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I'm looking for a skilled Python developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the last 5 years that enhances the vanilla conditional GAN using a simple approach and use this incorporate their approach to this one. - Find a dataset suitable for the task. It's up to you to choose one. Requirements: - Proficiency in Python. Experience using PyTorch machine learning library. - Understanding of GANs and how they can be applied to image generation.
I'm a data science student needing assistance specifically in the areas of maths, linear algebra, and probability. Here's what I'm looking for: - Expertise in data analysis, machine learning, and data visualization - Mastery in maths, particularly linear algebra, and probability - Ability to provide advanced assignments and problem-solving strategies to strengthen my grasp of these subjects The ideal candidate for this project will have strong analytical skills and a deep understanding of complex mathematical principles involved in data science. You should be able to articulate complicated concepts concisely and clearly, since the level of difficulty I'm currently faced with is quite advanced. Your role will largely involve providing resources and guiding me th...
I am seeking a skilled freelancer to assist in the finetuning of a Language Model (LLM) tailored to our specific use case. Our requirement involves ensuring compatibility with functionality calling, enabling seamless integration into our existing systems. Skills Required: Proficiency in Natural Language Processing (NLP) and Machine Learning (ML) techniques. Experience in finetuning Language Models, particularly with models like GPT (Generative Pre-trained Transformer). Strong understanding of functionality calling and integration within software systems. Ability to conduct thorough testing and validation procedures. Excellent communication skills and attention to detail.
I am in need of a unique, simple, and effective logo for my machine finishing and spray painting firm. Key elements to be included in the design are a spatula and a paint gun, symbolizing the work we do. Attached I am sending a photo of what the work looks like and the gun and spatula. Key project specifications: - No specific color scheme preferences as the question was skipped, hence creativity and professional judgement will be important. - No specific font preferences as the question was skipped, emphasis is on readability and clarity. Ideal freelancer will have: - Proven past experience in logo creation (previous work references may be requested). - Experience using professional design tools. - Ability to propose detailed project timelines and deliverables.
I'm in need of a custom Python parser using the pylatexenc library. It should mainly feature: - Special Feature Parsing: This parser must be able to parse through figures, tables, and equations specifically, while remaining in original LaTeX format. - Format Conversion: convert to simple text The ideal candidate for this project will have proven Python skills, familiarity with the pylatexenc library, and knowledge of LaTeX. They should also have experience with custom parser creation, and be familiar with converting LaTeX into other formats. Note: extensive testing on sample latex projects needs to be conducted to make sure its generalizability.
I require a skilled brochure designer who can craft a compelling piece targeting business owners. The focus of the brochure should be on emphasizing the benefits of my vending machine service, particularly its convenience. The design should be professional, appealing, and persuasive enough to convince the targeted audience of the value our service adds to their businesses. Ideal skills and experience for the job include: - Expertise in brochure design - Experience creating marketing materials for B2B services - Ability to creatively highlight service benefits - Understanding of what appeals to business owners.
Freelancer Wanted: Cloud & Virtual Workspace Architect Upgrade your business infrastructure with a secure and efficient virtual workspace! We are seeking a skilled cloud computing and virtual machine (VM) expert to design and set up a secure virtual workspace for our growing business. The ideal candidate can: Analyze our business needs and recommend the optimal cloud platform (e.g., AWS, Azure, GCP) for our operations. Design and configure a secure virtual workspace using VMs, ensuring smooth operation of essential applications. Optimize our cloud setup for cost-effectiveness and scalability to support future growth. Provide ongoing maintenance and support, guaranteeing optimal performance and security. Bonus points if you: Have experience with P...
...evolve, it's absolutely crucial to remain steps ahead of potential threats. Based on this, I am particularly interested in: - Creating a robust detection model using both hardware and software. - Utilizing distinct technologies, including Intel Performance Unite and Machine Learning algorithms as primary tools for model development. (Python, Tenser flow, Perf Linux, python PAPI) - This model will also include the analysis of Hardware Performance counters. The potential freelancer should possess a strong understanding of these tools along with expertise in cybersecurity and the development of prevention measures. A background in using network monitoring tools is also an advantage. Your contribution will greatly assist in enhancing the security of our system a...
