Machine learning tutorial pointcông việc

I need help writing a code based on a paper already published for a multi-objective mixed-integer programming model using the GAMS software. The model will be applied to the energy sector. Your expertise in mathematical modeling and GAMS is crucial for the successful completion of this project. The whole paper is available includi...a code that is about it as is. I have minimal understanding of GAMS Studio and would like to understand as well on how the code is written, based on what, why, etc. Perhaps a comment beside each line of code would also be helpful. Maybe even a live explanation of recorded video. The model focuses on optimizing energy distribution networks for minimal cost and tardiness on a single preemptive machine. The project will use the whole published paper data...

...hydraulics, and a front bucket. The combination of the octopus and the bulldozer symbolizes a multi-tasking, hardworking entity—a metaphor for productivity and power. Style: The illustration is highly detailed, vibrant, and cartoonish in style. The color palette includes bold red for the octopus and yellow for the machine, which creates strong visual contrast. Background: The design has a simple, light gray background, which helps the colorful illustration pop and remain the focal point. Symbolism and Message: The octopus symbolizes multitasking, intelligence, and adaptability. Combined with the tools and machinery, it suggests themes of: Repair and construction work Hard work and efficiency Problem-solving and versatility The design could represent a brand mascot,...

I'm in need of assistance setting up 1x Windows 11 based Hyper-V Virtual Machine. While I've tried to follow the set up, I'm hitting a brick wall & my skill levels aren't good enough. The primary purpose of this VM will be to delivery training of a specific app loaded on the VM. Ideal Skills and Experience: - Proficient in Windows Hyper-V - Knowledge in system administration and network application

Estamos buscando un motion designer o un especialista en animación 2D para crear 9 vídeos animados para un proyecto de e-learning. Detalles del proyecto: Duración de los vídeos: Entre 20 segundos y 5 minutos cada uno. Estilo: Vídeos con personajes animados (proporcionados en formato vectorial). Material proporcionado: Personajes en formato vectorial. Ilustraciones complementarias necesarias. Audios narrativos. Modelo de un curso anterior como referencia. Objetivo: Actualizar un contenido existente modernizándolo y animándolo. Habilidades requeridas: Experiencia en motion design o animación 2D. Experiencia con proyectos de e-learning o educativos (es un plus). Capacidad para cumplir con plazos estrictos. Entregables espe...

I am seeking a skilled backend developer who can create a simple solution to retrieve user data from an API. I have some basic programming skills and would like to not only have the solution created, but also understand how it is done in order to make adjustments if needed. Create simple TG bot:...retrieve user data from an API. I have some basic programming skills and would like to not only have the solution created, but also understand how it is done in order to make adjustments if needed. Create simple TG bot: - it will get information from API from two sources, compare them and create conditional notification - I would like to be involved in creating it (best way to create it on my machine, via TeamViewer, Skype) I would like to understand step by step. - good English/Polis...

...on how to use the product, such as: 1. Insert the adhesive needle into the slot. 2. Pass the needle and thread through the area to be sewn. 3. Press the handle to complete the operation. - Call-to-action: “Leave us a review on Facebook!” with a QR code linking to the review page. - QR code linking to: - User manual (if applicable). - Product video or tutorial. - Icons or labels for: - Eco-friendly or recyclable packaging (if applicable). - “Ideal for on-the-go repairs.” - Business contact information, such as a website or email address. 3. Design Specifications: - Size: The sleeve should fit snugly around the zipped bag/box. (Exact dimensions will be provided.) - Use a minima...

...week during the beta phase. Independence: Manage end-to-end technical tasks on your own without external support. IP Agreement: Sign an Intellectual Property (IP) transfer agreement, as required by investors for all contractors in venture-backed startups. Responsiveness: Communicate actively with me via Slack and WhatsApp during working hours. Speed: Work at a fast pace—this is not a role for learning new tools or skills. You’re expected to bring your expertise and contribute immediately to a fast-moving startup with an expanding global user base. Why This Role is Unique If you have the skills, dedication, and availability to take on this critical role, you’ll have the opportunity to shape the future of a fast-growing app. Beyond contributing to the beta a...

I'm seeking a developer to create an AI-based software that converts PDF files into voice. The output should be in English, with options for both Male and Female voices. Key Requirements: - The software needs to convert PDF files into voice output. - The voice output should have option...take written text and generate audio output using the cloned voice. 3- Be compatible with Windows: The tool should run smoothly on Windows operating systems. 4- Offer advanced customization: The tool should allow users to fine-tune the cloned voice, potentially adjusting parameters like speed, pitch, and accent to create unique and customized voices. Ideal Skills: - Proficiency in AI and machine learning. - Experience in developing voice synthesis software. - Strong understanding o...

