Vending machine karachiεργασίες

I create an experiment on a coffee machine in which I want to control with many options on a display the extraction ever stops and how much water is running in phase. I am technically complete, I want to adapt this code to a board, my machine will work. With the scenario I give 90% is OK it definitely has many errors and many gaps, I want you to identify me and suggest me which arduino board or something else economical and which spare parts I will need further, such as screen. I can send you here an attachment where I show a simulation and a script How I want it to work. Δημιουργώ ένα πείραμα πάνω σε μια μηχανή κα&ph...

...συμβουλευτική στο χώρο της εφοδιαστικής αλυσίδας. Θέλουμε να διερευνήσουμε αν μπορείτε να αναπτύξετε για εμάς ένα software για τη διαχείριση των αποθεμάτων. ...

...διαθέσιμος , και δεν μπορώ να προσθέσω ένα νέο πρωτόκολλο επικοινωνίας . 2. Έχω αγοράσει ένα δεύτερο σύστημα , και τον έχω τοποθετήσει σε έναν (virtual machine στον ίδιο server που έχ&o...

...διαθέσιμος , και δεν μπορώ να προσθέσω ένα νέο πρωτόκολλο επικοινωνίας . 2. Έχω αγοράσει ένα δεύτερο σύστημα , και τον έχω τοποθετήσει σε έναν (virtual machine στον ίδιο server που έχ&o...

..., και δεν μπορώ να προσθέσω ένα νέο πρωτόκολλο επικοινωνίας . 2. Έχω αγοράσει ένα δεύτερο σύστημα , και τον έχω τοποθετήσει σε έναν (virtual machine στον ίδιο server που έχω ) με την νέα version &ta...

1. Κατεβάστε 5 σύνολα δεδομένων clustering από το UCI machine learning repository (). Για καθένα από αυτά: a. Τρέξτε τον αλγόριθμο k-means με διαφορετικό αριθμό clusters, περιλαμβανόμενου και του σωστού τους πλήθ&o...

Ένα voice modem θα είναι συνδεδεμένο σε ένα PC. Όταν καλώ μια συγκεκριμένη τηλεφωνική γραμμή πάνω στην οποία είναι το voice modem, μέσω του κώδικα που θα αναπτυχθεί, θα απαντάται η κλήση μ&ep...

I am a project manager for a software company responsible for designing and engineering slot machines. We are launching a new family of games and we are looking for a sound designer to remake and engineer sound for this new family.

I'm in the market for an experienced professional who can set up a comprehensive IP CCTV system for me using Blue Iris software. - The Scope: Align and configure 120+ cameras onto the system optimally, ensuring maximum area coverage and efficient running of the software. 1. Make sure Deep Stack AI is installed on all the cameras to detect motions for only Humans, Machine Movements, Vehicles, Trucks from 50% confidence level 2. For cameras pointing outside the yard perimeter, to create detection zones, i.e. people walking close to the perimeter fence and ignore cars in the main road 3. Ensure settings for recording, is only clips during AI motion detection, no recording at all when there is no motion detected 4. Set the detection clip video file format to MP4 and ensure all p...

I'm seeking a versatile freelancer to develop an object detection-based localization project. The primary aim is to identify, track, and precisely determine the location of a mobile robot, with a focus on real-time continuous tracking. - Key Tasks: - Develop ...primary aim is to identify, track, and precisely determine the location of a mobile robot, with a focus on real-time continuous tracking. - Key Tasks: - Develop an object detection tool for a mobile robot - Ensure a high degree of accuracy in real-time continuous tracking - The system will function in an indoor environment Ideal freelancer needs to have skills in robot motion algorithms, machine learning, and a deep understanding of complex robotics-related technologies. Experience in indoor robot localiza...

...informational web project with an integrated machine learning model. Key Features: - Capability for users to upload images to be processed and recognized by the model - Implement Image Recognition as the preferred machine learning model type. Proven experience in machine learning, particularly Image Recognition, and web development is a must. Your expertise should include building and managing user-friendly web platforms that can handle high volume image uploads, processing, and cataloging. Your responsibilities will also encompass integrating the Image Recognition model onto the platform seamlessly. This project is detail-oriented and requires a developer who can create a robust, secure, and user-friendly interface that successfully utilizes machine le...

