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    2,000 machine learning work albania jobs found, pricing in INR

    I am keen to have a state-of-the-art AI Job Portal named '' d...seekers around the globe. Key Features & Functionalities: - AI Job Matching: Primarily the portal should be able to perform the following: - Match jobs based on user preferences. - Suggest jobs according to the user's activity. - Recommend jobs adeptly considering user's skills. Given these functionalities, the ideal candidate for this project should possess expertise in AI and machine learning, must possess extensive experience in software development specifically for job portals. Familiarity with NLP to parse and scan resumes would be an added advantage. Our core objective is to save time and resources, hence efficiency and cost-effectiveness is essentially required in t...

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    ...in India. The objective is to leverage machine learning to ensure more consistent formulation and expedited availability. We believe this approach will also lead to cost-cutting in the long term. Key Responsibilities: - Implement machine learning algorithms to predict the best formulation for tablets, capsules, and syrups. - Consider the active ingredients, excipients, and flavorings when predicting formulations. - Ensure that the model optimizes for consistency, speed of availability, and cost reduction. Skills and Experience Needed: - Proven experience in pharmaceutical formulation or related fields. - Strong machine learning expertise, particularly in prediction modeling. - Familiarity with the pharmaceutical industry in India. - Ability to...

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    I'm seeking a skilled and empathetic web designer to create an engaging and informative website specifically tailored to those with Dyslexia. Key Points: - Th...specifically tailored to those with Dyslexia. Key Points: - The purpose of this site is to provide valuable information to people with Dyslexia. - It should be designed with a dyslexic-friendly user experience in mind. Ideal Skills and Experience: - Prior experience in designing informational websites - Understanding of Dyslexia and its impact on web browsing - Empathy towards people with learning disabilities Your expertise in user-friendly design, particularly for individuals with Dyslexia, will be crucial in ensuring the success of this project. Please provide examples of any similar projects in your portfoli...

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    I am developing an AI Chatbot using the ChatGPT API integrated with Langchain, primarily for Customer support purposes. I'm looking for ex...better speed, efficiency, and overall performance. The level of customization I'm aiming for in the Chatbot's responses is moderately customized based on user queries. The ideal freelancer for this project should possess: - Proven experience in developing and improving AI Chatbots - Expertise in working with ChatGPT API and Langchain - Strong understanding of natural language processing and machine learning algorithms - Ability to optimize code for performance I'm looking forward to collaborating with an experienced professional who can provide valuable insights and recommendations to help me enhance the functional...

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    I'm looking for an AI software developer who is proficient in machine learning and natural language processing. The ideal candidate should be able to create a software that can perform speech and text recognition. Key Requirements: - Proficient in Machine Learning: A key element of this project is building a machine learning model that enables the software to recognize speech and text. - Skilled in Natural Language Processing: The software should be able to process and interpret textual data. - Expertise in Speech Recognition: The AI software needs to have the capability to recognize and interpret spoken language. - Text Recognition: In addition to speech, the software should also be able to recognize and interpret written text. Platform Co...

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    I'm in need of advanced Q Learning expertise to optimize decision-making within a signal time optimization task, leveraging this powerful machine learning approach to enhance the efficiency and performance of my system. Key Requirements: - Implementing Q Learning: You should have a strong grasp of Q Learning algorithms and be able to effectively apply them to my specific use case. - Optimization of Decision Making: The primary goal here is to improve decision-making in a time optimization setting. Your work should be geared towards achieving this through the application of Q Learning. - Signal Time Optimization: The Q Learning model will be specifically tailored to a signal time optimization environment. You should ideally have...

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    I'm searching for an experienced Android app developer to create an education-focused application. The main functions for the application are: - Displaying text-based lessons: The app will host a multitude of topics for users to learn from. We need the text to be easily readable and engaging to keep users interested. - Conducting interactive quizzes and as...experience building educational apps or apps with similar functionalities. They should have great understanding and experience in creating user-friendly apps with text-based content and interactive features. Understanding of user registration and login system would be a plus. This project requires creativity, careful attention to detail, and a user-centric mindset. Let's create an app that will make learning fun and...