I’m looking...concept the game is to drive traffic to my platform so this is not essential but if you are interested in even more work that is my next project after getting the social media set up correctly so if that something you’d be interested in doing as well that would be a bonus. It’s mostly just admin everything‘s pretty straightforward. You can find a tutorial for pretty much every single software or example that I asked off you. You can find like a YouTube tutorial on if you don’t already know how to do it but obviously if I can find someone experienced that would be ideal as I want someone who can look at it and assessor and see what I could be doing better and how I could get the maximum amount of growth across all the profiles. Than...

...engineering college with online engineering courses at UK level 4, 5 and 6. We deliver course material in a manner to allow students to work in their own time and pace, via bite-size learning steps utilising a combination of reading, videos and worked examples. About the Job This is for a fixed term contract for the production of distance learning material for Electrical and Electronic Engineering related content. However, the selected candidate may also be offered an on-going part-time contract for the support and assessment of learner work. This is a unique opportunity to work with a new and dynamic distance learning company, and represents an opportunity to start at the early stages of the business and to benefit from it's anticipated growth and hence va...

I'm looking for a Microsoft Dynamics expert who can help me implement a financial management system. The primary functionalities I need are: - Accounts payable and receivable - Financial reporting and analysis - Budgeting and forecasting This system will need to be integrated with our existing e-commerce platforms. The ideal freelancer will hav...be able to deliver a seamless integration with our e-commerce systems. Proficiency in developing comprehensive financial reports and forecasts is a must. We also want to integrate Dynamics CRM into the overall business operations. There is a significant service operation, servicing boats, motors and trailers. So keeping track of service tickets and scheduling is crucial. There is also a retail point of sale operation that needs to b...

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I need a UX/UI designer to create a user-friendly, visually appealing design for a business education web application. The application is aimed at enhancing the learning experience. The ideal candidate should have a strong portfolio in designing educational applications and a deep understanding of UX/UI principles. Please provide examples of your previous work in your proposal.

I need a UX/UI designer to create a user-friendly, visually appealing design for a business education web application. The application is aimed at enhancing the learning experience. The ideal candidate should have a strong portfolio in designing educational applications and a deep understanding of UX/UI principles. Please provide examples of your previous work in your proposal.

I'm looking for a professional photographer to capture the interior design of my dental clinic. The clinic's design is modern and sleek, and I want the photographs to reflect this. Key Areas to Photograph: - Reception Area: This is the first point of contact for patients, so it needs to look inviting yet professional. - Treatment Rooms: These should convey a sense of cleanliness and advanced technology, typical of a modern dental clinic. - Waiting Area: This should be shown as comfortable and stylish, making it a pleasant place for patients. -Bathroom -kitchen - Also would like action like content Ideal Skills: - Professional photography experience, preferably with interior design and commercial spaces. - Ability to highlight and convey the intended atmosphere of each a...

...email integration. • [Optional: Booking system, functionality, or other specific needs]. 3. Functionality: • Fast loading speeds and SEO-friendly design. • Easy-to-manage CMS (WordPress, or other preferred platforms). • Secure and scalable infrastructure. Deliverables: • Fully functional website ready to launch. • Access to all source files and admin controls. • Basic documentation or tutorial for website management. Preferred Freelancer: • Proven experience in web development (please provide a portfolio). • Strong skills in [specific technologies like HTML, CSS, JavaScript, WordPress, Shopify, etc.]. • Effective communication and ability to meet deadlines. If this sounds like a good fit, please submit your proposal,...

I need an expert to upgrade and integrate my older Ubiquiti network and camera system with the primary goal of enhancing security monitoring. The project will involve utilizing what hardware is available, specifying necessary upgrades, and reconfiguring my POE cameras that I believe were rendered unusable due to a Java update at some point. The existing PC that was used as the NVR is old and slow, so a new PC will likely be required. Prior to procuring any new hardware, I would like to have an expert review the system to confirm existing hardware compatibility and make recommendations for upgrades. Please note that this is a small installation as it is a residential application. Key Requirements: - Assess current hardware and propose necessary upgrades - Enhance security monitorin...