...inform maintenance teams. - Provide detailed analysis of detected defects, including type, severity (defect length/ area), and specific location along the track. - Generate track maintenance recommendations based on defect analysis to guide repair prioritization and scheduling. Ideal Skills and Experience: - Proficiency in Python programming, especially in data analysis, image processing, and machine learning models. - Experience in developing applications for infrastructure monitoring, particularly in the railway sector. - Strong understanding of railway track engineering and defect types. - Ability to integrate software with hardware sensors and cameras for real-time data collection. - Knowledge in GIS (Geographic Information Systems) for accurate defect mapping and location t...

I'm looking for a proficient practitioner in Tensorflow and machine learning to help develop a solution based on image and video data. Here's what I need: - Design and train a machine learning model that can extract meaningful information from our data. - The model should be capable of scene recognition in video and images. Your solution needs to reliably and accurately identify and classify different scenes. - You should be comfortable working with Tensorflow and have a solid understanding of its capabilities and limitations. Ideal skills and experience: Tensorflow proficiency, solid training in machine learning, experience in working with image and video data, and expertise in scene recognition algorithms. Your proposal should detail your plan of acti...

Project Description: I am looking for a skilled Data Analyst to help develop a system for classifying email messages as SPAM or HAM. This involves downloading data from a public source, processing it to extract and compute v...on the methodologies used, results obtained, and insights gained. Required Skills: R Programming: Must be highly proficient in R for complex data manipulation and analysis tasks. Data Extraction: Experienced in skillfully extracting and processing data from large datasets. Statistical Analysis: Capable of applying statistical methods to analyze and interpret data. Machine Learning: Should have a foundational understanding of machine learning techniques relevant to classification. Data Visualization: Expertise in creating clear and insightful visual data...

I'm urgently in need of a skilled professional who can assist me in putting together a dataset of Arabic calligraphy text images. This dataset will be crucial in training a machine learning model. The ideal candidate will: - Have experience in dataset creation especially for image-based deep learning generative tasks. - Have knowledge or interest in Arabic calligraphy text to ensure the quality and relevance of the images. Your timely completion of this project will directly impact the progression of my ML model's training. Looking forward to your proposals!

I'm in need of a freelancer who can provide me with an accurate and simple industrial machine wiring diagram. It's crucial that you have an in-depth understanding of electrical circuits and wiring systems for industrial machines. Responsibilities: - Prepare a wiring diagram for a simple machine circuit. - Make sure the diagram is easy to understand without oversimplifying the essential elements. Required Skills and Experience: - A strong background in electrical engineering. - Extensive experience creating wiring diagrams, preferably for industrial machines. - Solid understanding of machine simplistic circuits. - Attention to detail, accuracy and consistency in diagram creation. - Excellent communication skills to clarify any ambiguous points.

I'm looking for a skilled freelancer who can help me with my Siemens NX post processor. The post processor needs to smoothly operate with Fanuc Oi-MC machine controller. Key Responsibilities: - Understand the 3D Milling operations and ensure the post processor supports them accurately - Modify and optimize the existing post processor to run seamlessly on the Fanuc Oi-MC Ideal Skills and Experience: - Prior experience in developing or modifying post processors for Siemens NX - Proficiency with Fanuc Oi-MC machine controller - Strong understanding of 3D Milling operations - Ability to deliver a robust, reliable and user-friendly post processor Please include your relevant experience in your application. It's a plus if you can provide samples of your prior work rel...

I'm looking to integrate Azure AI Studio with my existing system to enhance our data analysis capabilities. The ideal candidate should possess the following skills: - Proficient in Azure AI Studio and AI development - Experienced in integrating AI technologies into existing software systems - Strong background in data analysis, machine learning, and natural language processing The project will involve: - Adding Textual data, Image data, and Video data to the Azure AI Studio for analysis - Implementing Sentiment analysis, Entity recognition, and Keyphrase extraction functionalities for textual data. Please provide samples of your previous work and detail your experience with Azure AI Studio in your proposal.

I am in need of an experienced AI developer with a strong background in machine learning, specifically in the context of developing algorithms for music programs. Key project details and requirements: - The primary goal of this project is to create an algorithm that can be integrated into a music program. - The algorithm should be able to perform beat detection and analysis, separate the voice from the music, and automatically generate lyrics as the song is played. Ideal candidate should have: - Proven experience in machine learning and AI development, with a specific focus on music-related projects. - Proficiency in developing algorithms for beat detection and analysis. - Skills in voice separation from music in real-time. - Capabilities in natural language processing for ...

