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    2,000 asterisk answering machine beep detection punët e gjetura, me çmimin EUR

    I'm searching for a skilled geophysicist to identify underground water sources on a piece of land of around 10 to 50 acres. This unique project would involve the use of Electrical Resistivity method ...piece of land of around 10 to 50 acres. This unique project would involve the use of Electrical Resistivity method to detect hidden water sources. Profound understanding of different terrains and geological formations is crucial. Ideal skills and experience: - Proven experience in geophysics, specifically in water sources identification - Profound knowledge of Electrical Resistivity as a detection method - Experience in handling projects of scale between 10 to 50 acres. Freelancer with relevant skills and experiences are encouraged to bid. Please provide details of similar...

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    I am seeking a highly skilled machine learning specialist to develop a unique model capable of recognizing Indian sign language. This advanced system will form the foundation of an inclusive communication device designed to break down barriers and promote understanding. Specialist Skills/Experience: - Extensive machine learning experience, particularly in image recognition - Familiarity with Indian sign language will be advantageous - Proven capability to deliver high-quality projects with prompt turnaround times With an urgent time frame, I am eager to see this project commence as soon as possible. Let's transform the communication landscape together. If you possess these specific skills and you're passionate about using tech for social good, don't hesitat...

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    We are currently seeking a highly skilled individual to join our team as a Data Science, AI, Machine Learning, and Deep Learning Expert. The primary responsibility of this role is to address and resolve issues within our existing Python code, make necessary changes to the model, and ensure that the desired results are still achieved. Key Responsibilities: 1. Code Issue Resolution: - Identify and address issues within our current Python code. - Debug and troubleshoot to enhance the efficiency and accuracy of the code. 2. Model Enhancement: - Modify existing machine learning models to improve performance. - Implement changes to the model architecture and parameters as needed. 3. Result Replication: - Ensure that the modifications do not compromise the existin...

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    Greetings, I am on the hunt for a proficient virtual assistant to join my agency team. The ideal candidate should be a fluent English speaker with excellent conversational skills. Responsibilities: - The main task of the virtual assistant will be to manage customer service. - The assistant is expected to communicate with our diverse range of clients, answering their queries, and addressing their concerns. Communication Channels: - Successful client communication is a significant aspect of this role. The assistant should therefore be comfortable utilising both phone calls and live chats for this purpose. The perfect candidate for this job should be organised, reliable and should possess strong interpersonal skills. Previous experience in a similar role or in customer service...

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    My website got hacked recently through a PHP shell and I urgently need a professional to properly clean and secure it. Key Responsibilities: - Malware detection and removal: The professional should scan every file in my website to identify and remove all the malware scripts planted by hackers. - Firewall setup and configuration: Setup and appropriately configure a strong firewall to prevent future unauthorized access. - Regular software updates and patches: Ensure that all software are up-to-date. This includes underlying server software and any installed scripts, plugins, and themes. Skills & Experience: The ideal person for this job should have: - Prior experience in dealing with hacked websites, especially those infiltrated via PHP shell. - Profound knowledge of PHP, ...

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    I'm in urgent need of a skilled Python coder to design an API that will allow users to understand faces in images better. The selected candidate would ideally be an expert in Python with experience in developing APIs and have a fundamental understanding of artificial intelligence, computer vision or machine learning, specifically facial recognition and analysis technologies. Functionalities required include: - Face Detection: The system should detect and display face coordinates within an image. - Face Comparing: The tool should be able to compare two faces in different images and identify if they belong to the same individual. - Face Registration: The system should allow the registration of faces for future comparisons. - Face Verification: The system should verify in...

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    ...Requirements: - The paper needs to be written from scratch, with low plagiarism, and co-authorship cannot be given. - Please check the DC microgrid simulink file for laboratory setup system. It consists of Grid AC/DC converter, Wind AC/DC, Battery DC/DC, and EV DC/DC. I need you to make research based on this setup system. - Research should be experimentable. Because of physical system limitation, machine learning ideas cannot be used. But, ideas for MPC, fuzzy logic, or robust/optimal control might be possible. - If possible I want to keep using distributed control scheme (using send data to another converter unit) and focusing on charge/discharge energy storage in DC microgrid system provided in matlab/simulink - The freelancer should have a strong background in electrical engi...