I'm looking to develop a ransomware detection system utilizing Machine Learning in Python, with the capability to integrate into Dart. Key Requirements: - Develop a ransomware detection system using Machine Learning. - Use Python for the development. - Ensure the system can be integrated into Dart. Ideal Skills and Experience: - Proficiency in Python and Dart. - Strong understanding of Machine Learning principles. - Prior experience in developing cybersecurity solutions would be highly beneficial.

I need assistance with booting a virtual machine from a ISO 9660 CD image .iso-file in OpenStack at STACKIT. Ideal skills for this job include: - Experience with OpenStack You will be provided with the login credentials for a test project at the STACKIT VM infrastructure provider. Your tasks are: Create and provide a script of OpenStack commands that: 1) uploads the CD image .iso-file to OpenStack, 2) configures a new virtual machine that boots from this CD image .iso-file, 3) starts the new virtual machine. For testing purposes, please obtain and use a public domain Linux Live CD image .iso-file, e.g., a Knoppix Linux Live CD image. The script is considered successful, if the new VM starts up and if the virtual console of the VM shows the start-up screen of...

I need a professional to help me create detailed floor plans for a full remodel of my house. I have existing paper blueprints that can be used as a starting point. Ideal Skills: - Proficiency in architectural design software - Experience in creating renovation floor plans - Strong understanding of spatial design Requirements: - Ability to interpret and digitize paper blueprints - Creativity in proposing potential design alterations - Excellent communication skills for discussing ideas and changes Please note, the purpose of these plans will be entirely for a full house remodel.

I'm seeking a skilled AI developer to create a system capable of generating highly detailed CAD-based 3D models from textual descriptions. The AI should be versatile enough to create any type of model, be it architectural, product design, or mechanical parts. Key Requirements: - Proficiency in AI and machine learning techniques. - Experience with CAD software and 3D modeling. - Ability to understand and implement natural language processing for text-based inputs. - Capacity to generate highly detailed models. Ideal candidates will have a strong portfolio demonstrating similar past projects. Please include examples of your work with 3D modeling and AI in your proposal.

I am looking for an experienced tutor to help a freshman high school student with the following subjects: primarily Algebra but additional help such as te...exams. Provide organizational and time management support. Occasionally assist on weekends when additional support is needed. Requirements: Previous experience tutoring high school students in the USA, especially in Math and English. Strong proficiency in Algebra and English, with the ability to help with US History and Biology. Patient and able to adjust teaching methods to suit the student’s learning style. Familiarity with the high school curriculum. Excellent communication skills and ability to provide constructive feedback. Schedule: Monday to Thursday, 60-90 minutes per day (more if needed) Occasional weekend sessi...

...a training set consisting of 80% observations and a test set consisting of remaining 20% observations. Fit a logistic regression model using the relevant predictors based on the training set. Examine the model output and interpret the coefficients related to significant predictors in detail. Judge the performance of the model based on the test data set, after identifying the optimal threshold point. Is the performance of the model satisfactory? Discuss in detail. Provide the confusion matrix for the test data set. Calculate the sensitivity, specificity, and total error rate for the test data set. Comment on the performance of the model. Discuss in detail how the chosen model can be used in making managerial decisions in this context. Carry out in R / python and share codes, inte...

...training a CNN with CycleGAN. I am encountering an issue during training. Specifically: Training setup: 1,500 images, learning rate 2e-4, up to 20 epochs. The issue: During training, the first NaN error occurs when calculating gradients of forward generator and inverse generator both, at epoch 9. This makes others NaN also and training fails. When I set the learning rate to 2e-5, which is smaller, but the error also occurs around epoch 162. What I’m looking for: -Have you encountered NaN errors in GAN training? If so, how did you resolve them? -Could you share your successful GAN training experiences, including optimal settings like epoch count, batch size, and learning rate? Cause I dont have successful training experience. -Do you think narrowing down wh...

Tutorial on how to create a script recording on CapCut.

Job Title: Affiliate Marketer – Raebareli district, India Work Mode: Remote (Work from Home) Employment Type: Part-time Employment Specification: Commission-Based Job Description: We are looking for Affiliate Marketers to promote career-related learning courses, including the Branding Mastery course from Bizgurukul. This is a commission-based job where you can earn ₹400 to ₹1,000 per sale. You don’t need to invest anything, and we will provide training to help you succeed. Your job will be to promote the course, drive sales using your affiliate link, and encourage people to sign up. The more sales you bring, the more money you earn. What You’ll Do: Promote the course on social media, through personal networks, or other platforms. Generate leads and encourage pe...

