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    ...aspects of thesis writing in Data Engineering and Machine Learning. Key areas where assistance is required: - Expertise in research methodology to help shape the foundation of my thesis and guide me effectively to carry out my research. - Skilled in literature reviews for significant studies in the field, ensuring a comprehensive and well-rounded foundation for my work. - Proficiency in data collection and analysis for gaining, organizing, and interpreting vital information, contributing to my comprehensive understanding of the topic. Additionally, I need hands-on support in data engineering, so expertise in this field is highly desired. An understanding of Google clouds will also be beneficial, given the nature of my project. For Machine Learning, an in-depth study of...

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    Machine learning project.. 6 days left
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    I am working on a research project. I need more efficiency of the model that is already trained.

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    Machine learning project 6 days left
    VERIFIED

    I am working on a research project. I need more efficiency of the model that is already trained.

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    I need a visual representation of the system architecture for my .ipynb file. This will be based on my approach using 3D CNN and Transfer Learning for Brain Tumor Classification. The main purpose of this diagram is to provide an overview of the system architecture, similar to how it is in research papers. It should be clear, detai...be clear, detailed and well-annotated to help me understand the flow of data and the various components involved in the process. Key Requirements: - The diagram should be in PNG format. - Include detailed annotations to help me understand the components, their interactions and the flow of data in the system. - Proven experience in creating architecture diagrams, especially in the context of machine learning or deep learning projects, would be highly b...

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    ...syncing. - Utilize machine learning to categorize bank transactions accurately, providing reliable financial insights. - Ability to reconcile bank transactions, ensuring the accuracy of financial records. - The system should send detailed financial reports via email, keeping stakeholders informed. - Additionally, the script should be able to handle amortization schedules and other related uploads. - A feature for journal entries based on additional uploaded information, like amortization schedules, is needed. User Interface: - A user-friendly and intuitive interface is essential for this project. The system should be easy to understand and navigate for users with different levels of technical knowledge. Ideal Skills and Experience: - Extensive experience with AI and machine...

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    I am in need of an experienced developer to train the AI pair programming LLM. The primary functionality of this application will be to assist users in coding with intelligent code suggestions, aiming at an advanced Python level. Key Responsibilities: - Developin...Concentrating on providing intelligent code suggestions as a core feature. - Ensuring the application's capability to handle advanced level Python coding. - Create proper documentation of the code and features introduced. Ideal Skills and Experience: - Proficiency in Python, C++, SQL, and React. - Previous experience in developing intelligent coding or suggestion systems. - Deep understanding of machine learning concepts and their applications. - Familiarity with application development for coding assistance is hig...

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    I need a versatile programmer who can work with Python, C or any other programming language to develop a system for identifying Distributed Denial of Service (DDoS) attacks with the help of machine learning algorithms. Skills and Experience: - Extensive experience in Python, C, or similar programming languages - Knowledge of Machine Learning algorithms - Experience in network security would be beneficial - Proven track record in detecting cyber threats in a small network environment. Your success will be judged by your ability to create a reliable, data-driven system capable of efficiently detecting DDoS attacks in a small-scale network.

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    I am on the lookout for someone who can meticulously design a prototype for a product using CNC machines on plywood. This project requires: - The ability to create a large-sized prototype, exceeding 3 sq ft in size. - Capability to tackle moderate complexity, meaning this prototype will incorporate some intricate details. - Mastery in operating CNC machines on plywood. - Experience in prototype design will be highly beneficial. I value precision and creative problem-solving, and I'm excited to see the ideas you bring to the table.

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    ...password recovery. You can use Firebase Authentication or other authentication services. User Profiles: Allow users to create and edit their profiles. Include features like uploading profile pictures, adding bio information, and setting preferences. Matching Algorithm: Develop a matching algorithm to suggest potential matches based on user preferences, location, interests, etc. You may consider using machine learning algorithms or predefined rules. Geolocation: Integrate geolocation services to find and display nearby users. This feature is crucial for matching users based on location. Swipe Gestures: Implement swipe gestures for users to indicate interest or pass on potential matches. This feature is central to the user experience in dating apps like Bumble. Chatting Functionali...