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    I am in need of a machine learning expert who is proficient in Python, to develop an advanced quantitative analysis tool to cater to my specific needs. Key Responsibilities: - The tool should be capable of performing three critical functions: - Data Classification: Classify and efficiently organise the incoming data for easier analysis. - Predictive Modeling: Capability to forecast future patterns based on the present data. - Anomaly Detection: ability to highlight and identify any potential oddities or inconsistencies in the data. - The tool should be compatible with SQL databases, as this will be the primary data source. Ideal Candidate: - Excellent knowledge and experience working with Machine Learning and Python is crucial. - Experience with SQL databas...

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    Seeking a professional to integrate Asterisk VoIP into my existing Odoo system for my call center operations. Key tasks include: - Installing Asterisk VoIP - Setting up integration with Odoo - Implementing Call Recording functionality - Configuring Interactive Voice Response (IVR) - Implementing Automatic Call Distributor (ACD) The system should be able to handle 21-30 concurrent calls at peak times without any lag or quality degradation. Skills & Experience Required: - Proficiency in Odoo and Asterisk VoIP setup and integration - Proven track record in call center technology setting-up - Ability to work under strict deadlines and handle pressure - Understanding of call center operations and key processes - Excellent problem-solving abilities - Attention to d...

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    ...Screens: You'll be in charge of designing various screens for the application. These include: • Login • Profile • Post page • Signup • Chat • Account • Subscription details 2. API Integration: Your main responsibility will be integrating various APIs provided by me, which are: • Authentication API • Messaging API • Payment API • Post Although I skipped answering the specific functionalities required for the Authentication API, it will be expected to handle typical user registration, login and validation processes. The ideal candidate for this project must have a solid background in React Native, with demonstrated experience in screen design and API integration. Familiarity w...

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    I need a meticulously crafted interactive dashboard that is capable of tracking complex preventive maintenance schedules for a myriad of machines. This project entails managing various customer machines, different service types, frequencies, and specific start dates. Customers may have more than one machine, each requiring multiple services with different frequencies. Key Features: - User friendly & visually appealing for quick overview or easy management. - Display a tab that generates printable, monthly service due reports. - Seamless integration of manual and automated implementation methods. - Must carry into a multiyear calendar. - Capability to organize and manage generator maintenance services, including Quarterly, Bi-Annual, Annual PM Service, and Annual Load Bank Test....

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    I need a data analyst to thoroughly assess my sales data. The information is stored in Excel and needs to be analyzed urgently to determine key metrics that will enable me to make informed decisions with regards to our vending machines. The most critical details to extract include: - Product sales: Identifying which items sell more than others - Most popular products: Discovering the specific products customers prefer - Sales volume: Understanding our overall sales output The ideal freelancer should be proficient in Excel and data analysis. Previous experience working with sales data would also be advantageous. Time is of essence for this project and would require immediate prioritization.

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    I'm seeking an experienced WordPress developer with a keen eye for detail who can help me create a new WordPress site that maintains the look and functionality of a previous site that's hosted on Wayback Machine. Key features to integrate into the new site include: - Blogging capabilities - Online store integration - Contact form Despite the need for these modern features, I'm keen on preserving the original site's layout and design on the new platform. I'm not looking for any major changes to the site's functionality, I value maintaining consistency in that respect. Experience in web restoration from archived content will be valuable for this project. As the goal is to recreate our old site within a new format, a knack for attentive detail will be p...

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    I am seeking a skilled professional who can generate template programs for MDF (Medium-density fiberboard) cutting and drilling to be run on a CNC machine. The project requirements include: - Developing a cutting program: This is a core requirement and hence, successful implementation of such a program needs to be showcased by the applicant. - Creating a drilling program: Applicants must have experience developing effective and efficient drilling programs. The ideal applicant will have: - A solid understanding of CNC machines and how to optimize their usage. - A track record of producing reliable, efficient template programs in a manufacturing or woodwork setting. - Strong knowledge of MDF's unique work properties and how to navigate them in a CNC context. This is an ...

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    I'm seeking the expertise of a team that can design an AI answering service for us. The key function of this AI will be to answer customer product-related inquiries. Here is a breakdown of the main requirements for the project: - High Conversational Intelligence: As the system will be responding to customer inquiries, it should possess conversational intelligence, capable of understanding and delivering appropriate responses in a flow that feels natural and easily understood by customers. - Ability to connect with : Our business utilizes for text message communication with customers. Thus, the AI answering system should integrate seamlessly with this service. The integration process should be smooth and have no impact on the website's current performance. ...

