Machine learning projects in python työt

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 syst...

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...

I'm looking for a skilled Python developer with experience in natural language processing (NLP) and transformer models. The primary goal of this project is to guide a transformer model to generate code-mixed sentences. Specifically, we are targeting basic code-mixing complexity - inserting words from one language into another. Key Responsibilities: - Develop and fine-tune a transformer model for code-mixing at a basic level - Implement the model in a way that can generate code-mixed sentences effectively Ideal Skills and Experience: - Strong proficiency in Python programming - Proven experience with NLP and transformer models - Familiarity with code-mixing and its linguistic aspects would be a plus - Good understanding of basic code-mixing complexi...

I'm seeking a proven expert in Artificial Intelligence for an ambitious project. The primary goal is to develop a new AI-based solution focused on English speaking. Though technology or software experience wasn't specified, proficiency with prominent AI tech and software is anticipated. Ideal skills and experience: - Expertise in AI and software development - Experience in language processing AI - Proven success with similar AI projects - Familiarity with Python, TensorFlow, PyTorch etc. is desirable but not mandatory Your role will extend from ideation to implementation, ensuring optimal efficiency and innovating throughout the process. Results-driven, creative thinkers with a keen eye for detail are encouraged to bid. Let's break new ...

I am looking for a skilled programmer with experience in Odoo and Python to help me implement specific modules within the Odoo platform for a comprehensive ERP system. Your responsibilities will include: - Implementing features related to Sales and Purchase, Human Resources, Project Management, and Pre/After Calculations - Ensuring the modules are seamlessly integrated with one another - Customizing the modules to meet our business needs Ideal candidate will have: - Proven experience with Odoo and Python programming - A strong understanding of ERP systems and business processes - Ability to effectively communicate and collaborate with the team Please include samples of previous Odoo projects you have worked on, along with your proposal.

Project Description: We are seeking a qualified freelancer to conduct a security assessment of our Learning Management System (LMS) website. This assessment will involve identifying potential vulnerabilities and recommending improvements to strengthen the overall security posture of the platform. Tasks: LMS Security Testing: Utilize your expertise to perform a comprehensive security assessment of our LMS website. This includes testing for vulnerabilities like XSS, CSRF, insecure data storage, and insecure third-party integrations specific to LMS functionalities. Tool Proficiency: We require a freelancer familiar with security testing tools like Burp Suite to conduct a thorough analysis of the website's code and functionalities. PII Identification: Identify any Personally Identi...

I'm in immediate need of a proficient and efficient developer to rapidly create an online working platform. The main functionality required is the ability to post jobs. Key Features: - Job Posting: Users should be able to announce new opportunities efficiently and effectively. Any additional features that aid in job visibility are appreciated. Key Details: - Required Skills: While I may have skipped the question on adding specific details like project descriptions and budget range, I still hope that the platform will be intuitive and user-friendly, allowing posters to easily share necessary information about the job. Ideal Candidate: - Experience with similar platforms is highly desired but not absolutely required. Adaptability and quick-learning are prime ...

I'm looking for a Python expert who can assist me in building an algorithmic trading system. The focus is on trade execution, and I need the system to be compatible with Fyers and Kite trading platforms. Key Requirements: - Development of an algo trading system with a strong focus on execution - Integration with Fyers and Kite trading platforms - Ability to support both automated and manual trade execution Ideal Skills and Experience: - Proficiency in Python and relevant libraries for trading such as pandas, numpy, etc. - Previous experience in developing algo trading systems, particularly with a focus on trade execution - Familiarity with Fyers and Kite trading platforms - A solid understanding of both automated and manual trade execution in...

I need a skilled developer with extensive experience in Python and Solana to integrate my existing Python script with the Solana blockchain using Jito Validator. Key Tasks: - Integrating Solana with Python application - Using Jito Validator for the integration This is a time-sensitive project with an urgent deadline. I am looking for a professional who can dedicate their full attention to this task and deliver high-quality results within a short timeframe. Ideal Skills and Experience: - Extensive experience in Python - Proficiency in Solana blockchain development - Previous experience with Jito Validator, or the ability to quickly learn and adapt to it Please only apply if you have the necessary skills and are able to work on this proj...

