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    2,000 machine learning code example jobs found, pricing in CAD

    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 4 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'm looking for an experienced Webflow developer to update certain sections of a website. 1. Scroller section with right side image sticky to be created. You may copy and use public webflow templates to acheive this but match colour and font of existing site. 2. Addition of headers and titles in some sections Make sure all work is responsive Please see drive for exact work - Please give exact bid and timeline. Would be great if you can start work now.

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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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    *****If not able to comply with requirements to bid on project please refrain from doing so***...- 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 year contract---Do not have to include name of translators but resumes are a must-- ***NO RESUMES = DO NO...

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    Senior AI Developer Needed 4 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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    Reinforcement learning (Monte Carlo and Q Learning) for Blackjack in HTML and Javascript

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    I’m currently seeking a skilled web developer to help convert PUG code into HTML code for my ongoing project. The primary goal is to maintain the existing design format while ensuring the HTML version functions seamlessly. To accomplish this task swiftly and professionally, the ideal freelancer should: - Have a solid understanding and relevant experience of both PUG and HTML. - Be adept at maintaining the original design while converting from PUG to HTML. - Have a knack for inserting dynamic elements such as interactive forms into the converted HTML code. A demonstrated ability to pay attention to detail and deliver within a specified timeframe will be highly regarded. Additionally, a background in user-centric design could be beneficial.

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    As a developer versed with JavaScript, your mission is to break down my comprehensive project code into distinct components and push them into multiple repositories on Git. Key Tasks: • Deconstruct the overarching JavaScript codebase into its constitutive components • Create separate repositories for each of these components on Git • Implement the Gitflow workflow throughout this undertaking Ideal Skills: • Strong competence in JavaScript programming • Familiarity with code decomposition and the Gitflow workflow • Experience with creating and managing multiple repositories on Git. Your expertise in JavaScript and meticulous Git management will be instrumental to the success of this project.

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    Code repair 7 days left

    5 codes as discussed

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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 4 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 4 days left

    ...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 directly related to the issue and are aligned to the developmental goals...

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    Python refactor code, change logic for the investment strategy

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    I'm seeking an experienced Python developer who can leverage PyG to improve the accuracy of existing link prediction mod...co-authorship network data. Key Responsibilities and Requirements: - Enhance existing models: You'll be tasked 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 independently ...

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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.../ Key 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 reach out...

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    I have an existing small carport enclosure that needs to be brought up to code standards. It is currently made of wood and I would like to include windows as part of the design. Key Requirements: - The carport enclosure needs to be assessed and re-designed if necessary, ensuring it meets all relevant building codes. - Windows need to be incorporated into the design without compromising the structural integrity. - The use of wood as the primary material will need to be considered and any necessary adjustments proposed to ensure it's compliance with the code. - The enclosure must maintain its functionality as a carport while meeting all code requirements. I'm looking for a professional who has experience in architecture and compliance with building codes, wit...

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    I need an Excel expert to build a tool that can automatically validate and correct any incorrect country codes in the file. Requirements: - Replace incorrect country codes: The tool should replace the incorrect country codes with the correct ones. - Predefined list: The correct country codes should be determined based on a predefined list. - Daily updates: The tool should be able to handle daily updates. Ideal Skills and Experience: - Advanced Excel skills: You should have a deep understanding of Excel functions and VBA programming. - Data validation: Experience with data validation and manipulation in Excel. - Attention to detail: It's crucial that the tool is accurate in identifying and correcting country codes. - Timely updates: Experience in creating tools that can handle dai...

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    I'm in the midst of expanding my software testing skills and keen on polishing my understanding of Software Testing. My main areas of ambiguity involve Test automation, Manual testing techniques, and Bug tracking and reporting. I have a preference for live video sessions as a means of instruction. It would be invaluable to virtu...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 with a pr...

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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 AI analysis I have a design ...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 minimum ...

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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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    I'm seeking an experienced individual who can provide a beginner level training on the MERN stack. The ultimate aim of the training is to equip learners with the skills needed to develop web based systems. Ideal Skills and Experience: - Knowledge of web development and software engineering - Understanding of both basic and complex coding con...background for beginners. - Good understanding and practical experience with MERN stack, this will be a plus. - Experience in practical web development and system design using MongoDB will be highly appreciated. - Can teach in a very interactive way, doesn't mind lots of dumb questions. Your ability to clearly explain concepts, provide practical examples and exercises, and foster a positive learning environment are key to the succ...