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    I am looking for an experienced Arduino programmer to assist in developing a gesture recognition system. This project entails programming sensor applications specifically with motion detectors, proximity sensors, and an accelerometer gyroscope. Ideal skills and experience: - Comprehensive understanding of Arduino programming - Prior experience programming for motion detectors and proximity sensors - Familiarity with accelerometer gyroscope functioning - Previous work with gesture recognition systems will be highly advantageous. The main functionality of the project will be to fully implement and troubleshoot the gesture recognition system in Arduino. Assistance from prototype development to final testing and optimisation is expected.

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    ...to have the following features. - Create unique music based on user input information (speed, type, length...). - Create music based on the voice provided by the user - Change the voice of music provided by the user to the voice provided by the user Skills expected of you 1. Strong background in machine learning, deep learning, and neural networks. 2. Experience with audio signal processing and familiarity with audio data preprocessing techniques. 3. Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Keras. 4. Knowledge of music theory and composition is a plus. 5. Experience with voice synthesis technologies such as WaveNet, Tacotron, or similar frameworks. 6. Familiarity with data augmentation libraries such as SpecAugm...

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    ...protocols. Technical Specifications: Hardware: The robotic platform will include motorized wheels for mobility, manipulator arms with dexterous end effectors, a variety of sensors (e.g., cameras, LiDAR, ultrasound), and onboard computing hardware. Software: The robot will be powered by advanced software algorithms for perception, planning, and control, utilizing techniques such as computer vision, machine learning, and path planning. Integration: The system will be designed for seamless integration with existing hospital infrastructure, including EMR systems, nurse call systems, and surgical equipment. Scalability: The architecture will be scalable to accommodate future upgrades and expansions, allowing for the incorporation of new sensors, algorithms, and functionalities. Proje...

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    ...stock market only, and I'd like to receive these alerts directly through mobile app notifications. Key Responsibilities: - Develop a system that monitors stock market movements in real-time - Generate alerts based on predefined criteria for entry positions - Implement a interface for delivering these alerts - Ensure the system is seamless, reliable and user-friendly - Ensure the systems have machine learning to continuously get better and improve Ideal Skills and Experience: - Proven experience in building real-time trading systems and indicators - Familiarity with the IG trading platform - Strong understanding of stock market dynamics - Previous work with integration for trading alerts for buy signals - Excellent problem-solving skills and attention to detail Please no...

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    I had a Python application which uses a pre-trained YOLOV8 model for detecting vehicles and i got someone to train the same file for detecting ambulances with the other vehicles. However, the program...someone to train the same file for detecting ambulances with the other vehicles. However, the program is mislabeling all vehicles as ambulances now. I need a skilled Python programmer to rectify this issue. Key requirements include: - Excellent Python skills, with experience in machine learning and AI - Good understanding of how YOLOV8 works - Ability to debug and fix the mislabeling issue This job requires a meticulous eye for detail and solid troubleshooting skills. Applicants must have prior experience in machine learning and computer vision projects, particularly with ...

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    I'm looking for a skilled writer to craft a comprehensive research paper on a topic related to Machine Learning, Business Intelligence, E-commerce, or any other suitable area. Here are the details: - Word Count: The paper should be a minimum of 50 pages. I'm looking for detailed, well-researched content. It should also have a Turnitin plagiarism score below 25% and 0% Ai. - Deadline: The paper needs to be completed within 1 month. - Citation Style: The paper should follow APA citation style. Ideal candidate for this project should have: - A strong background in Machine Learning, Business Intelligence, E-commerce, or a related field. - Exceptional research and writing skills. Previous experience in academic writing will be a plus. - Proficiency in APA citation st...

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    I'm in need of an Arduino Programmer with expertise in DC motor control, programming logic, and inductive proximity sensor integration. Specific tasks include: - Programming logic for the DC motor microcontroller - Integrating an inductive proximity sensor for object detection - Implementing a speed regulation function (slow start, slow stop, foward, reverse speed and delay start) for motor control Please find the project detail on the attached document.

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    ...The main objectives of the project are to automate the trading process and analyze my past order data using machine learning algorithms in order to develop a successful trading strategy. Key project requirements: - Build a Forex trading robot that can operate independently - Use my past order data to analyze and improve trading strategy - Implement machine learning algorithms to enhance the robot's trading capabilities Ideal skills and experience for this job include: - Proficiency in programming languages commonly used in trading robot development (e.g., Python, C++) - Expertise in working with Forex market data and trading platforms - Experience in creating and implementing machine learning algorithms for trading purposes - Strong understanding of automated...