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    We are looking for meditation / visualization app testers. What we’re doing: This is one part research project, and one part practical application. We’ve developed a web app called Time-Machine .com. Our goal is to see whether humans have the ability to visualize a future outcome while in a mildly meditative state. I know… it sounds a little crazy, but this does work, and the science behind it is really very deep. To date, we have collectively completed over 16,000 trials which have been 51% correct in predicting their respective future outcomes resulting in over 2.2 standard deviations from chance expectation. This translates to odds against chance of approximately 1 in 100. This means that such an outcome is highly unlikely to occur by random chance, indicatin...

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    ...work, speed up the process, and eliminate human error. 2. Improve data accuracy and efficiency: Our database should provide real-time data synchronization with the aforementioned third-party systems. Additionally, error detection and correction mechanisms need to be established to maintain high data integrity. Ideal Skills: - Proven experience with TeamDesk database - Proficiency with API integration - Good understanding of insurance billing processes - Expertise in automation and real-time data synchronization - Excellent troubleshooting abilities for error detection and correction This project requires a solution-oriented professional who can deliver within set timelines, ensuring accuracy and efficiency in our insurance billing process. The successful integration ...

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    Trophy icon Interactive Thinkific Gov Contract Page Design Ka përfunduar left

    ...cybersecurity posture, including risk assessment, strategy development, and implementation support. • Incident Response and Threat Intelligence: Outline our capabilities in responding to cybersecurity incidents and providing ongoing threat intelligence and monitoring. Artificial Intelligence • Educational Programs: Similar to cybersecurity, detail our AI bootcamps, including any focus areas (e.g., machine learning, natural language processing) and certifications learners can earn. • AI Solution Development: Describe how we can develop custom AI solutions for government applications, from automation to data analysis. • Ethics and Governance: Highlight our commitment to ethical AI development and how we can assist in developing AI governance frameworks. R...

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    I am in need of a diligent online assistant to take charge of routine tasks and ensure my day-to-day operations run smoothly. Key Responsibilities: - Answering incoming emails and inquiries on time - Scheduling appointments and meetings effectively - Data entry and organizing files systematically Desired Skills: - The ideal candidate should have a strong grasp of CRM tools. Familiarity with any popular tools like Zoho, Salesforce or HubSpot is a plus, but not mandatory. Experience Level: - This position is best suited for individuals at the entry level. However, those with the right aptitude for learning and a strong determination to execute tasks efficiently can also apply. The primary goal is to keep everything organized, accurate, and up-to-date. You must be able to handle ...

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    I am trying to work out how to setup a token dispenser for my few arcade games. What i want is to have a machine which a person can go to and put in an amount like $10, then tap the card and it processes, it then asks if they want tokens or on the game card. If game card they tap their rfid card and it credits to that or pops out coins. Will also need to work in conjunction with the 5 arrcade games i have which will be running RPI RetroPI and have a token slot and rfid reader.

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    ...I will consider this task as complete. 2. **Posture Detection and Angle Detection on Videos:** This task involves identifying and marking postures in 15-30 second-long videos. 2.a) The processing speed of the videos should not be more than 10 minutes and accuracy should be high. 2.b) The end result has to be a high-accuracy output in a proper timeframe which will determine the completion of this task. 2.c) You will be working on your own sample videos and data-set and eventually I will provide you with 5 or 10 videos to determine if the model is working as epxected. **Skills and Experience Required** The potential freelancer should be proficient in Python, OpenCV, and should have an advanced understanding of computer vision and machine learning techniques. Famil...

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    I'm in ne...looking for: - Games category: Prioritise slot games, but card games and roulette games would be valuable too. - Slot game features: I'm particularly interested in those providing bonus rounds, free spins and progressive jackpots to entice players. - Themes: The slot games should ideally have varying themes. For preference, anything revolving around Ancient Egypt or designed like a classic fruit machine would be great. The right freelancer for this job should have a strong background in game development, specifically in making casino-related games. Understanding of integration into existing gaming sites will be advantageous. Previous experience with game theming will be highly considered. Comrades who are (( #Turkish, #Azerbaijani, #Russian and #Ukrainian)...

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    ...application that addresses mental wellbeing. Key Features: - The app should include a mood tracker element, cognitive exercises, and guided meditations. AI Requirements: - The inclusion of AI within the app is crucial. - Capabilities should comprise Natural Language Processing, Machine Learning and Image Recognition functionalities. Compatibility: - The app should be compatible with both iOS and Android platforms. Ideal Skills: - Proficiency in AI integration with Natural Language Processing, Machine Learning, and Image Recognition. - Expertise in creating medical/health related apps. - Strong graphic design capabilities to create a user-friendly and engaging interface. - Experience in cross-platform app development for iOS and Android. - Knowledgeable in cogniti...