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    YouTube Video Editing Guru 6 days left
    VERIFIED

    ...probably from India. The person hired will be working full time 5 days a week with me and i am looking to pay Rs. 10,000 per month. Type "Full time" so that i could understand that you have read the project I'm seeking an exceptional video editor to refine a 1-5 minutes instructional YouTube video. Their unique transformation of content should result in engaging and smooth visuals that enhance the learning experience of viewers. Key Responsibilities: - Create smooth transitions and coherent flow - Enhance and adjust audio as needed - Implement creative ideas that align with the video's informational purpose Skills and Experience: - Proficiency in Adobe Premiere Pro, Final Cut Pro or similar editing software - Prior experience with instructional video edi...

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    I'm looking for a skilled trainer to deliver a comprehensive Excel training...The training will cater to a larger group of participants, around 15-20 individuals. Key Learning Objectives: - Understanding of Excel formulas and functions - Mastery of data analysis and manipulation The ideal candidate for this project would have a strong command of the above topics, with a proven track record in delivering effective training to large groups. Experience in breaking down complex concepts for beginners is essential. Practical demonstrations and hands-on activities should be incorporated to ensure the understanding and application of the learnt skills. Please, when making a bid, provide a brief outline of how you plan to structure the course. Looking forward to a productive le...

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    ...feedback. This project is aimed at Chinese students learning English and tourists looking to practice their English during their travels. But also, I'm interested in helping any Chinese individual who finds themselves in an English-speaking context and is seeking to improve their language skills. Being personable, patient and having a genuine love for language teaching will contribute immensely to this job. This project doesn't have many requirements. The main requirement is that you can speak English fluently and that you're a lively and outgoing person. Before your first interaction with clients, I'll help you set up your equipment and we'll have a face-to-face video chat. The specific salary is that you get paid for every hour you work. In...

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    Job Description: We are seeking a highly skilled and knowledgeable Technical Writer / E-Learning Course Developer to join our team. The ideal candidate will be responsible for developing comprehensive fitness courses aimed at achieving accreditation. This role requires a deep understanding of accreditation standards and the ability to produce a wide range of educational materials. Responsibilities: -Develop and write curriculum, student manuals, workbooks, PPT slides and workplace logbooks tailored to fitness courses. -Create a portfolio of evidence to demonstrate practical competencies and learning outcomes. -Using bloom Taxonomy -Design the course using illustrations, charts, pictures, graph and course format and implement assessments and quizzes that align with accredi...

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    ...player. The Tetris is a special Tetris designed by the client. ● Artificial intelligence with multiple difficulty levels, namely: Easy, Normal, Hard, and Extreme. ● Thorough testing to ensure optimal performance and gameplay. → Details: Two videos were provided as reference: "chess-tetris 1" and "chess-tetris". "chess-tetris 1" is the traditional Tetris, which is being played automatically by a machine, while "chess-tetris" is the client's Tetris, which is multiplayer and the pieces fall in opposite directions, towards the center of the screen. An artificial intelligence capable of imitating the Tetris from the video "chess-tetris 1" will be incorporated. Payment will be made in one milestone once the client is satisfie...

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    ...realistic schedule, deadlines, and finalizing an engagement plan for a list of courses the student will enrol in, as well as a list of projects you will set up for the student to complete based on your cybersecurity experience. Once learning starts, you will be responsible for conducting check-in meetings, answering cybersecurity-related questions by the student, tracking learning progress and ensuring timeliness on schedule items and deadlines (lectures, assignments, projects, etc), and facilitating topic-specific discussions, a weekly meeting will be held to recap all work done with the student during the week. Mentoring the student through cybersecurity courses and projects will be the key aspect of the role. Additionally, you will provide guidance, answer questi...

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    ...primary goals: real-time monitoring of machine status and data analysis for performance optimization. Key Requirements: - Real-time Monitoring: The system should constantly monitor the machine's status (running, idle, error) and the spindle speed. Any changes in these parameters should be promptly detected. - Error Handling: If there are any errors or the spindle speed deviates from predefined thresholds, the system should send notifications or alerts to notify me. - Spindle Speed Adjustment: It should also be capable of adjusting the spindle speed automatically based on predefined thresholds. Ideal Skills & Experience: - Proficiency in Python programming. - Experience with CNC machine integration. - Knowledge of MT Connect protocol. - Previous work with...