I'm looking for a talented logo designer to create a modern and sleek logo specifically for our POS (Point of Sale) system tablet based , This POS system is not a bank swipe machine it's a system for taking orders. Key aspects: - Design a logo suitable for a POS system: The logo should be designed keeping in mind that it will be used in a sales transaction system. - Incorporate the Company Name: The logo should prominently feature our company name. - Modern and Sleek: I'm looking for a modern, sleek and professional design, in line with the modern POS system usage. Company Background: We are a company offering a Point of Sale (POS) system. We currently have a logo for our company but are looking to create a new logo specifically for our POS system, cropping our comp...

I'm seeking a talented machine learning expert to create a model to predict cancer - related proteins within Protein-Protein Interaction networks. Key Requirements: - No Data Availability: You will be responsible for sourcing a suitable dataset for this project. The dataset should be substantial, relevant to healthcare, and appropriate for predictive analysis. - Designing, Implementing and Evaluating a Strategy. - Evaluation of the Model - Making predictions on a New Test Set Ideal Candidate: - Strong Machine Learning Skills: You should have a proven track record in creating predictive analysis models. - Healthcare Industry Knowledge: Little experience in working with healthcare datasets would be a significant advantage. - Data Sourcing Ability: Being able to iden...

I'm looking for an experienced developer who can take a code base and dataset I provide, construct an Abstract Syntax Tree (AST) based on them, and then create an Autoencoder using TensorFlow to compress the re...AST tree based on the provided dataset and code base. - TensorFlow Experience: I would like the Autoencoder to be developed using TensorFlow, so prior experience with this framework is a must. - Output format: The desired output format for the Autoencoder is JSON, so you should be comfortable working with this format. This project is ideal for someone with a strong background in programming, machine learning, and deep learning, and it provides an opportunity to work on an interesting and challenging problem. Please provide examples of similar projects you have worked ...

This project focuses on creating a Python-based machine learning model with the purpose of analyzing historical stock price data and intraday data to predicting future values. The overall goal is to be able to evaluate investment opportunities better. Ideal Skills & Experience: - Familiarity with Python is a must, as this will be the primary language used - Proficiency in regression models, LSTM , as the chosen Machine Learning model - Experience working with stock price data analysis and forecasting - A proven record in Machine Learning project Project Requirements: - Develop a python software that can ingest and analyze historical stock price data - Apply regression models to draw predictive insights about future stock prices - Prioritize accuracy in the predi...

I'm in need of a skilled professional to set up an OpenVPN server on a Linux machine. The main goal of this setup is to enable site-to-site connectivity in a secure manner. This project requires a unique approach to access control; this will be managed based on data stored in a MongoDB database. Key Responsibilities: - Configure an OpenVPN server on a Linux machine for site-to-site connectivity. - Implement routing based on MongoDB database records. Ideal Skills: - Proficient in Linux server setup and configuration. - Experience in OpenVPN server setup, particularly for site-to-site connectivity. - Familiarity with MongoDB, especially in integrating it with server configurations for access control. - Strong networking skills to ensure proper routing and connectivity b...

... Expertise in Trading view 2. Proficiency in Pine script v5 development. 3. Ability to convert indicators accurately and efficiently. 4. Strong understanding of technical analysis and trading concepts. 5. Excellent communication skills, promptness, and attention to detail. 6. Open for discussion on Zoom meeting. 7. Experience of 2-3 years on Freelancer platform. 8. Programming, Data Science & Machine learning (ML) background will be preferred. 8. Should be available and ready to start the work immediately. If you have experience with Pine Script v5 and are capable of developing custom indicators with trade signal capabilities, please submit your proposal with details of your past projects and relevant experience and examples of past indicator conversion work. I will only c...

As an ETL Expert Data Engineer with Airflow expertise, I require a professional who can take on a sophisticated data integration task. Key Responsibilities: - You will be responsible for data integration. - The data will be pulled from various APIs. - The processing logic required is advanced, aimed at facilitating analytics and machine learning. You should possess: - Extensive ETL experience. - Deep knowledge of Apache Airflow. - Proven track record in handling complex data integration tasks. - Capability in building data pipelines for advanced analytics. - Familiarity with APIs, ensuring efficient data extraction. - Strong problem-solving skills and attention to detail. I am looking for someone who can take this project and deliver high-quality results promptly.

