complex Jmeter script which we are using in our performance/load tests. This is a 1 week job at most and payment will be fixed at $500. Our JMeter script is not a simple one, so if you are not a real expert in JMeter please do not apply. You will fail to do the project. If you are an expert using JMeter for really complex projects, please apply by simply answering the below questions: 1- Tell us why you consider yourself a JMeter expert. 2- What were the most complex 2 projects that you did JMeter tests for and what made them complex. Please type "I can do it" at top of your reply so that I know you actua...

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    I'm in search of a skilled sports writer specializing in cricket. I need 3 articles per week, each running between 1250 and 1500 words. The articles must be: - AI Free (AI detection score must be 5% or below) - Plagiarism 0% - Professional tone and quality content. Payment Criteria: - Initial payment will be for the first article, then, weekly for 3 articles. - 10 NZD/Article (1250-1400 words) (Fixed, not hourly) - Weekly 30 NZD - You can work as long as you want meeting our requirements. The ideal candidate for this role has: - A passion for cricket - Proven experience in sports writing, particularly cricket (Must show samples in this niche). - Strong research and analytical skills - The ability to produce high-quality, engaging content on a regular basis If you're p...

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    ...learning models and their applications in Autism research. - Experience in conducting literature reviews in the context of EEG data and Autism. Please share your published works in these domains for further consideration. The budget is negotiable based on your skills and experience. Further Details: If you have academic writing experience in ‘Bioinformatics’, ‘EEG’, ‘Autism/Non-autism’, and ‘machine and deep learning’ domains, then this project is for you. Read it thoroughly; if you are confident to complete it, please send your interest and work in my inbox. I have implemented GB, XGB, and LSTM models to classify autism and non-autism EEG biosignal datasets (). I used preprocessing and feature engineering techniques and receiv...

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    I'm in need of a skilled developer to craft an AI-based firewall in a SaaS format. Features must include: - Real-time threat detection - Automated incident response - A user-friendly dashboard. The finished product will need to be hosted on a direct server. For security, it must meet these criteria: - Basic security measures - Advanced threat detection and prevention - Customizable security rules - DDOS attack prevention. Applicants with a strong background in AI, SaaS development, and cloud computing are desired, particularly those with experience in high-security IT projects.

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    ...developing machine learning software aimed at predicting space debris collisions and enhancing mission planning. The initial phase of this project requires a meticulous approach to data preparation, which is critical for the success of our subsequent modeling efforts. The challenge lies in acquiring as much relevant data as possible for accurate predictions. Project Scope: 1. Preparation Stage: The freelancer will be responsible for identifying and researching all available sources of space debris data, both free and paid. This includes a comprehensive evaluation of data providers to ensure the data's relevance and quality. The output at this stage will be an Excel table summarizing the research, which will include provider names, links to data or registration, pricing (if...

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    I need a Tic Tac Toe game implemented in C++. The game should support local multiplayer,...should support local multiplayer, with a simple text-based (console) graphical interface. Key Requirements: - C++ programming skills - Experience with game development, particularly Tic Tac Toe - Ability to create a basic text-based user interface The game should be designed for Windows platform. The core gameplay should be solid and allow for two players to play against each other on the same machine. The graphical aspect should be simple and intuitive, with text-based display. If you're an experienced C++ developer with a knack for game programming, this project could be a fun and quick one for you to pick up. Please provide examples of your previous game development work alongside...

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    I am seeking for a Spanish translator to translate PDF files from English to Spanish without using translating machine or Google translator.

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    I need a proficient Matlab coder to assist with debugging my existing Matlab code which is currently undergoing some issues. Here's what needs to be accomplished: - Debugging: The code needs to be thoroughly examined for bugs and the cause of the malfunctions need to be rectified. - Adding New Functionality: Progressive functions need to be infused into the existing code to improve its overall productivity. - Optimization: In order to expedite the execution process, the overall performance of the code needs to be enhanced. The ideal candidate should not only possess substantial experience in Matlab coding, but must also be dexterous in debugging and optimizing for performance improvement. Prior experience in adding new functionalities will be highly advan...