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    I'm seeking guidance and support to excel in the AI certification, emphasizing on concepts and theories. - The primary foc...certification, I need a mentor who can explain complex AI concepts in a clear, concise, and readily understandable manner. - Given the current circumstances, I'm specifically looking for online resources to guide me through this journey. Ideal candidate for this project should have: - Proven experience in Machine Learning, ideally with certifications themselves. - Excellent teaching and mentoring skills, particularly in breaking down complex topics. - Good understanding of online learning platforms and resources, with the ability to curate and recommend appropriate materials. - Strong communication skills to ensure effective knowledge...

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    Add column to existing table Amend existing API. Only ftp will be provide for work

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    ...compelling cover letters tailored to specific jobs. **Additional Functionalities:** I am also looking for the platform to include: - User account creation and management. - Secure storage of personal information and documents. - A intuitive and engaging user interface across all platforms (web browsers, iOS, and Android devices). **Ideal Skills and Experience:** - Proficiency in AI and machine learning technologies. - Extensive experience in full-stack development, including responsive web development and mobile app development for both iOS and Android platforms. - Strong knowledge in integrating third-party APIs, particularly LinkedIn. - A keen eye for design and user experience, ensuring the platform is both functional and visually appealing. - Previous experience i...

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    Web work 9 days left

    Need to fix bugs and new enhancements to the existing site

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    ...hours of learning material. - You will create a quiz half way and final test at end for students to use that can model after the 3 hour course you watch. - You should include a page on industry insights - Ensure material is easily understandable for intermediate level learners - Consistently give examples of market risk scenarios in real estate based on class you have taken and information you have learned. -You must take the entire 3 hour course to really learn the material to copy and not plagiarize to create my own material but have to research and do course to become expert. Ideal Experience/Skills: - Subject matter expertise in real estate market risk - Previous experience in course development or educational content creation - Keen understanding of intermediate lea...

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    I am looking to develop an educational app for the Android platform. This application will be a valuable tool for learning, providing quality content, and interactive features to engage users in educational activities. Key Features: - The app should be user-friendly and intuitive, with a focus on educational content. - The design should be clean, modern, and suitable for all types of users, especially students and educators. - It should offer varied educational resources, such as lessons, quizzes, and maybe even simple games to enhance learning experience. Key Requirements: - Experience in Android app development is a must. Please provide examples of previous apps you've developed. - Knowledge in educational app development or projects is a plus. Demonstrable experienc...

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    I need a professional who specializes in US immigration, particularly the EB-3 visa application and work permit requirements, as I am an employer. I have a DOL and USCIS accounts created. My primary goal with the EB-3 visa application is to secure permanent residency. Ideal Skills: - Proven experience with US immigration laws and EB-3 visa application - Knowledgeable about US work permit requirements - Demonstrated success in obtaining permanent residency for clients or atleast work permits. -This person is already working for me and has been for a couple years. His original work visa expired. You should be able to guide me on the best practices, timelines, and the application process. I look forward to discussing domestic hiring needs and potential pitfalls...

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    ...senior-level React.js developer to assist me with my project. This person will be expected to work remotely, focusing on building new features between 10 am - 7 pm. Key responsibilities will include but are not limited to: - Building new features using React.js. - Utilizing specific libraries including Rest API, Ant Design and CSS3. The ideal candidate for this position will have the following skills and experience: - Comprehensive understanding and experience in React.js, with a senior level of proficiency. - Experience with Rest API, Ant Design and CSS3. - Capability to work in remote settings with a flexible schedule. I'm looking for someone who is well organized, has a keen eye for details, and can work independently while being a part of a collaborati...

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    I need a Python code that can detect and count objects on the ground. Key requirements include: - Detecting and counting objects on the ground, concept similar to crowd counting. - Providing a reliable count in, as well as evaluation. Deep learning based counting would be helpful. Ideal freelancer for this project should have: - Proficiency in Python - Experience with object detection algorithms - Knowledge of crowd-based counting systems

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    Go High Level Tutor Wanted 5 days left
    VERIFIED

    I am a beginning Go High Level user in need of an expert to guide me in Automation setup, Sales funnel design, and CRM management through live video calls. Key objectives: - Provide detailed guidance on Go High Level's Automation setup features, ensuring I can leverage them effectively for my business needs. - Help me optimize my Sales funnel design within the platform, includin...maximize the platform's capabilities. Ideal candidates will have: - Demonstrable expertise and experience using Go High Level, ideally in a teaching or mentoring capacity. - Strong communication skills to effectively convey complex concepts and instructions remotely. - A methodical and patient approach to teaching, ensuring I can grasp the nuances of the platform's features. Looking forward to ...