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    I’m seeking an expert virtual assistant for a variety of tasks, including email management, calendar management and answering phone calls. The perfect candidate will have a solid track record as a virtual assistant. Apart from your application, please provide a description of your experience in these areas. Ideal Skills: - Email Management - Calendar Management - Great Phone Communication You should be able to operate in my local time zone and have the ability to multitask. If you're organised, punctual and have excellent communication skills, don't hesitate to bid. I look forward to hearing from you soon.

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    LED Detection in Images Ka përfunduar left

    ...between 100Hz and 1KHz. This stipulation is crucial, and your ability to recognize these frequency patterns will inform the success of this role. • Expertise: Proficiency in computer vision libraries and algorithms along with an understanding of LED brightness will be ideal. Familiarity with complex image processing techniques will also be preferable. Ultimately, the objective is to improve detection accuracy and mitigate any potential errors linked with dark and bright fringes. Your role will play an essential part in refining our image processing initiative....

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    In this project, we require your expertise in Natural Language Processing and Machine Learning specifically for Biomedical Named Entity Recognition (BioNER) using Language Model (LLM). Your tasks will be: 1. Comparing and Evaluating Two LLM Models * Should have an understanding of various LLMs and their working principles. * Will need to implement two LLM models. * Evaluate, compare, and select the most effective one. As the evaluation criteria have not been provided, your professional judgement through your past experiences and industry knowledge will be expected. 2. Integration with UI * Post evaluation, integrate the best-performing LLM model with a user interface. * Although programming languages or frameworks for implementation and integration were ...

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    I am in need of an expert in robotics and programming to bring a unique project to life. The main task for this robot will be to follow a specific frequency sound within a...without issues. - Programming a sound-following feature, with a specific focus on a particular frequency. Ideal Skills: - Specialized knowledge in robotics. - Strong programming experience, particularly in algorithms related to sound recognition and robotic movement. - Experience with sound frequency detection. - Proven abilities to troubleshoot and solve technical issues related to robotic movements and sound detection. Please note: The primary focus for this project will be the short-range detection and following of a specific sound frequency. Please ensure to highlight any relevant experience ...

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    I am seeking an Android app developer who specializes in Artificial Intelligence (AI) and Machine Learning (ML). The primary goal of the app will involve image and voice recognition, text-to-speech functionality, as well as "fake and real currency detection for visually impaired people." Key functionalities include: - Image Recognition: The app should be able to identify objects in the user's environment. - Voice Recognition: The app should comprehend voice commands to function effectively. - Text-to-Speech: Conversion of the recognized text into clear, high-quality speech is needed. - Fake and Real Currency Detection: Implementation of sophisticated algorithms to distinguish between real and counterfeit currency. - Voice-Guided Navigation: Must contain...

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    The Crop Recommendation System will utilize advanced Machine Learning techniques to analyze a multitude of factors influencing crop selection, including soil composition (Nitrogen, Phosphorus, Potassium, pH level), historical prices of vegetables, fruits, and dry seeds, cultivation area (state, district, local area), weather conditions, crop duration, and farmer preferences. By leveraging these inputs, the system will provide personalized recommendations to farmers, optimizing crop selection for maximum yield and profitability. Key Details: - Main focus of the project is to recommedate crop base on future price trend. - Design a user-friendly interface accessible to farmers. - We have basic crop recommendation project on soil basis just need some updates on basis of historic...

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    ...numbers. Each data set is a column. Each of the data sets/columns has 7 out of 49 numbers selected as Process numbers. These are given in bold red. Now, the last column, the rightmost column, is the target data set for prediction. All other columns are data sets to be used for training the model. The project's ultimate objective is to predict the 7 process numbers of that last column/data set using Machine Learning models. We are using as many as 5 different types of ML models to predict these 7 pattern numbers from the target data set which is the last column of each test sheet. During this process of prediction, we have come across certain observations. We had to solve those observations and improve the prediction accuracy by overcoming those observations with methods o...

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    Hello guys! i need someone to install in my AWS Bitnami instance a new SSL certificate. I know what i have to do, but i don't know why the domain is pointed to another machine yet. But it's not true! You will need connect from my PC with AnyDesk or somenting.