We need an expert to migrate properly Hyper-V Virtual Machine with following completions: 1) Need to move VM from D to C (SSD) and all files and entire VM 2) Need to make sure VM works on SSD 3) Need to make sure no errors come up 4) Need to make sure old paths files removed from old drive D and no longer in use by Hyper V 5) Need to run some commands and increase speed and performance of Virtual Machine via reducing "Total Intercepts Cost" of Virtualization. Also need to reduce lagging and improve speed and responsiveness of clikcs of Virtual Machine. If you are the expert who can do this please apply on this task. We can pay $20 Max. for this one time help.

...looking for a skilled and cost-effective freelancer to develop a machine learning-based system for automated root canal detection in Intra-Oral Periapical (IOPA) X-ray images. The goal of the project is to create a tool that accurately identifies root canal structures, enhancing diagnostic precision and minimizing errors in endodontic treatments. The system should include the following key components: Data Preprocessing: Implement techniques such as resizing, contrast enhancement, and segmentation to prepare the dataset for analysis. Feature Extraction: Extract key features such as tooth shape, root canal structure, and intensity variations to aid accurate detection. Model Development: Develop and train a deep learning model (e.g., U-Net, CNNs) to anal...

No temporary Bid. Bids are final or you will ...take the model and adapt it to a new sample(s) that i will provide. Simple! I'm seeking a machine learning expert to adapt an existing video model to a new dataset. The key requirements include: - **Feature Adjustment**: The model needs to be tuned to recognize and process specific visual features in the new dataset. - **Visual Data**: The new dataset consists of videos. Experience in working with video data and machine learning models is crucial. - **Machine Learning Expertise**: A strong background in machine learning, particularly with video models, is essential. The ideal candidate will have a deep understanding of feature adjustment and a proven track record of efficiently ...

About Us: Internify offers cutting-edge educational programs in Digital Marketing with a 2-month duration. We help individuals, including working professionals and recent graduates, bridge the gap between learning and career readiness. Job Overview: We’re on the lookout for a Sales Superstar to join our team. If you’re motivated, results-driven, and passionate about helping individuals upskill and succeed, we’d love to hear from you! Key Responsibilities: *Present, promote, and sell our educational programs to potential students through effective communication. *Build and nurture long-term relationships with prospective students. *Manage the entire sales pipeline independently—from lead generation to closing. *Generate leads and follow up via social media m...

I'm in need of a s...robust skill set in web scraping, generating text using LLM prompts, content validation, and workflow orchestration with Prefect. Key Responsibilities: - Primarily focusing on generating text through LLM prompts - Content verification: verify correctness and relevance or the content generated by LLM - Managing LLM workflows with DSPy The ideal candidate will have: - A keen understanding of machine learning and data analysis - Proven expertise with Prefect for workflow orchestration - Experience with Kubernetes and Docker, although not mandatory Your work will be pivotal in ensuring: - The accuracy of generated text - The speed of generation - The scalability of the solution Please note that further project details will be shared later. Long ter...

Request for Creating Detailed Presentations on Inspection Methods for Cement Plant Equipment I am looking to create detailed presentations to train technicians in our department on the inspection methods for various mechanical components in a cement plant. These presentations will serve as both a learning resource and a reference for future use. The scope of work includes: 1. Developing presentations for each of the following components: • Bucket Elevator • Air Slide • Gearbox • Rotary Kiln • Cement Mill • Fans and Blowers • Belt and Chain Conveyors • Pumps • Dust Collectors • Other mechanical components relevant to cement plant operations (to be discussed further). 2. Including detailed explanations for inspection meth...

I need a skilled developer to create a straightforward, offline Point of Sale (POS) system for Windows. Here, items are created at the POS itself. Let's say a customer comes to buy a water bottle, a book, a pen, and a bag. Then I need to be able to create those items separately in this POS and put them on sale. The products requested by the customer should be created at the POS itself and put the sale on. A print receipt should also be created here. - The items created at this POS should be saved in a location called All Products. - All these Sales should be shown in the location called All Sales. That is, there should be a sales report. For this, there is a location called Quick Sale in the POS in my online system. But currently, only one sale can be added in this Quick Sa...