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    ...English learning platform using Moodle, and while the foundation is solid, there's significant room for enhancement to create a seamless learning experience. We're seeking a skilled freelancer to customize and optimize our platform to leverage its full potential and provide an enriching learning environment for students, teachers, and administrators alike. Project Objectives: 1. Visual and Functional Customization: - Customize the platform's template for enhanced visual appeal and intuitive navigation. - Ensure seamless usability for administrators, teachers, and students. 2. Online Testing Integration: - Implement online testing functionalities to accurately assess learners' current English proficiency levels. 3. Course and Test Sam...

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    I'm in need of an engaging and interactive discussion board presentation that lasts around 10 minutes. This has to be suitable for a group of adult learners. Key Requirements: - The content should be educational in nature. You'...nature. You'll be sharing valuable information that's both interesting and enlightening. - The presentation format I'm looking for is interactive workshops. This means that you'll need to include elements that encourage participation and discussion from the audience. Ideal Skills and Experience: - Prior experience in creating and delivering educational content. - Strong understanding of adult learning principles. - Proficiency in designing and executing interactive workshops. - Excellent communication skills and ability to pr...

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    I'm in need of a skilled individual to help me with the installation of MongoDB on my Windows machine. Key Requirements: - Experience with MongoDB installation on Windows - Installing MongoDB for both development and production use - Comfortable with integrating MongoDB with web and mobile applications - Ability to provide guidance for optimal performance and security Your expertise and guidance will help ensure that the installation is done correctly and efficiently.

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    I need an expert to create a Video for a Facebook ad for an English learning Website. The video will be in Spanish language since the target audience will be Spanish speakers in South America who wish to learn English. I therefore need someone who is a native Spanish speaker (from South America) but who is also proficient in English. I prefer someone currently living in South America. The target platform will be primarily mobile and secondarily laptop users. The video should be a sketch/testimonial of sorts highlighting the effectiveness of the language learning approach taken by the website (see below). Creative, performance, acting, and video producing/editing skills are required. About the website's language learning approach: In order to acquire a new langua...

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    I'm looking for a social media manager who can dynamically manage my Instagram and Youtube accounts. The principal goal is to drive more website traffic. Key Responsibilities: - Curating and posting a diverse range of content, including promotional posts, industry news, user-generated, blog posts, and courses. - Implement strategies to stimulate...while increasing website traffic. - Monitoring and engaging with followers through the comments or direct messages. Ideal Candidate: - Proven track record of managing Instagram and Youtube profiles. - Excellent skills in creating engaging, promotional and education-focused content. - An innate understanding of User-Generated Content and industry news. - Profound knowledge about the blogging and e-learning industry will be a signifi...

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    I'm looking for a skilled developer to create Python-based modeling and simulation tools for UAV Swarms. Ideal candidates should have experience in Python and Machine Learning, as well as a solid understanding of industrial processes and systems. The tools should ideally offer real-time simulation capabilities, data visualization, and the ability to integrate with relevant software. A formal report of the project is required with the simulation and coding work. You may need to discuss these details with me once we get started on the project.

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    I'm in need of a highly skilled instructor with advanced accounting knowledge to develop educational video tutorials for m...be on financial accounting topics. Key Responsibilities: - Creating engaging, informative video tutorials - Presenting complex financial accounting concepts in an easily understandable manner Given the nature of this project, it would be ideal if you have: - Advanced knowledge in accounting, specializing in financial accounting - Experience in teaching or tutoring, preferably in creating e-learning content - An ability to simplify complex concepts into digestible content - Proficiency in creating video tutorials, from scripting to presentation. Your insights and expertise will play a key role in helping my audience understand and apply financial accou...

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    ...project proposal outlining per word rate for the specific pair, for: -----General translation -----Technical translation ------Rush orders if there is a price difference and turn around time - Highlight your past work, particularly in legal and technical areas. - Showcase your expertise in the languages stated above. - Be able to provide virtual remote /phone interpreting for the different pairs including technical interpretations This project calls for translators who can accurately convey the meaning of the source text, keeping in mind cultural associations and nuances. ****no machine translations nor google or any other non human translations.*** ****Must be able to provide resumes of all translators that will be part of this on going job with the possibility for a 5 y...