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    Integrate 3 API only. Source code is ready. Able to follow and close project in 3-4 days

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    ...Algorithmic Trading: The bot should trade using complex algorithms and machine learning trading techniques The bot should be specifically designed to work with the trading platform. The innovative trading bot should possess advanced capabilities to identify new coins and snipe within milliseconds and utilize unique trading algorithms and strategies to ensure multiple profitable entry and exit points and take advantage of the trading environment. - Quantitative complex algorithms: The bot should be able to crunch numerical data to identify trading opportunities. - Should be user friendly interface or app and work flawlessly via mobile device or computer. Ideal candidates should have proven experience in bot development, machine learning, and quantitative algorithm crea...

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    I'm seeking a highly skilled iOS developer who specializes in Moodle app customization. Your task is to conduct a seamless setup of the Moodle app on my machine, ensuring it operates flawlessly on the iOS simulator. Your responsibilities include: - Understanding my requirements and applying basic customization to the app: including the logo, color scheme, and fonts. - The version of Moodle in my current use: Moodle 3.2 Given that I have a strict deadline for the project, proven experience in Moodle app customization, and the ability to meet deadlines, is strongly preferred. Your ability to communicate clearly and promptly is also critical for the success of this project, so I'm looking forward to proper problem-solving discussions if they arise.

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    ...Algorithmic Trading: The bot should trade using complex algorithms and machine learning trading techniques The bot should be specifically designed to work with the trading platform. The innovative trading bot should possess advanced capabilities to identify new coins and snipe within milliseconds and utilize unique trading algorithms and strategies to ensure multiple profitable entry and exit points and take advantage of the trading environment. - Quantitative complex algorithms: The bot should be able to crunch numerical data to identify trading opportunities. - Should be user friendly interface or app and work flawlessly via mobile device or computer. Ideal candidates should have proven experience in bot development, machine learning, and quantitative algorithm crea...

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    ...my defined target audience which includes Cafes, Restaurants, Offices, areas with heavy outdoor traffic, Campuses, Hospitals, Airports, Industrial parks, and Schools. The website should: • Highlight the advantages of our coffee barista machines • Have a well-structured product catalog • Include customer testimonies • Have clear calls-to-action • Integrate e-commerce capabilities for direct machine sales Ideal skills include WordPress proficiency, SEO optimization techniques, and past experience crafting websites for similar industries. An understanding of the food & beverage-tech industry or e-commerce site development will be beneficial. 1. Brand Identity: Develop a distinct visual identity that combines elements of robotics and coffee culture...

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    I'm looking for a professional Shopify developer who can not only revamp my website but also integrate robust fraud detection measures. The ideal candidate should be adept at refining the user interface, enhancing product search functionality, and implementing measures for fraud prevention. For the UI enhancements, I am looking for: - A modern and clean layout that reflects my brand's aesthetics and values - A responsive design that ensures seamless user experience across all devices - User-friendly navigation that makes it easy for visitors to find and purchase products Regarding the product search functionality, the new website should offer: - Autocomplete search suggestions to help users find what they need faster - Advanced filters and sorting options for a more refi...

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    ...involves a variety of tasks, including design for a number of specific kitchen appliances, as well as the creation of a logo and supplementary marketing materials. Key Tasks: - **Product Design**: The primary focus of this project is the design of a range of electronic kitchen appliances. Specifically, I'm looking for designs for an air fryer, kettle, toaster, blender, juicer, and espresso machine. The key feature I want to highlight in these designs is a sleek and modern aesthetic. - **Logo Design**: I also need a logo designed for this product line. The logo should be consistent with the overall sleek and modern aesthetic of the appliances, and should help to establish a strong brand identity. - **Amazon Catalog Images and Videos**: To support the launch of these pro...