I need a Python expert to create a robust parser for extracting data from large JSON files, each exceeding 10 MB. Key Requirements: - Comprehensive knowledge of Python - Strong grasp of JSON data structures - Experience in handling and processing large data files - Familiarity with data extraction techniques The parser should be highly efficient and capable of managing substantial JSON files seamlessly, without compromising on the speed of execution. I value your expert advice on the most suitable Python libraries to use for optimal results.

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I am in need of a proficient programmer with expertise in Python, Java, and JavaScript. The main goal of this project is to develop a mobile app pertaining to social networking. The perfect fit for this project will have the following expertise and experience: - Proficiency in Python, Java, and JavaScript - Extensive experience in mobile app development - Knowledge of the architectures, trends, and emerging technologies of social networking apps - Experience in building mobile apps with superb user experience and interface design The ultimate goal is creating a unique, user-friendly, interactive, and impressive social networking mobile app.

I'm ...include: - Proficiency in Python: You will be working with a Python code base and dataset. Familiarity with Python is essential for this project. - Understanding of AST: You should be able to construct an 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 prov...

I'm looking to create a trading bot that can be used specifically with the Robinhood stock trading app. The primary function of...automatically sell when the stock reaches a peak and buy when it's at a low. - Integrate the bot into Robinhood's platform. Ideal Skills: - Proficiency in a programming language suitable for stock trading bot development (e.g. Python, JavaScript, or C#). - Previous experience designing and implementing trading algorithms. - Familiarity with the Robinhood platform or ability to quickly learn how to integrate with it. - Strong understanding of stock market and trading principles. I'm looking to have this project completed within a week. A quick turnaround is critical. If you believe you have the necessary skills and experience f...

...Element Method (FEM) analysis on a non-linear structural model using Python. hi, there I have other project to work with its about FEM analysis(python)of the Implement a finite element procedure using 8-node trilinear element for three-dimensional linear elastic solid mechanics problem; Visualize the finite element simulation results for several example problems via the visualization toolkit Paraview; relevant results of the stress calculation , there are three problem parameters to solve. I can provide you detailed instruction and reference work as well if you are interested Key Points: - The project will primarily focus on analyzing stress distribution in a non-linear material setting. - You need to have experience with Python programming and specifically...

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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 abou...

I'm having trouble with the CSS of my Flask/Python application that's running on a WSGI server like Gunicorn or uWSGI. Despite having configured the server correctly to serve static files, the application's CSS is not displaying as anticipated. Specifics needed: - Experience working with Flask/Python applications - Understanding of CSS, HTML and image handling - Knowledgeable about deploying applications on WSGI servers - Ability to diagnose and resolve rendering issues Your task will be to troubleshoot where the issue is coming from and provide a solution. Your application proposals should be detailed with the steps you will take to rectify this issue, as well as any prior experience you have with similar projects.

...incluyendo la configuración de páginas de error, confirmaciones de correo electrónico y más. Asegurar que la paleta de colores y el diseño de texto sean claros y legibles en todos los componentes y pantallas de la plataforma. Requisitos: Experiencia comprobada en la gestión de WordPress y configuración de sistemas de membresía. Fuerte habilidad en diseño UI/UX, especialmente en entornos de e-learning. Experiencia en la integración de sistemas de pago y en la configuración de Tutor LMS, WooCommerce, o similares. Capacidad para probar exhaustivamente todas las funcionalidades para asegurar un funcionamiento óptimo. Excelentes habilidades de comunicación y atención al detalle. Si tien...

Project Budget: $125 Project Level: Standard Project Overview: Simple Python script with a HTML front end to allow a user to upload a CSV list of “prompts” and have each one sent as a request to the OpenAI API. There will be multiple prompts on each row. The script will need to move through each column, retrieve the output from OpenAI API, before moving onto the next row. The script should insert the result/text output from each column/prompt/request into a prompt output column of the CSV, then over onto the next row & then automatically download the updated CSV file for the user. Technical Requirements - Server Type: Ubuntu 22.04 - Script Type: Python - Front End Type: HTML - Front End Functionality: - Input API Key into a text field - Upload CSV File -...