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    I'm in need of an electronics professional who can convert my detailed Arduino connections into a clean, organized schematic diagram. - You will work on the Digital input/output pins, Analog input pins, Power supply connections, literally all connections of my Arduino setup. Essential Skills and Experience: - Knowledge of Arduino - Proficiency in creating schematic diagrams - An eye for detail, and great organizational skills. A schematic will help us represent my setup visually. Our goal is to have a convenient direction for future referencing. In your bid, please include examples of similar work you've done in the past.

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    I'm looking for a seasoned data scientist with a strong background in machine learning and healthcare. The objective of this project is to analyze public health data and identify discrepancies in the patient's health records. Key project details: - We will be using public health datasets as our primary source of data. - The main focus of the project would be to identify discrepancies within the patient's health records, especially issues related to CBC reports like low RBC or WBC counts. - Create a webapp interface with ML functioning integrated. The ideal candidate should: - Have a proven record of working on machine learning projects with a healthcare application. - Be proficient in data analysis, specifically in working with public health datasets. - Demo...

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    Vacuum machine -- 2 6 days left
    VERIFIED

    Vacuum machine/ thermoforming machine 1500x1000 with ajustable frame

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    ...patterns within a dataset using machine learning models. Your expertise will be instrumental in making sense of the underlying trends that the raw data contains. The main responsibilities will include: - Scrutinizing the datasets rigorously in order to identify trend patterns - Deploying machine learning models for an in-depth analysis The nature of the data is undisclosed at this juncture, which adds an element of challenge to the project. Therefore, a flexible analyst capable of working with different data types will be ideal for this role. Remember, the key objective is to highlight trend patterns within the given dataset efficiently and accurately. Someone with experience in data analysis using Python, as well as a comprehensive understanding of machine lea...

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    ...patterns within a dataset using machine learning models. Your expertise will be instrumental in making sense of the underlying trends that the raw data contains. The main responsibilities will include: - Scrutinizing the datasets rigorously in order to identify trend patterns - Deploying machine learning models for an in-depth analysis The nature of the data is undisclosed at this juncture, which adds an element of challenge to the project. Therefore, a flexible analyst capable of working with different data types will be ideal for this role. Remember, the key objective is to highlight trend patterns within the given dataset efficiently and accurately. Someone with experience in data analysis using Python, as well as a comprehensive understanding of machine lea...

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    ...to have the following features. - Create unique music based on user input information (speed, type, length...). - Create music based on the voice provided by the user - Change the voice of music provided by the user to the voice provided by the user Skills expected of you 1. Strong background in machine learning, deep learning, and neural networks. 2. Experience with audio signal processing and familiarity with audio data preprocessing techniques. 3. Proficiency in Python and experience with machine learning libraries such as TensorFlow, PyTorch, and Keras. 4. Knowledge of music theory and composition is a plus. 5. Experience with voice synthesis technologies such as WaveNet, Tacotron, or similar frameworks. 6. Familiarity with data augmentation libraries such as SpecAugm...

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    ...primarily be utilized for research purposes. The results should be reliable and consistent. - Image Type: The CT images to be segmented are specific to the brain. Therefore, experience with this type of image segmentation is highly desirable. Ideal Skills and Experience: - Proficiency in medical image segmentation, particularly with CT images and the brain. - Strong background in unsupervised machine learning techniques, with a focus on fuzzy-based methodologies. - Proven experience in delivering moderately accurate results for research purposes. - Ability to ensure the segmentation is in line with medical standards and practices. If you think you have the expertise required for this project, I'd love to hear from you. Please share relevant experience and your approach in...

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    I need an experienced specialist to configure my ESXi server, specifically focusing on storage settings and virtual machine settings. Skills and Experience Required: - Solid experience with ESXi server setup - Storage configuration skills - Familiarity with Virtual Machine settings Tasks Include: - Configure local storage on ESXi server - Set up virtual machine settings for 1-5 machines Having previously worked on similar server configuration tasks would be an added advantage.