...evolve, it's absolutely crucial to remain steps ahead of potential threats. Based on this, I am particularly interested in: - Creating a robust detection model using both hardware and software. - Utilizing distinct technologies, including Intel Performance Unite and Machine Learning algorithms as primary tools for model development. (Python, Tenser flow, Perf Linux, python PAPI) - This model will also include the analysis of Hardware Performance counters. The potential freelancer should possess a strong understanding of these tools along with expertise in cybersecurity and the development of prevention measures. A background in using network monitoring tools is also an advantage. Your contribution will greatly assist in enhancing the security of our system a...
I require a proficient CAD designer to create a model for a compact fabric coating machine. This machine's main purpose is to augment the durability of fabric. Its unique features should include: - An adjustable setting mechanism to manipulate coat thickness - The capacity to handle fabric sizes above 2 meters Ideally, designers with experience in mechanical or industrial design, particularly in textile machinery, would be the best fit. They should understand the intricacies of fabric coating machinery including efficiency, maintenance, and user-friendliness. Deliverables will include a comprehensive CAD model and design documentation.
...in Python, to assist me in developing deep learning algorithms for a specific project. Key Responsibilities: * Step 1: Regenerate exact same graphs as shown in the PDF using the same dataset. * Step 2: Apply various ML + DL algorithms for future prediction and obtain better results in terms of accuracy, precision, F1-score, RMSE, ME, MAE, RMSE, MAPE, etc., than already applied models. * Step 3: Documentation of the work, along with a discussion to validate the model's usage and justify it as scientific research paper. Ideal Skills & Experience: * Proficiency in the Python programming language. * Prior experience in machine learning and deep learning algorithms. * Proficient in LaTeX for writing journal research papers. * Anyone with past experience as a research...
*READ the attached .docx it's better explained. * For this project, this is just meant to run on any given localhost machine as a project. I'm in need of a skilled developer to build an application for a project. The main focus will be on exploiting the 'Academic World' dataset, incorporating relational (MySQL), document (MongoDB), and graph databases (Neo4j) which will be provided. Key Functionalities: - See .docx (My Approach) Section This is a project-based task, so I don't think there's a need to implement complex user authentication or intricate access control. Candidates with experience in web-based application development using MySQL, MongoDB, Neo4j will be ideal for this project. Understanding of library management systems and datase...
...send me your sample work.*** I'm looking for a skilled lighting designer to work on a small residential apartment complex and car park. The project requires an understanding of Australian standards for lighting. Key Responsibilities: - Design lighting for common areas - Individual apartment lighting - Car park lighting *All lighting to comply with Australian Standards. *Project must be designed using AGi32 or DiaLux software Skills and Experience: - Proficiency in lighting design - Knowledge of Australian standards - Should be able to use AGi32 or DiaLux Software Note: Scope of work is attached along with some Sample drawings. Deliverables: 1. Dwg & pdf drawings with lighting fixture layout along with lux levels noted on them. 2. Lighting legend & schedule 3. Eme...
We install Hot Wheels and Barbie vending machines We need to make this area look great! The idea is to put this style track on the floor and up the wall at the back. - Create town map on floor - Town map should go up the back wall - This is for kids to get a car from the vending machine and play on the track with it - This has to be scaled to the correct size - The space and measurements can be seen in the attached image of the space - A Flat Printable file will be required to send to our print company
I am facing a recurring issue where PrivateGPT, which used to run smoothly on Ubuntu 22.04.4 LTS on Windows 11, is now crashing repeatedly. This problem began after a series of file ingestions and proves persistent as it happens every time I now attempt to start up the software. Specifically, a Runtime Error is delivered, preventing the program from carrying on. I am looking for a freelancer with: - Exceptional problem-solving skills - Extensive experience with Ubuntu and Windows 11 - Advanced understanding of PrivateGPT In your application, I am particularly interested in your past experiences related to diagnosing and repairing similar technical issues. Looking forward to your assistance in resolving this issue. Thank you.