... The custom indicator should generate trade signals for alerts. Should be able to use this strategy in the Chart, where it should display buy, sell and exit signals. This project requires expertise in Pine Script v5 and a deep understanding of technical analysis principles. My requirement will be as below; 1. Convert 3 indicators into a strategy.(Source code will be provided) 2. Alert Creation. 3. Buy/Sell signal, Trailing SL/Trailing TP integration with alert function. 4. Session End/Start as per the script. 5. Code debugging required if any. 6. Back testing in different time frames. 7. Eliminate false signals. Ideal candidate should be; 1. Expertise in Trading view 2. Proficiency in Pine script v5 development. 3. Ability to convert indicators ac...

I'm a beginner looking for an experienced tutor to guide me through the concepts of information theory and coding. I prefer learning online, with a focus on interactive sessions. Ideal Skills and Experience: - Proven experience with information theory and coding - Prior tutoring/teaching experience, especially online - Ability to create engaging and interactive learning materials - Patience and willingness to work with a beginner in the field

I am currently in need of a professional with exceptional forecasting and analytic skills. My focus is primarily on three sports: Football, Basketball, and Tennis. You required to either provide the following. 1.) Prediction strategies 2.) Web/App 3.) Python model Budget: 20$ N/B: I need a ready made solution ( not to build from scratch)

I need an experienced Python developer with solid skills in webscraping to gather data from the Premier League's stats page (). The required task involves capturing all available statistics and organizing them into rows and columns within a single CSV file: every season is a row, with different statistics as columns. Applicants should be able to provide the following: - Evidence of past work, particularly related to webscraping. - Their robust experience in Python language and relevant industries. - Detailed project proposals outlining strategy and timeline. Given specified needs, Python is the preferred programming language for this project. Previous experience in similar webscraping projects is desirable, demonstrating your abili...

I am looking for a skilled programmer with experience in algo trading using Python - preferably with experience with crypto exchange API. I already have a specific strategy in mind, so I would like someone who can work with me to implement it. Ideal skills for this job include proficiency in Python and experience in API trading. I am looking for a programmer who can work with me on a long term basis with support. Details can be discussed.

...the Neo Blockchain (). Dashboards are only in development. The goal would be to create a widget to be posted publicly to allow others to easily integrate the widget into their developing and/or exiting dashboard. This widget will be responsible for registering wallet addresses with Neo Name Service () usernames. The successful implementation must be compatible with multiple programming languages including JavaScript and Python. Experience with blockchain technology and familiarity with Neo N3/Neo Name Service is a bonus. Although familiarity with any frameworks was not specified, being agile and adaptable will be crucial in successfully delivering this project. Key Requirements: * Proficient in JavaScript and Python programming languages. * Familia...

As an ETL Expert Data Engineer with Airflow...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...

You will get an application that automated extracts the data from any site web you need, cleans it, and presents it to you in an Excel folder or links it to the database, etc.1 - An application capable of extracting infiniti of data automatically without human intervention and in a short time2- You can choose any package you want according to your specific needs3 - After that, you will get rid of manual data extraction, which requires a lot of time and focus, etc. With the application, say goodbye to manual errors.

I am in need of a proficient Python developer to build a custom project management system with a modern and sleek user interface. The ideal candidate for this job will have experience in web development, specifically Python and should be familiar with task management systems. The system should have the following features: - Task Management: This feature should allow users to create and assign tasks to team members and monitor progress. - Team Collaboration: Users should be able to communicate effectively amongst themselves. This feature should enable tasks discussions, updates and feedback sharing. - Document Sharing: This feature needs to enable users to share relevant documents seamlessly. - Chat Functionality: A real-time chat feature for instant communi...

write a headless chrome python script which will visit given list of URLs/websites aftear each config delay in seconds. script will use different ip in each iteration of list urls visit. it will keep running untill ip list end .

Hello, I need a complete professional in scrap, java, python flask, composer. more details in private

I'm seeking an expert in BlockDAG technology with a specific focus on semi-supervised learning. The primary goal of this project is to enhance the scalability and throughput of our system. Key Requirements: - In-depth experience with BlockDAG technology, specifically in a semi-supervised learning context. - Knowledge of blockchain and crypto networks. - Proven ability to optimize and improve system scalability and throughput. Your role in this project will be to: - Implement and fine-tune semi-supervised learning algorithms for our BlockDAG system. - Assess and optimize the system's scalability and throughput. - Work closely with our team to meet project objectives and deliver a highly efficient solution. This is a challenging ...