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    I'm seeking a professional with deep experience in MySQL and Linux OS to carry out an installa...installation. * Desired Proficiency and Experience: - Linux Operating System: You need to be familiar with Linux as the installation has to happen on this platform. - MySQl 5.7: The installation is specifically for MySQL 5.7 and you should have experience with this exact version. * Task Overview: - Install MySQL 5.7 on my Linux machine following the Development Machine Settings. * Configuration: - MySQL should be configured to run optimally on a development machine setting. - Your skills should extend to understanding the unique configuration needs of a development system and apply those effectively. Looking forward to your bids, please feel free to ...

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    ...discussions, share knowledge, and connect with industry peers. User Profiles: Customize profiles to highlight skills, interests, and business objectives. Networking Tools: Facilitate connections between entrepreneurs, investors, and consultants for mutual benefit. Resource Library: Access a curated collection of articles, tools, and resources to support business growth and development. Learning Management System (LMS): Learndash Offer educational resources, courses, and training materials to users. Event Management System: Event Management Host and manage events such as workshops, webinars, and networking sessions. Consultant Pool with Booking Management: Bookly Users can browse and book consulting sessions with a pool of professional consultants. Member List: BuddyBos...

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    I'm seeking a qualified web developer to create a website similar to collegevidya.com. I really admire its functionality and would like to have a similar platform. MUST-HAVE FEATURES: - User registration and login: There needs to be a straightforward area for potential user...days, and my site definitely needs the ability to host and play tutorial videos. DESIGN REQUIREMENTS: I don't have a specific design in mind and need your professional input and creativity on this matter. Please help me come up with a design that is not only eye-catching but also user-friendly. IDEAL SKILLS: - Proven website development experience - Familiarity with educational websites or e-Learning platforms - Strong UX/UI skills - Design experience and creativity I am looking forward to your ...

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    ...Development: You'll be tasked with creating, implementing and maintaining complex AI algorithms and systems. - ML Model Development: This role will require you to design, train, and optimize machine learning models. - Data Analysis: You'll need to collect, interpret, and present data in a meaningful way, to help inform our AI and ML projects. Required Skills and Experience: - Expertise in Python is a must. You should be comfortable with Python libraries and tools commonly used in AI and ML projects. - Proven experience in developing and deploying AI algorithms, including neural networks and other machine learning models. - Strong data analysis skills, including the ability to write complex queries and perform statistical analysis. - A thorough unde...

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    I'm in need of a Machine Learning Engineer who can migrate our existing notebooks from RStudio and PySpark to AWS Sagemaker. Your task will be to: - Understand two models I have running locally. One is a Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and...

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    I am in urgent need of a skilled Revit drafter to construct drawings and section details for a new small primary school. This school will consist of 5 classrooms and have particular attention to outdoor learning areas. Ideal skills and experience: - Proficiency in using Revit 2024 - Have extensive background in designing educational facilities - Strong understanding of designing exterior spaces Project Specifications: - Produce detailed Revit section drawings - Develop detailed layouts of classrooms and outdoor areas - Ink the drawings within a reasonable timeframe - within one week Freelancers interested in this project should be prepared to deliver: - Detailed project proposals, indicating approach, timeframe and resources required - Previous work not asked for but feel free ...

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    I need a Python code developed for vehicle route optimization. - The code should include 3 algorithms for route optimization. - Successful freelancers should include past work in the application. Ideal Skills: - Proficiency in Python - Experience in developing route optimization algorithms - Strong background in data analysis, web scraping, and machine learning, as these functionalities will be required in the project.

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    I'm looking for a skilled AI developer, with a specific focus on machine learning. A well qualified candidate will be experienced in: - Implementing Unsupervised Learning systems - Specializing the machine learning model towards Anomaly detection An ability to navigate the complexities of AI and adeptly apply machine learning frameworks and libraries is important. Practical experience in applying Anomaly detection methods in Unsupervised Learning scenarios is crucial. If this describes you, I'd love to hear from you. Let's revolutionize my project together with your machine learning proficiency!