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    Senior AI Developer Needed 5 days left
    VERIFIED

    I am in search of a seasoned AI developer with expertise in various AI domains. The ideal candidate should have a strong background in: - Natural Language Processing - Machine Learning - Computer Vision I'm also looking for a candidate with a proven track record of working on complex AI projects. Please provide details of your past work and experience in the AI field. A detailed project proposal would be a plus. The project will involve developing a sophisticated AI system, so it's crucial that you are well-versed in the latest AI technologies and methodologies. Feel free to share any specific programming language experience you have, although it's not a prerequisite. Looking forward to receiving your application!

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    I'm currently using TensorFlow for my machine learning model. I believe the model can be significantly improved by implementing a different algorithm. In particular, I'd like to enhance the model using "Deforming CNN". Key Points: - Current ML framework: TensorFlow - Requirement for improvement: Implementing a different algorithm - Desired algorithm: Deforming CNN Ideal skills for this project: - Proficiency in TensorFlow - Understanding of Convolutional Neural Networks (CNN) - Experience with implementing and optimizing ML algorithms - Google Colab Your task would be to integrate the Deforming CNN algorithm into the existing model, troubleshoot any issues, and ensure it enhances the model's accuracy. The goal is to significantly improve the model&...

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    Hi, So i am here looking for some active participants to work on this task of listing. A test will be taken for the task. It's a one time task and won’t tale much of time. All the required information will be provided. Kindly make sure to ask everything to make things clear and the pay will ne given according to the task. Newbies are preferred. Thanks

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    Reinforcement learning (Monte Carlo and Q Learning) for Blackjack in HTML and Javascript

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    I'm eagerly seeking an online tutor with prolific expertise in the NDIVA Omniverse ACE, to guide me, a complete beginner. This task involves: - Developing an easy-to-follow tutorial that is comprehendible for someone without prior knowledge. The tutor should adapt their teaching methods to suit my level of understanding. - The focus will be on N...knowledge and experience in working with NDIVA Omniverse ACE. - Proven experience in online tutoring. - A great communicator, proficient at explaining even the most intricate ideas with simplicity and clarity. - Patient, adaptive and innovative in their teaching methods. I look forward to having comprehensive, interactive lessons orchestrated in a patient and understanding manner. Let's make learning NDIVA Omniverse ACE intere...

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    Object Detection with CNN 5 days left
    VERIFIED

    I'm seeking a skilled machine learning expert who can train a Convolutional Neural Network (CNN) for object detection, specifically tennis balls. I have my own dataset. This dataset is poor so I will need a skilled expert. I need detections on at least 50% of the frames. Key Responsibilities: - Train the CNN model on object (tennis ball) detection - Fine-tune the model for higher accuracy - Provide the trained CNN Model's code and implementation details

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    powerpoint -- 2 5 days left

    ...issue he or she is facing. You must use the four student profiles provided below. Please DO NOT copy and paste the descriptions provided. Rather, you should explain what you feel are the core issues each face after reading the description. Identify the developmental impact of each issue. How is the issue impacting the student in the classroom? What does the teacher see that is interfering with learning? You will need to include the research that is directly related to the issues and aligned to the developmental goals for the students. For example, you might include a statement such as “According to Dr. I. M. Expert, cyber-bullying is detrimental to a student’s development because it makes students feel unsafe.” Research and provide resources that are dire...

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    I'm seeking an experienced Python developer who can leverage PyG to improve the accuracy of existing link prediction models on co-authorship network data. Key Responsibilities and Requirements: - Enhance existing models: You'll be ...with optimizing and fine-tuning our current link prediction models, in order to improve the accuracy of the predictions. - PyG Proficiency: Proficiency in PyG, a Python-based library for building graph neural networks is a must for this project. - Previous experience: Experience with machine learning, particularly in the field of link prediction, would be ideal. - Dataset knowledge: Familiarity with handling co-authorship network data is a plus. I'm looking for a proactive, detail-oriented individual who can work indepen...