I need a Python developer who can work on a project with a focus on data analysis and visualization. This project is specifically aimed at producing Python code that can perform data analysis tasks and visualize the results. Key Responsibilities: - Implementing data analysis algorithms using Python - Creating visual representations of the analyzed data - Ensuring that the code provides accurate data analysis and visualization Ideal Skills and Experience: - Proficient in Python programming - Experienced in data analysis and visualization - Solid understanding of data structures and algorithms It's important that you have a strong attention to detail and the ability to deliver accurate and visually appealing data analysis results. Your profe...

I'm in need of an augmented reality (AR) experience where a 3D airship model flies through a room. The primary purpose of the AR experience is to educate users. Key Requirements: - Development for both iOS and Android platforms - A especific 3D airship model with a moderate level of detail and textures called PAX from the Brazilian Aviator Augusto Severo - The user should be able to see the airship fly through a room from different angles - Educational elements should be incorporated to enhance user's learning experience Ideal Skills and Experience: - Proficiency in developing AR experiences - Strong 3D modeling skills with experience in creating detailed textures - Ability to create engaging and interactive educational content - Prior experience ...

We are searching for a highly skilled and experienced developer to assist us in building robust API integrations using CloudQuery. Our project involves extracting and integrating data from various sources into our system for advanced data analysis and reporting. We're looking for a developer who can effectively use CloudQuery to build these integrations in a scalable and efficient manner. Key Responsibilities: Design and implement API integrations using CloudQuery. Be able to write DBT transformations. Extract and manipulate data from various data sources (SQL, NoSQL, APIs, etc.). Ensure the integrations are scalable, efficient, and maintain high performance. Collaborate with our team to understand requirements and provide technical solutions. Write clean, maintainable...

Title: Best Compatible Video Editing Software for Windows - Professional Use Skills and Experience Required: - Proficient in using video editing software on Windows operating system - Experience in professional video editing - Familiarity with beginner-level video editing software features and functions Project Description: I am looking for an experienced video editor who is proficient in using video editing software on the Windows operating system. The ideal candidate should have experience in professional video editing and be familiar with beginner-level video editing software features and functions. Key Requirements: 1. Compatibility with Windows: The video editing software should be compatible with Windows operating system, ensuring smooth and efficient p...

...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 surveillance. This means that the model should be designed to be used in a surveillance context. - Real-Time Processing: The model must process in real-time. This means that it should be able to detect objects with minimal delay, crucial for surveillance applications. Other requirements include: - mAP, F1 Score & FPS Analysis: Provide a comprehensive evaluation of the model's performance through mAP, F1 score, and frames per second (FPS) analysis. This will help us gauge the model's accuracy and speed, two critical factors in its ...

...courses, hobby classes and English language courses. The main content delivery will be in the format of video tutorials. Ideal Skills/Experience: - Proven experience in creating WordPress sites for e-learning - Knowledge of optimal formats for video tutorial integration - Understanding of e-commerce if applicable to course payments - Ability to ensure smooth user-friendly course navigation design - Familiarity with creating dynamic, engaging course pages - Strong grasp of SEO tactics to attract traffic to the site - Ideally, experience in launching similar multi-disciplinary course platforms. Gemini was just updated. See update Conversation with Gemini profile picture I want to create a website In WordPress which will allow users to access a wi...

...seasoned developer well-versed in creating a comprehensive online tutoring and course website with an accompanying mobile application. Key Features: - User Registration and Login: The website and application should allow users to register and login seamlessly. - Course Management: The platform needs to accommodate academic courses, professional development courses, and language courses. - Online Payment Integration: The website and app should have a secure and hassle-free online payment system integrated for course enrollments. Mobile App Specific Features: - Course Enrollment: Users should be able to browse and enroll in courses directly from the mobile application. - Live Video Streaming: The app should support live video streaming for interactive learning s...