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    ...intelligence programmer capable of enhancing our industrial process control. Key Responsibilities Include: - Implementation of a machinery part identification system involves accurately recognizing machine parts using the manual guide supplied by the manufacturer. This system processes the text from the manual guide to identify crucial machine parts and automatically detects them when the camera is focused on the machine in a dynamic setting. - Familiarity with industrial settings will be beneficial. - You should have experience and skills in AI programming, particularly relating to NLP and object detection. - Must Include a report explaining the code, algorithm, and mathematical development with all the equations and images. In short, your task will be t...

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    MRS
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    ...capable of running on both localhost and a hosting service like Firebase. Additionally, ensure that the Android version remains functional without any issues. Please refrain from making any modifications to the iOS version of the source codes. We will test your modified source codes on both our local machines and the Firebase hosting service. If the web version of the app runs successfully on your machine but encounters issues on our environments, your task will be considered unsuccessful. In such a scenario, please provide detailed instructions for executing the app on both environments. We will follow these instructions without granting remote login/control access to our machines. Please maintain a clean coding style with well-organized and modularized source code. Additiona...

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    ...numbers. Each data set is a column. Each of the data sets/columns has 7 out of 49 numbers selected as Process numbers. These are given in bold red. Now, the last column, the rightmost column, is the target data set for prediction. All other columns are data sets to be used for training the model. The project's ultimate objective is to predict the 7 process numbers of that last column/data set using Machine Learning models. We are using as many as 5 different types of ML models to predict these 7 pattern numbers from the target data set which is the last column of each test sheet. During this process of prediction, we have come across certain observations. We had to solve those observations and improve the prediction accuracy by overcoming those observations with methods o...

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    I'm seeking an expert to fundamentally overhaul my website with improvements in design, content, and functionality. Key tasks will include: - Redesigning the layout to be more engaging and user-friendly. - Updating the color scheme to be more aesthetically pleasing and in line with our branding. - Overhauling typography for better readability and appeal. The main objective of these changes...project: - Proficient in UX/UI design principles - Strong understanding of color theory and typography - Skilled in SEO-optimized content writing - Expertise in web development for enhanced functionality. This project will require someone with a blend of creative and technical prowess, who can not only update the aesthetics but also work on functionality to make our site a sales generation ...

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    BIMx to IFC Model Conversion Ka përfunduar left

    I am in need of a freelancer who can assist wit...primary focus for preservation during the conversion process would be architectural details. Key Responsibilities: - Convert the BIMx model to an IFC model, making sure to conserve architectural details. - Ensure outputted IFC model is suitable for conducting clash detection in a building design. Ideal freelancer: - Familiarity with ArchiCAD and conversion processes between BIMx and IFC formats - Knowledge and experience in preserving architectural details during the conversion - Proficiency in preparing IFC models for clash detection This project requires accuracy and attention to detail to ensure all architectural details are correctly carried over into the IFC model, while making it suitable for performing clash detect...

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    I am currently on a quest to find the perfect tutor versed in the complexities of Generative Artificial Intelligence (AI) and Large Language Models (LLM). Ideal Skills and Experience: • Solid knowledge of machine learning algorithms • Expertise in natural language processing, specifically a deep understanding of large language models • Familiarity with deep learning techniques Additional Notes: Although not strictly necessary, experience working with GPT-3 or similar large language models could be a great plus. This tutorial process isn't limited to theoretical aspects. It should pave the way towards practical application and eventual mastery. Part of the tutorial may include exposure to various projects that encapsulate real-world scenarios. Looking forward...

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    I am in need of a specialist for customizing my Asterisk PBX system. The primary tasks will focus on two areas: call routing/forwarding and call recording/monitoring. Call Routing and Forwarding: I require an extension based routing system to be developed. Call recording and Monitoring: The second part of this project revolves around call recording and monitoring. Specifically, I require an on-demand call recording system, coupled with real-time call monitoring. I am expecting the freelancer engaging with this project to have a deep understanding of Asterisk PBX system customization, particularly in call routing, forwarding, recording, and monitoring. Prior experience in similar projects will be a great advantage. Strong communication and troubleshooting skills will be ke...

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    I'm currently looking for a developer specialized in AI and algorithm creation to join my project. This particular mission involves using lidar and camera data to create an innovative, efficient AI algorithm. Key responsibilities will include: 1. Developing a ro...this algorithm. 3. Leveraging deep learning principles in the algorithm's creation. Ideal Skill-set: 1. Experience in the development and implementation of AI algorithms. 2. Proven record of working with lidar and camera data. 3. Familiarity with deep learning principles and applications is a must. The primary focus of our work should be the application of these algorithms to achieve object detection. If this sounds like your kind of challenge, I'd be more than happy to receive your bid. Let's make ...