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    I'm seeking an Arduino developer who can provide me with a simple code for the 'ESP-WROOM-32' board. My project requires configuring the Arduino to produce a specific light blinking pattern. The trigger for this action will be a warning light in my dashboard. Details: - The ESP-WROOM-32 board is my Arduino of choice. It should be programmed to perceive the status of my dashboard’s warning light. - Once the Arduino detects that the warning light is on, it must signal for another light to blink. -I want to splice into another warning light on my car instrument panel and use the power feed on that as my input signal for the arduio - I prefer the blinking pattern to constitute 5 blinks, followed by going out. -I can power the board from a 9v...

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    Seeking a developer with experience in C# and SQL for a predictive artificial intelligence project. Your role will involve developing a model to predict user behavior on a vending machine, utilizing data stored in SQL Server. Proficiency in artificial intelligence is required. Please don't send a bid to later try to increase it. Will be declined.

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    we're currently working on a project that involves predicting stock closing prices using Python. We're in need of a website developer to create a platform for our project. The website will include features such as a login and register page. Once logged in, users should be able to select a stock from a drop-down menu (e.g., Apple, Microsoft) and make predictions. The output will be the predicted closing price (that our model predicts) for the selected stock. Additionally, we'd like to incorporate a 'favorites' feature, allowing users to bookmark stocks for quick access during future logins.

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    ...the logs of all the users - like when they logged in , what actions they did for audit purpose. Just a view and search screen 1. Registration & Cancellation & View & Update 2. Configure Mail Communication email IDs. 3. Optional SMS functionality based on Company Radio or Yes/No selection. 4. Ensure all necessary fields from the initial idea to customer engagement are included. 5. Real time machine availability with color coding on calendar. Red: Busy - This time slot is unavailable for meetings or appointments. Amber: Tentative - This time slot might be available, but needs confirmation before booking. Green: Available - This time slot is open for meetings or appointments." 6. • Separate campaign-specific email addresses should be created for intern...

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    I'm looking for a skilled presentation expert who can help me create a compelling presentation focused on the Enagic Kangen Water Machine. Key Goals: - Educate viewers about the benefits of Kangen Water - Persuade viewers to purchase the Kangen Water Machine - Provide a platform to demonstrate the Kangen Water Machine Target Audience: - Potential customers - Health and wellness enthusiasts - Sales representatives Key Features to Highlight: - Alkaline water production - Antioxidant properties of the water - Multiple water ionization settings The ideal candidate should have experience in creating sales-oriented presentations, preferably for health and wellness products. Excellent communication skills and a keen understanding of consumer psychology would be a pl...

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    I am looking for a full stack web developer to create a Network Management System (NMS) website that can be deployed on any cloud or local hosting. Main Functionalities: 1. Loginpage login (create user/password in the backend) 2. Dashbord one - prints rows of a tab...configurable(will be configured through pop up window) , stats, logs , status 4. One of the table could have a flow table just for read only 5. THere should be back end persistent DB which saves all the data 6. THere should be method to bring down this and powered back any time Acceptance criteria 1. NDA signing 2. Web page working conditions and exceptions taken care on AWS/ local machine 4. UI page design will be approved in each stage of development 5. well written code with enough comments

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    Hi, I'm looking for a private tutor for the subject of machine dynamics, undergraduate level of mechanical engineering, need a experienced tutor to solve questions step by step. Message me for details, belt drives, epicyclic gears, simple gear train, mass moment of inertia and so on.

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    I'm looking for a skilled Android app developer to create a beverage vending machine system with a backend web application. The system should be capable of providing a seamless experience for customers, ensuring convenience and efficiency in the beverage ordering process. Key Features: - The Android app will need to include the following functionalities: - Ordering beverages: The app should allow users to browse through a selection of beverages and place orders. - Payment processing: The app should offer a secure and user-friendly payment gateway for transactions. - Brewsing: An additional feature that enables users to brew their own beverages in the vending machine. - The payment processing system should ideally support: - Credit/debit cards: Seamless...

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    ...within my existing Godot game. The objective is to enhance the behavior of the slime entity, enabling it to both chase and attack the player. Key Points: - The game is in 2D, so experience with Godot's 2D engine is essential. - This project involves integrating a machine learning plugin into a game. - The AI of the slime entity should be at a basic level, with simple and predictable patterns, and should not be too complex. Ideal Freelancer: - Proficient in Godot engine, with experience in 2D game development. - Skilled in machine learning, particularly with reinforcement learning algorithms such as DQN and Actor Critic. - Understanding of game AI, and able to implement AI at a basic level. - Good communication skills is a plus, as I would like to understand the proc...