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    I'm looking for an experienced chatbot developer to create a user-friendly chatbot that can assist employment portal users in three main ways: - Answering Frequently Asked Questions (FAQs) - Recommending suitable job openings - Offering valuable resume tips The chatbot must be compatible with both our website and mobile application, ensuring seamless assistance to users across platforms. It's also necessary for the bot to support English language conversation. Requirements: - Proven experience in chatbot development - Proficiency in English language - Familiarity with employment portals is a plus - Excellent understanding of FAQ systems and job recommendation mechanisms - Knowledge of resume crafting and optimization will be beneficial. Freelancer, familiar with the ...

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    I'm looking for a professional who can train an AI system for me. The aim is to accurately measure the areas of house roofs using open source satellite imagery or other similar sources. This is so that the system can be used to estimate repair or replacement costs for specific regions. Key Responsibilities: - Train the AI to achieve high accuracy in measuring house roof areas - Ensure that the system is geared towards roof repair or replacement estimation - Focus on specific geographical regions for training data, tailored to my needs Ideal Skills and Experience: - Strong background in AI and machine learning - Experience in working with satellite imagery or similar data sources - Prior knowledge of training AI for specific applications, such as roof area measurement -...

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    I need to develop separate and detailed PPT decks for each topic in the training. I've attached a draft PPT which covers ...slide including- Prerequisites, What will be learned in this topic, what would be learned in next topic. 1️⃣ Fundamentals of Generative AI: 2️⃣ Fundamentals of machine learning: 4️⃣ Fundamentals of Computer Vision: Fundamentals of conversational language understanding: 8️⃣ Fundamentals of Responsible Generative AI:

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    1) Implement MOSSE with SCRFD for Java Android 2) Implement it in our app by replacing MLKit and connect it to our engine 3) Replace our engine with ARCface The App must be fast and robust. For the 1st milestone deliverables... implement MOSSE tracking with SCRFD for Java Android running the C++ libs. Create a demo app that runs detection and tracking and: 1. shows boxes and tracking ID for each face detected. 2. model size 3. fps 4. face confidence 5. screen resolution 6. Allow the app to run on Android's both front and back camera 7. add a zoom feature if supported by the device's camera. 8. add an option to upload and process recorded videos. no need to do ui/ux design key point is to integrate c++ library with android app Need to do some test before start Check SC...

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    The machine learning component of this hybrid profile creation system in a Flutter app involves integrating a TensorFlow Lite model, possibly using DistilBERT for its efficiency and effectiveness in natural language processing tasks. The model's role is twofold: Text Analysis and Categorization: It processes user-generated text inputs and web-scraped content to extract meaningful insights, such as sentiment, key phrases, or categorization of interests. This helps in dynamically adjusting the user's profile to reflect their preferences and behaviors accurately. Usage Pattern Learning: The system tracks and analyzes app usage statistics to learn about user preferences over time. Machine learning algorithms can identify patterns in what features or content the user in...

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    ...for the NVIDIA Jetson Nano. The application should accurately count cars passing through multiple cameras using RTSP live streams. Key Requirements: Modular Design: The software should have a configurable region of interest (ROI). This will allow customization of the tracking area for different camera setups. The system should support settings for either two-way or single direction vehicle detection, selectable per camera. Multi-Camera Support: The application must handle live feeds from at least three cameras simultaneously without frame skipping. Ensure seamless capturing, detecting, and tracking across all cameras, maintaining high accuracy and performance. Error Handling: Implement robust error handling to ensure the application runs continuously without crashes. Auto-recov...

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    ...up a virtual machine to install Linux Mint 21.3 Cinnamon Edition so you can test your code properly. In particular, if I were to send you a bug report, I would not like to receive a reply from you like, “The script works 100% perfectly for me on Google Chrome on Windows 11. Because I am a 100% perfect engineer, who always ships code that is 100% bug-free, I am 100% certain that the code is 100% cross-platform compatible; therefore, I am 100% certain that it is your fault that the script is not running properly.” Of course I am being facetious. No engineer I've ever worked with has explicitly made such ludicrous statements. Nonetheless, I want you to understand the frustration I have had dealing with incompetent, self-professed software eng...

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