I need a skilled developer to create a straightforward, offline Point of Sale (POS) system for Windows. Here, items are created at the POS itself. Let's say a customer comes to buy a water bottle, a book, a pen, and a bag. Then I need to be able to create those items separately in this POS and put them on sale. The products requested by the customer should be created at the POS itself and put the sale on. A print receipt should also be created here. - The items created at this POS should be saved in a location called All Products. - All these Sales should be shown in the location called All Sales. That is, there should be a sales report. For this, there is a location called Quick Sale in the POS in my online system. But currently, only one sale can be added in this Quick Sa...

I need a skilled developer to create a straightforward, offline Point of Sale (POS) system for Windows. Here, items are created at the POS itself. Let's say a customer comes to buy a water bottle, a book, a pen, and a bag. Then I need to be able to create those items separately in this POS and put them on sale. The products requested by the customer should be created at the POS itself and put the sale on. A print receipt should also be created here. - The items created at this POS should be saved in a location called All Products. - All these Sales should be shown in the location called All Sales. That is, there should be a sales report. For this, there is a location called Quick Sale in the POS in my online system. But currently, only one sale can be added in this Quick Sa...

...and accuracy. VERY IMPORTANT NOTES: - API tokens for testing trials will not be funded. The developer must conduct all testing in their own environment before delivering a demonstration-ready script. - Any notable quality control errors will result in immediate project cancellation. - If you are not fully prepared to deliver on these requirements, do not apply. We are not funding for on-the-job-learning....

I'm in need of an Arabic-speaking Instructional Designer to create instructional manuals for employees, focusing on companies overview learning. The ideal candidate will be able to design engaging and effective training materials. Skills and experience required: - Proven experience in instructional design - Fluent in Arabic and English - Strong understanding of language learning methodologies - Experience designing materials for employees - Ability to create engaging instructional manuals

I'm looking for an experienced engineer with a deep understanding of Brushless Doubly Fed Machines and their modelling. The primary goal of this project is to create a MEC model that can be used for performance simulations specifically analysing the steady-state current and torque characteristics of the machine.

See the attached document that is to be sent out to friends, relatives, Business associates requesting them to pass on my information to other potential investors and interested parties. I would like you to make comments on this document and suggestions as to how best this should be presented. This is part of my assessment of you as a marketing person. If you do not want to do this, there is no point in applying for this position. I am in search of a seasoned marketer with extensive experience across various marketing domains. The ideal candidate will help refine our brand presentation and effectively communicate our company's values to both existing and prospective customers. Key Areas of Focus: 1. **Email Marketing**: Crafting engaging and informative email campaigns to ed...

...cleanse, and process data effectively. Security: Compliance with local and international security standards and ensuring data protection. Flexibility: Scalability and adaptability to evolving needs. Operational Costs: Total cost of ownership, including licensing, maintenance, and resource requirements. Support for Advanced Technologies: Enabling the integration of modern tools such as machine learning and advanced analytics. Compatibility with Cloud and On-Premises Environments: Ability to support both local and hybrid environments. 2. Benchmarking Data Quality Improvement Strategies Tools and Techniques: Compare tools used by leading organizations to cleanse, validate, and enhance data quality. Data Quality Metrics: Focus on accuracy, completeness, consistency, ti...

...voices for the artificial voice over. 7. Support multiple video resolution outputs such as 720p, 1080p, and 4K. 8. Maintain an error logging system that records any failures or issues during the automation process. Note: Unique Google Slides presentation will be provided for each Regional YouTube channel. 4. If the above work can't be performed through Google Slides then through Microsoft Power Point also Ok, data will be provided in the respective source file accordingly. The initial implementation will prioritize Hindi and English for the video conversion and uploading process. No subtitles will be included in the videos. All errors will be monitored and reported through a centralized dashboard. Backup should be done using cloud storage solutions. Different customization...

Project Description: We are looking for a skilled developer to assist in finalizing the integration of Google Meet within our Learning Management System (LMS) application. Our client requires that all live classes be conducted directly within the app, using their Google Meet Premium account, without redirecting to any external apps or websites. We've successfully completed the Google authentication process via Google Auth, but are facing an error that prevents the live class feature from functioning as intended. The core application is fully developed, and this is the final task to complete before delivery. Key Requirements: Expertise in Google Meet API integration and Google Auth. Strong understanding of Google OAuth 2.0 and handling authentication issues. Experience in integ...