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    ...design and schematics is critical, along with proficiency in CNC and CAM housing design. - PCB Design: The design should be for a compact keyboard (60% size, approximately 75 keys). This should include the necessary power supply units, microcontrollers, and communication modules, forming a flawless electronic prototype. - CNC Housing Design: Once we've secured the PCB design, we'll need a CNC and CAM design for the housing of the PCB which will be made out of Aluminum. The aim is for the housing to seamlessly fit the PCB while maintaining a modern aesthetic appeal. Pease Note: The PCB will be Gasket Mounted inside of the CNC Aluminum housing - using a method that I have come up with and will have to be implemented within the CNC Aluminu...

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    I'm in need of ...can create a detailed 3D model for CNC machining from the attached 2D picture. Requirements: - Convert attached picture to an embossed 3D model, the 3D model should be tailored for CNC machining - Proficient in CAD software for complex 3D modeling - Understanding of the constraints and requirements specific to metal CNC machining -Create embossed model to fit on 1.5" diameter coin -Optional: Backside should read "Dr. Daley" Experiences and Skills: - Proven experience in creating 3D models for CNC machining - A strong portfolio of metal CNC design projects - In-depth knowledge of different materials and their CNC machining characteristics The ideal freelancer for this project should be able to deliver a high-...

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    I'm in need of a talented and reliable developer who can implement a machine learning model in .NET Core for a simple time series prediction task. Key Requirements: - You'll need to utilize machine learning techniques to create a model capable of predicting daily /hourly visitors as we have data for each enterance. - The model must be suitable for .NET Core and efficiently integrated into the existing system. Ideal Skills and Experience: - Proficient in .NET Core - Strong understanding of machine learning algorithms, particularly those suited for time series prediction. Please note that the specific machine learning algorithm to be used was not specified, so you'll need to have a versatile understanding of various algorithms. Your ability t...

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    I'm seeking a skilled Python developer who can aid in creating, training, and testing a Convolutional Neur...shared as the project goes on. The deliverable of your task will be a working Python code able to solve a given image classification problem, producing corresponding output, which will be discussed further after kickoff. For this task, proficiency in Python and familiarity with machine learning and deep learning frameworks are critical, specifically in areas related to: - Python, with emphasis on libraries for data analysis and manipulation (such as Pandas, Numpy), data visualization (like Matplotlib, Seaborn), and machine learning (including Scikit-Learn, TensorFlow, Keras). - Convolutional Neural Networks - Experience with image processing tools and libraries...

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    ...elements: - Expenses: Detailed tracking of an array of expenses. The ability to enter itemized costs is a must, and other daily expenses (office, car fuel..). Also monthly expenses like rent, salaries, bonuses and truck or excavator maintenance ect. - Income: This should include a breakdown of different revenue sources. - Employee tracking: A system to input and manage each employee's work hours. - Machine rental: Documentation of the equipment rented, including the duration of rental. - Fuel consumption: Dedicated section to record fuel usage by each piece of machinery. - Machinery utilization: The calculation of utilization percentage considering hours of operation and kilometers driven on a daily basis. And i need all in Daily, Weekly and monthly overview The ideal ca...

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    I'm in need of a highly skilled freelancer who can develop an AI-based search engine tailored towards the customers and employees use for a company. The key features required fo... -Personalized recommendations: The ultimate goal is to personalize user experience, thus the engine should be capable of generating recommendations based on user behavior and preferences. In terms of data sourcing, the AI engine should primarily draw information from databases. A background in data mining and database management would therefore be advantageous. Proven experience in AI, machine learning, and natural language processing is a must-have. Understanding of UX design to foster user-friendly interactions is also highly desirable. If you have relevant skills and experiences, I'd lo...

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    ...within my existing Godot game. The objective is to enhance the behavior of the slime entity, enabling it to both chase and attack the player. Key Points: - The game is in 2D, so experience with Godot's 2D engine is essential. - This project involves integrating a machine learning plugin into a game. - The AI of the slime entity should be at a basic level, with simple and predictable patterns, and should not be too complex. Ideal Freelancer: - Proficient in Godot engine, with experience in 2D game development. - Skilled in machine learning, particularly with reinforcement learning algorithms such as DQN and Actor Critic. - Understanding of game AI, and able to implement AI at a basic level. - Good communication skills is a plus, as I would like to understand the proc...