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    Efficacious ELK Stack Configuration and Kibana Dashboard creation I am looking for a skilled professional who can effectively set up an ELK stack on a Windows machine. The main goal of the project is to visualize application data through a series of interactive web interfaces in the Kibana dashboard. The ideal candidate for this job would be someone who has: - Strong proficiency and previous experience working with ELK stack - Familiarity with Windows platform - Thorough understanding of manipulating and visualizing application data Specifically, I require the visualization of the following aspects of the application data in the Kibana dashboard: - Performance Metrics: I am interested in understanding the efficiency and responsiveness of the application. - User Behavior: Insigh...

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    Develop a culture and gender-neutral storyboard visual representation of a mental health game's story from current archaic standardized tests. Generate sketches and technical instructions depicting main scenes of the game that can be moved around for organization in set and alternative story sequences to test game logic and flow. Final storyboard should represent fun characters, plot points, interactions, tone, actions, gameplay functionality, and key aspects of the game for maximum end-user engagement. Tasks: - Develop an engaging and educational culture- and gender-neutral mental health storyboard - Incorporate elements related to provided materials - Ensure the game encompasses test batteries provided Desired Skills and Experience: - Proven experience in mobile game developmen...

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    I'm searching for a skilled chatbot developer who can create a text-based chatbot focused on information retrieval. Most of the code is written by me. However, I am having trouble at the question answering stage of the bot. All the steps for implementing RAG search is already done and the data is already prepared. The purpose of this chatbot is to deploy it in the future on my personal website. In that case, I would like it to be integrated either with streamlit or gradio, up to you!

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    Machine learning project Ka përfunduar left

    project involves applying federated machine learning concept with lstm , cnn and random forest algorithm

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    ...reducing the occurrence of hallucinations or inaccuracies in the extracted data. 5. **User Interface:** A simple and intuitive interface for uploading and managing bank statements would be preferred, though not mandatory. 6. **Scalability:** The solution should be scalable, capable of handling an increasing volume of documents as our firm grows. Ideal Candidate: - Has proven experience in AI and machine learning, especially in text and data extraction projects. - Possesses a strong understanding of finance and accounting terminologies to ensure the AI tool's effectiveness in recognizing relevant data. - Demonstrates previous work on similar projects or can provide a clear plan on how they would approach this project. - Can work closely with our team to understand our specif...

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    Implement a multiple-distribution approach to classify user behaviour so that overlap between classes is reduced. Use machine learning to determine optimal parameter values for differentiating classes.

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    Machine Learning Report Ka përfunduar left

    Powerpoint Presentation based on Jupyter notebook provided.

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    I would like to control a non censored brushless motor (200-300kv) that interacts with Arduino and gives output to a CNC machine controller and back for motor speed control which is used as a spindle motor. Below are the hardware used: 1- Odrive Pro or Odrive S1 2- Arduino microcontroller 3- Meanwell 48v 1000w PSU *Any additional hardware required can be purchased if you can recommend it and provide justification. Currently the mini CNC machine has its own controller and that controller is connected to a BDLC-300 motor driver (Google data sheet) which is connected to a 150W sensored brushless motor(Can share data sheet but I assume it’s not important), the BDLC-300 outputs the below to the CNC microcontroller : 1- Motor Speed/RPM (current motor maxes at 17k) 2- Ala...

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    Apply a suitable regression technique and fit a regression model to predict the Miscellaneous expenses given all the attributes except the date attribute. Print the predicted and actual values the test data for Miscellaneous (£) expenses. Use an appropriate regression metric to evaluate the performance of the regression technique utilized. using your own words, describe the chosen regression technique, clarity on why you have chosen the specific regression technique, elaborate on what insights it tells you about the model's prediction, and interpret how the metric is useful to measure the model's prediction performance.

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    As a key figure in my organization focusing on machine learning strategies, I'm inviting freelancers to create a PowerPoint presentation aimed at educating my team on the statistics in machine learning. This presentation will focus on Decision Trees, providing a comprehensive exploration of this ML model and its statistical underpinnings. Key Topics: - Delve into techniques within Statistical Learning Theory - Share insights on Descriptive Statistics for Machine Learning - Explain Inferential Statistics for Machine Learning - Detailed analysis of Decision Trees in machine learning context - Graphical visualization of Decision Trees for comprehensive understanding Ideal Skills: - Knowledge and expertise in machine learning, particularly in De...

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