I'm seeking a talented developer to create an AI platform that can translate educational content into various Nigerian local language...seamless translations for various types of educational content, including textbooks, lecture notes, online courses, and video materials. Skills & Experience: - Proven experience in natural language processing and AI development - Strong background in building scalable and efficient translation systems - Familiarity with Nigerian local languages and educational content would be a huge plus - Ability to create a user-friendly interface for the platform This project offers a unique opportunity to contribute to educational accessibility and language diversity in Nigeria. A successful delivery will greatly impact the learning...

...created in Python, specifically for object detection. The model should be constructed from Caffe layers, with a focus on achieving optimal F1 Score, mAP, and FPS. The deliverables of this project should include: - A well-optimized TensorFlow model for object detection, with a clear focus on performance metrics like F1 Score, mAP, and FPS - Detailed technical explanation of the model, alongside relevant code snippets - An in-depth architecture explanation that highlights the transition from Caffe layers to TensorFlow, as well as the reasoning behind each design decision Ideal Candidate: - Proficient in Python and has worked extensively with TensorFlow and Caffe - Prior experience in creating and optimizing models for object detection - Capable ...

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: Cle...

I'm on the lookout for a skilled 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'...

...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 drawings or schematics that include precise dimensions and angles. A 3D rendered image showing the design from multiple angles for final approval before CNC programming. Design Specifications: Shape: Octagonal...

I am in search of a skilled Python developer to deliver a solution capable of scraping specific data from websites like and Makemytrip. The chief aim is to collate the room type and rates, along with rates applicable for specific dates. Ideal Skills and Experience: - Extensive Python programming skills, particularly in web scraping - Prior experience with data extraction from travel or hotel booking websites - Familiarity with various data extraction techniques and handling dynamic web content Your role will involve programming a robust and efficient scraper that can collect and deliver the desired data in a structured format. Familiarity with and adherence to legal and ethical aspects of data scraping is necessary. Efficiency in output deliv...

...not apply. Freelancers with no rating need not apply. Generic copy-paste responses will be marked as spam. Your past freelance feedback should clearly show that you have completed similar tasks. I require a specialist in web scraping to extract the body text from articles on Google News. The information will be earmarked for natural language processing, hence, accuracy of extraction and correct formatting into an excel file is of utmost importance. Key responsibilities and skills: - Experience in web scraping, specifically from news websites. - Knowledge of creating Python or PHP scraping scripts or using API. - Ability to deliver results fast, as the project needs to be completed ASAP. Please note that the sole requirement is to extract the body of the news ar...

...coaches, hypnotherapists and other projects The videos are up-to 60 seconds long and I expect you to edit subtitles, b-roll, stock footage, dynamic motion/graphics and make the video in general: entertaining and highly engaging. For longer videos I of course expect the same, but that is not happening that often. I am looking for a person that can be my full time editor for the next 6-12 months with the possibility of consistent pay-raises when the agency experiences growth. You will be paid at least 6usd for every video-edit from day one, and depending on the projects, the price will get higher. It is an easy project, and it is very sreamlined! Every video are tailored specifically by me, then you get the raw footage, edit it and upload the edited videos in...

I'm in urgent need of an API that generates temporary passwords for a Tuya smart lock. The main functionality I need is the ability to generate these passwords. The delivery method is not of concern as I just need a working sample of the JSON body for creating the API. Ideal Skills: - Experience with developing APIs, particularly for smart devices - Proficient in JSON and API design - Familiarity with the Tuya platform is a huge plus - Ability to work under a tight deadline - Excellent communication skills Please note that the project is required ASAP. We have obtained these locks , we try through api to create temporary passwords like it can be done through the app without luck. Also the device permision is on read. Can it change? We have tried both the Smart Home ...

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!

I have a research paper that I would like you to follow and create a finite element model for a pulley. The model should be based on beam theory, shell theory and thin shell theory. Key R...Industry specific: The intended application of this pulley is for the mining industry, so you need to be able to ensure that the model is tailored to this industry. Ideal Skills and Experience: - Solid Understanding of Finite Element Modeling: You should be proficient in creating and analysing finite element models, ideally with experience in industrial applications. - Stress Analysis: You should be familiar with stress distribution analysis and be able to provide accurate results. - Industry Specific Knowledge: Experience in the mining industry or similar heavy industry applicat...