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    I'm looking for a highly skilled data scientist to dive into a project that requires a strategic blend of data analysis, data modeling, and machine learning. Python proficiency is essential for this role, as it's the primary tool we will be using. Ideal Skills: - Python programming - Data analysis - Data modeling - Machine learning Despite the specifics of the dataset size and type being unclear, the candidate should have experience handling different scales and types of datasets. Your ability to adapt and work with varying datasets will be essential. Please be prepared to showcase similar past projects in your proposal.

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    I am in need of a skilled machine learning specialist to help me with a project involving water clarity. The primary goal is to both track and predict water clarity. This requires a combination of machine learning expertise and the use of optical satellite data. Key Responsibilities: - Utilize optical satellite data to track and predict water clarity - Apply random forest and multiple linear regression models to analyze the collected field samples - Develop a robust system for ongoing tracking and prediction of water clarity Ideal Skills and Experience: - Proficiency in machine learning, particularly random forest and multiple linear regression - Experience working with optical satellite imagery - Strong data analysis and model development skills...

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    I'm utilizing an eform generator that necessitates manual setup of form fields and checkboxes on a PDF. To streamline this task, I'm looking for an expert who can automate the conversion of PDFs or image files into HTML, using the image/PDF as a background. If able to populate the fi...Requirements: - Automation: The primary goal of this project is to automate part or all of the the form creation process - even if there is a way to automate the location of top left pixel of each checkbox. - Simplicity: The forms that need automating are relatively straightforward, including basic types such as text and checkboxes. Ideal Skills: - Proficiency in HTML, Python - Ai/Machine learning - Previous work in automating form creation is a plus. Please, feel free to re...

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    Hi Decent Creators, I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    I'm in the midst of expanding my software testing skills a...with API testing but no so much with UI manual test case creation and writing case tests. My work is around automation. i see the test steps and execute them via automation. But i am weak in manual testing of UI and writing them. I need proper industry standard guidance. appreciated. The ideal candidate for this engagement would be someone: - With extensive knowledge and practical experience in both Test automation and Manual testing methods. - Who is a seasoned user of bug tracking and reporting processes. - Who has deep proficiency in writing UI test scenarios and cases. If you fit this description, I’d love to hear from you. I'm ready to accelerate my learning curve and am excited to work...

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    Create a web application that combines information or functionalities from two or more web APIs in a useful and sensible way. This is called a Web Mashup. You are free to decide on the purpose of your application, and which Web APIs you use. However, the Web APIs you have selected need to work together to fulfil the purpose of your application. An example: An intelligent Flickr photo browser that displays photos related to user’s interest. This can be done by fetching user’s “like” from Facebook web API, and then use this information to retrieve Flickr photos (using Flickr search) related to user’s like. (Note: A good implementation of this application would be at a pass level) In a more sophisticated implementation, an analysis of user’s Facebook...

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    I'm seeking a developer to bring a comprehensive voice AI project to life. Key aspects of the project include: - Integration of voice recognition - Implementation of natural language processing - Development of a functional virtual assistant - Language Model and ...and user interface in place, so your primary focus will be on the backend development to ensure seamless, reliable functionality. Ideal skills and experience for this job include: - Proficiency Python, Java or relevant coding language - Strong understanding of voice recognition and natural language processing - Experience in virtual assistant development - Ability to work with existing designs - Developing custom language learning model and coding to deliver relevant response. Deliverable is a beta-tested m...

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    I need a proficient software developer to build an offline multiple-choice question (MCQ) exam software compatible with Windows operating system. The primary purpose of this software is to conduct exams for learning institutions. Key Features Required: - The software should have a score tracking feature that effectively keeps track of students' exam progress and results. Ideal Candidate: The perfect match for this job should have substantial experience in software development, particularly in developing educational tools. An extensive understanding of the Windows operating system is crucial. Proficiency in programming languages like Java, Python or C# would be beneficial. Familiarity with creating scoring algorithms and a good grasp of user-interface design are also required.

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    In moving forward with my business, my knowledge on Xero accounting software is at an intermediate level. I'm open to learning from a professional who can help me elevate my understanding particularly in Invoice Management. This one-on-one training session should cover best practices, tips, and crucial functions for efficient use of the Invoice Management feature in Xero. I'm looking to deepen my understanding of how to operate this system effectively, in order to streamline my operations and financial reporting. Freelancers interested in bidding for this project should have: - Extensive experience with the Xero Accounting Software - Proven expertise in training others to use the Invoice Management function - Strong communication skills, with an ability to explain comple...

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