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    ...you were to pass the second logic test, and $50 (Fifty Dollars) if you were to pass the third logic test. ✻ OBTAINING SUPPLIES ✻ I will send you approximately $50 (Fifty Dollars) so that you can purchase ESP32 development boards, breadboards, components (such as resistors, transistors, and capacitors), wires, etc. on a site such as AliExpress, Mercado Libre, etc. The ESP32 is similar to an Arduino. I realize it may take you up to 30 (thirty) days to obtain these items. That's fine with me. However, I will * not * help you deal with corrupt local customs officials who require bribes to release goods. Any “horror stories” you might have heard or read about corrupt local customs officials in your country requiring bribes to release goods probably were for item...

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    I'm seeking a skilled Arduino developer to create a project that involves converting spoken English words into text on an LCD screen. Key Requirements: - Implement speech recognition for English - Display the recognized speech on an LCD screen, word by word Ideal Skills: - Proficiency in Arduino Uno board - Experience with speech recognition on Arduino - Ability to integrate an LCD screen - Knowledge of English language processing This project is perfect for someone who has experience with Arduino and is passionate about developing innovative solutions. Please include any relevant project experience in your bid.

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    I require proficient help for an image processing project. The main objective is to detect conditions like diabetic retinopathy an...require proficient help for an image processing project. The main objective is to detect conditions like diabetic retinopathy and cataracts in images. Development needs: * Recognise the mentioned conditions using Python, MATLAB, or LabView. * Implement and optimize neural networks, machine learning principles and image segmentation techniques. * Enhance images to increase detection accuracy. Skills & Experience Required: * Proficiency in Python, MATLAB, and LabView. * Sound understanding of neural networks and machine learning principles. * Solid skills in image segmentation. * Previous work in medical image processing, especially in opht...

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    Hello, I get this kind of error when I install Ubuntu, and the issue is that the features I enable get disabled after a restart. I've set the settings in BIOS, but once on windows features the hypervisor platform is enabled, it gets disabled after a restart on the virtual machine. I need to deploy Opendevin and perplexitca

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    DRX Evolution Xray engineer 5 days left
    VERIFIED

    More details: Is this project for business or personal use? Business Will this project involve the installation or maintenance of an X-ray machine? Installation review What specific aspects of the DRX Evolution X-ray machine would you like to be reviewed? Software interface

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    I have an Excel dataset that I'm looking to augment primarily to increase its dataset size using Python . This is in the context of machine learning modeling, so the main objective is to ensure I have enough varied data to train my models effectively. Key Responsibilities: - Implementing data augmentation techniques for numerical data in Excel format - Expanding the dataset significantly while keeping the integrity of the original data ( Read the word file attached)

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    Source code: Compile it and run all the apis on your machine , if there is any api issue , give me estimate time and budget to fix it. More details: What specific tasks do you need the Node developer to perform? Backend development Which backend frameworks are required for this project? Node Are there any specific features or functionalities that you would like the backend to have? I will mention

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    I'm currently in the prototype development phase of a project that involves visualizing a game object on the Hololens 2. - I'm looking to enable Hololens 2 to visualize a...development phase of a project that involves visualizing a game object on the Hololens 2. - I'm looking to enable Hololens 2 to visualize a game object that is also running on a PC. This PC is fetching data from an Arduino via the serial port. - The Arduino is collecting continuous data from a potentiometer. The project aims for an interactive design visualization experience and I'm looking for a skilled developer to connect these different elements seamlessly. The use of Unity3D and Photon Unity Network is vital for this task. Experience with Hololens 2 development, Unity3D, Ardu...

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    I'm seeking a skilled developer to build a speaker identifier using Python and the Siamese Network model. It must be able to: - Differentiate between multiple speakers in a single audio clip - Identify the same speaker across different audio clips The developed system should accept .WAV as the input format. I...Python and the Siamese Network model. It must be able to: - Differentiate between multiple speakers in a single audio clip - Identify the same speaker across different audio clips The developed system should accept .WAV as the input format. It's crucial for the prospective freelancer to be proficient in Python, with a deep understanding of Siamese Networks and audio processing. Sound knowledge of Machine Learning principles and techniques would also be a plus. ...

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