I need a custom installation of a basic Four Point Picofly Modchip in my V2 Nintendo Switch. This handheld device requires the modchip to enhance its functionality without any additional modifications such as custom firmware. Ideal skills for this project: - Expertise in modifying and repairing handheld devices, specifically Nintendo Switch consoles - Experience with installing modchips, particularly the Picofly modchip - Understanding of the V2 Nintendo Switch hardware - Ability to perform custom modifications with precision - Knowledge of the console's internal cooling systems and case structures I will pay for shipping to and from my house, and include a Picofly.

I'm seeking an experienced UI Designer to create an engaging and user-friendly interface for my educational networkin...students with a primary focus on facilitating live classes. Key Requirements: - Design an intuitive and aesthetically pleasing UI for an educational networking app. - Prior experience designing for e-learning or social networking apps will be a plus. - Understanding of the needs and usability preferences of both teachers and students. Core Features: - The app will primarily feature live classes. - UI should facilitate easy navigation and interaction during live sessions. Please provide examples of your previous work, particularly any relevant to this project. Your understanding of e-learning and social networking UI design will be crucial for the su...

Hi I have a python code that runs continuously and give an intermediate result in a text file. I need to run it on AWS (20000 cores) meaning 20000 processes. either on one machine that has 20000 cores or many machines that put each result in a common place I can read it from. for that an id must be assigned to each process. what is the best way to do this? (lamda, batch or ec2). deliverables: 1. instructions how to do that. 2. explain what you did in a short text file with the instructions. Thanks

...minute, for example 2024-08-01T16:47:00 (note that seconds are zero) - Open: price of the very first tick in the timeframe (minute) - High: maximum price in the timeframe (minute) - Low: minimum price in the timeframe (minute) - Close: price of the last tick in the timeframe (minute) This structure allows to store price history of any number of ticks as 1 integer for the timestamp and 4 floating point numbers for the price. API Spec: ```grpc syntax = "proto3"; package ; service ChartService { rpc Subscribe(SubscribeRequest) returns (stream SubsribeResponse); } enum Timeframe { TIMEFRAME_UNKNOWN = 0; TIMEFRAME_MINUTE_1 = 1; } message SubscribeRequest { Timeframe timeframe = 1; repeated string symbol_list = 2; } message Candlestick { uint64 timestamp_msec = 1; doub...

As a beginner in chess, I am looking for a long-term online tutor who can help me improve my skills and explore the various aspects of the game. Key Focus Areas: - Openings: Understanding the importance of the initial moves and learning some popular chess openings. - Middle Game: Developing my strategy and tactics for the games' most complex phase. - End Game: Learning how to convert an advantage into a win and recognizing drawn positions. Ideal Skills and Experience: - Proven experience in teaching chess, particularly to beginners. - Excellent understanding of all game phases. - Strong communication skills for online lessons. - Patience and ability to provide constructive feedback. If you can help me grow as a chess player and make our lessons enjoyable, I look forw...

...with dropshipping product promotion - Creative mindset to design engaging content - Knowledge of conversion-driven marketing strategies Please provide examples of your previous work in your proposal. I have provided 2 images down and i want videos to be created in those format. Ad's should not exceed more than 30 sec and it should be mobile screen friendly for every user and every single key point should be included in given time frame. If in rare cases yo can't cover it up in 30 sec elaborate and make it till 40 to 45 sec that's it no more than that. Moreover I need 3 ad sets in 3 different ways where if 1 video does not perform well I can go on with 2. Please do share your work in my dm where it helps us to get better understanding of your work. Dm me if you...

I'm looking to develop a ransomware detection system utilizing Machine Learning in Python, with the capability to integrate into Dart. Key Requirements: - Develop a ransomware detection system using Machine Learning. - Use Python for the development. - Ensure the system can be integrated into Dart. Ideal Skills and Experience: - Proficiency in Python and Dart. - Strong understanding of Machine Learning principles. - Prior experience in developing cybersecurity solutions would be highly beneficial.

I am looking for an experienced Machine Learning developer to help with fine-tuning and customizing an existing state-of-the-art (SOTA) open-source model. The project will involve the following tasks: Model Fine-Tuning: Fine-tune the provided SOTA model using 2-3 specific datasets. Relational Learnable Embeddings: Incorporate relational learnable embeddings into the model to enhance its capabilities. Novel Changes & Model Improvement: Implement additional novel changes and optimizations to further improve model performance. Comparison with Other SOTA Models: Compare the fine-tuned model's performance against other SOTA models in the field. Mathematical Equation: Provide detailed mathematical equations or formulations for the customized algorithm and model architectu...