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    ... OpenCart, PHP, MySQL etc in the various systems used?  Opencart V1.52 PHP Version 5.6.40 (any other newer version won’t be supported by the platform) MySQL - 10.4.28-MariaDB Laravel V5 … custom interface Active cron jobs running   2. What is the server spec & software versions? RAM, CPU, disk space etc. Full Software list here:  https://xxxxxxxxx/ We run a dedicated machine and resources can be allocated on demand… as minimal requirements: 4Gb RAM, OctaCore 3.2Gb CPU, 100Gb space (bkp included)   3. Any APIs integrated & Any Data grabs between and other 3rd parties including any internal systems. Is just the Kashflow API no other 3rd parties form what we know   4. Any other 3rd party systems (including internally) that the ...

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    I'm looking for a skilled Python developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the last 5 years that enhances the vanilla conditional GAN using a simple approach and use this incorporate their approach to this one. - Find a dataset suitable for the task. It's up to you to choose one. Requirements: - Proficiency in Python. Experience using PyTorch machine learning library. - Understanding of GANs and how they can be applied to image generation.

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    I'm a data science student needing assistance specifically in the areas of maths, linear algebra, and probability. Here's what I'm looking for: - Expertise in data analysis, machine learning, and data visualization - Mastery in maths, particularly linear algebra, and probability - Ability to provide advanced assignments and problem-solving strategies to strengthen my grasp of these subjects The ideal candidate for this project will have strong analytical skills and a deep understanding of complex mathematical principles involved in data science. You should be able to articulate complicated concepts concisely and clearly, since the level of difficulty I'm currently faced with is quite advanced. Your role will largely involve providing resources and guidin...

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    We need a highly skilled professional to train candidates specifically on the 401(k) RPF process. The main focus of the training should be on compliance, legal considerations, and the most intricate details associated with retirement domain concepts. Relevant experience and skills: - Proven track record in creating interactive e-learning modules - Extensive knowledge in the 401(k) RPF process - In-depth understanding of compliance details and legal considerations in the 401(k) RPF process - Proficiency in explaining complex retirement domain concepts.

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    I am in need of a unique, simple, and effective logo for my machine finishing and spray painting firm. Key elements to be included in the design are a spatula and a paint gun, symbolizing the work we do. Attached I am sending a photo of what the work looks like and the gun and spatula. Key project specifications: - No specific color scheme preferences as the question was skipped, hence creativity and professional judgement will be important. - No specific font preferences as the question was skipped, emphasis is on readability and clarity. Ideal freelancer will have: - Proven past experience in logo creation (previous work references may be requested). - Experience using professional design tools. - Ability to propose detailed project timelines and deliverables.

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    I'm urgently seeking a well-versed online trainer who can proficiently guide me through mastering Tableau. This assignment needs to start immediately. Here's what I hope to gain from this training: - Thorough understanding of data visualization concepts - Advanced T...Thorough understanding of data visualization concepts - Advanced Tableau software skills - Grasping how Tableau interfaces with databases The training will be conducted via video calls, preferably through Zoom, so a reliable and robust internet connection is a must-have. The ideal candidate will be experienced in online training and possess excellent communication skills, adding to a seamless learning experience. Please reach out if you have in-depth knowledge of Tableau and are suited to deliver quality o...

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    I'm looking for a skilled PHP developer to create a code editor plugin. The plugin should replicate the functionality of the Shopify code editor, offering Syntax Highlighting, Auto Complete, Error Detection, and supporting both HTML/CSS and PHP languages (PHP support is optional). The plugin is intended to be a standalone component, not embedded or replacing any existing editor. the editor should include a file search (to search through templates) - similar to shopify but as well as searching filenems it shoudl also search in contents The editor shoudl work with a master theme/child theme style system such that when a template is modified its auto-copied to the child theme Key requirements: - Develop a code editor plugin similar to Shopify's - Implement Sy...

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    I require a skilled brochure designer who can craft a compelling piece targeting business owners. The focus of the brochure should be on emphasizing the benefits of my vending machine service, particularly its convenience. The design should be professional, appealing, and persuasive enough to convince the targeted audience of the value our service adds to their businesses. Ideal skills and experience for the job include: - Expertise in brochure design - Experience creating marketing materials for B2B services - Ability to creatively highlight service benefits - Understanding of what appeals to business owners.

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