I am seeking a skilled professional who can take an existing caffe model and convert it into an efficient object detection TensorFlow model with the following requirements: - Implement the model in Python: As my preferred programming language is Python, the model should be implemented in this language. - Surveillance Application: The primary application of the model is...TensorFlow. - Object Detection Experience: A history of working on object detection models is crucial. Experience in surveillance applications would be a plus. - Strong Python Skills: Given that the model should be implemented in Python, the professional should have excellent Python skills. - Real-Time Processing Understanding: A good grasp of real-time processing requirements and implementations for machine learni...

...skilled financial modeling specialist to create a comprehensive financial model for a vending project. This one-time task involves analyzing various metrics, such as conversion rates, visitor traffic, and other relevant data to forecast the profitability and feasibility of the project. Responsibilities: - Create a financial model based on the specific requirements of the vending project - Analyze conversion rates, visitor traffic, and other key metrics to predict profit margins - Utilize advanced spreadsheet techniques to organize and present data effectively - Provide recommendations and insights based on the financial analysis Requirements: - Proven experience with financial modeling, preferably in the vending industry - Proficiency in Excel, Google Sheets, or o...

I need a professional developer to create a static website for my CNC machine shop. The website should accurately portray our brand, mission, and vision, indicating who we are and what we bring to our clients. Main sections to feature prominently on the website include: (1) About Us: Showcasing our mission and vision. We aim to exemplify our company's strong commitment to excellence and customer satisfaction. (2) Services Offered: Highlight our skills in custom CNC machining, CNC milling, surface grinding, and wire EDM. Detailed descriptions will give potential clients a clear understanding of what we offer. (3) Portfolio: Exhibit a selection of past projects that demonstrate our expertise and commitment to high-quality outcomes. (4) Industries Served: Clearly explain t...

...expert versed in both Python and React. Utilizing your understanding of these programming languages, your main focus will be to develop an efficient, user-friendly UI for my machine learning application. Key Responsibilities: - Code the frontend of the application using React - Write backend code using Python - Liaise with me for regular updates and iterations Although not specifically detailed, the development may require real-time data visualization, user authentication, and the ability to export data in different formats. Ideal Skills: - Proven experience with React and Python - Previous experience crafting UI for Machine Learning applications The timeline for completion wasn't specified, allowing you to focus on quality rather than rush to meet a deadline. ...

Project Description: We are seeking an experienced 3D modeler to create a precise and detailed 3D render of an octagonal wooden diffuser, based on the attached 2D image. The final model must be suitable for manufacturing using a wood CNC machine. Objectives: To convert the attached 2D image ("Diffuser ") into a 3D model while maintaining the design's integrity and aesthetics. Ensure that the 3D model reflects the exact shape and dimensions as specified. Create a model that can be directly used for CNC machining. Deliverables: A detailed 3D model file in a format compatible with CNC machining software (e.g., STEP, IGES, or STL). Textures and finishes to be included in the model, as per the natural wood material that will be used for the physical product. Technical ...

I'm seeking an experienced OMNET++ specialist to develop a security simulation model for Intelligent Transport Systems. Key Qualifications: - Extensive experience with OMNET++ simulations, INET, Veins, and SUMO. - Knowledge of Machine Learning and Blockchain. A deep understanding of network analysis and protocols is also necessary. - Proficient in network modeling and event simulation. Bring your knowledge of OMNET++ to create a top-notch wireless network simulation model. This is your chance to showcase your deep understanding of the complex framework of Intelligent Transport Systems. The more detailed the model, the better!

We are looking for an expert in Machine Learning to help us extract value from our data. Ours is a data-intensive project demanding heavy analytics and normalisation of textual, numeric and image data RESPONSIBILITIES Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress Develop scalable infrastructure that automates training and deployment of ML models Managing available resources such as hardware, data, and personnel so that deadlines are met Data visualizations and data comprehension Brainstorm and Design various POCs using ML/DL/NLP solutions for new or existing enterprise problems. Work with and mentor fellow Data and Software Engineers to build other parts of the infrastructure Effectively communicating ...

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 the comp...

I'm leading a project aimed at enhancing pharmaceutical formulation 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 t...

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 functionality and...

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 Compatibility: - The AI...

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 experience in: - Working with Q Learning in real...

...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...

...using Python. This project has two 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 pr...

I'm seeking guidance and support t...understanding of AI principles, concepts, and theories. - As I'm aiming to complete the 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 transfer...

...creating 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...

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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.

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.

*****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...

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!

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's ...

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

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 to deli...