I'm seeking a skilled FPGA developer to construct an intermediate-level chessAI project. The AI is expected to run real-time on a Spartan-7 FPGA board, using Vivado and Vitis. Key Project Details: - **Real-time Performance:** The AI should be optimised for real-time operation on the FPGA board. - **Intermediate Complexity:** The chessAI should be capable of intermediate-level game play, providing engaging and challenging performance. - **FPGA Model:** The project is designed for a Spartan-7 FPGA board, hence prior experience with this model is preferable. Key Skill Requirements: - Proficiency in FPGA development, particularly with Vivado and Vitis. - Prior experience in designing chessAI or comparable AI projects. - Expertise in optimising AI models for real-time FPGA impleme...
Looking for a skilled freelancer who can develop a simple process of click few buttons and select input file to extract numeric digits from JPEG images hosted on a cloud server using the Google Vision API with their TEXT_DETECTION. More detail information from google on text extraction on remote image: The task involves extracting numeric digits using Google's TEXT_DETECTION feature from JPEG images hosted on a cloud server.: - Image URLs are provided in an Excel file (sample attached), with over 200 URLs. - The extracted numeric digits need to be added to the same Excel file in columns next to each corresponding image URL. We require only the digits with a length between 4 to 8 digits. Other text information is not
...deploying applications on Google App Engine. Key Requirements: - User Registration and Login: We'll need a smooth, secure system for users to create accounts and access the platform. - Integration with Third-Party APIs: The website should seamlessly communicate with external APIs to enhance its AI capabilities. The website's primary goal is to serve as an AI platform. Therefore, the incorporation of Machine Learning capabilities is essential. Your responsibility will be to ensure these features are not only functional but also user-friendly. Ultimately, I'm looking for a developer who can help me bring a unique vision to life. Experience in AI-related projects and a keen eye for user experience will be a significant advantage. If you're ready to take on thi...
I'm looking fo...two clients and a server. The purpose of the system is to both train and update a machine learning model. The clients will provide textual data for the learning process, and the system should ensure utmost data privacy and security without the need for data encryption. Key requirements: - Development of a federated learning system with a server-client architecture - Incorporating tools for machine learning model training and update - Handling of textual data from the clients for the learning process Ideal skills and experience for this job: - Proficiency in machine learning model development - Previous experience with federated learning systems - Strong understanding of data privacy and security in machine learning - Excellent communicati...
I'm looking for a seasoned graphic designer to help me create an abstract crypto logo inspired by aspects of artificial intelligence. Key elements should represent neural networks and machine learning. More specifically: - The logo design should be abstract and sophisticated, echoing the complexity of AI. - A monochromatic color scheme is preferred to maintain a professional and refined aesthetic. The ideal candidate for this job is someone with: - Extensive experience in abstract graphic design - Deep understanding of AI concepts and how to visually represent them - Skilled in creating monochrome logo designs Combining these elements, the goal is to reflect the cutting-edge technology underlying cryptocurrency and artificial intelligence.
...an open model capable of detailed data analysis and user interaction. Work with audiovisual data to ensure models are accurately transcribing, analyzing, and providing insights based on the archival content. Assist in integrating AI tools that can automate the cataloging and preservation processes to enhance the archive's accessibility and interactivity. Requirements: Proven experience in AI, machine learning, or data science, especially in NLP and clustering algorithms. Familiarity with Google Cloud Platform, especially Vertex AI and Speech-to-Text services. Strong programming skills, preferably in Python or another relevant language. ...
I want a report about a mechanical design project. Report format is provided as: • Free body diagrams • Static calculations • Stress analysis • Fatigue analysis for rotational components • Machine components design/selection • CAD drawings of whole assembly • Technical drawings • Parts list • FEM analysis of the whole structure
...AI methods against multiple cyber threats in cloud environments. Here’s what I have in mind: • Focusing on the following cyber threats: - Data Breaches - Identity Theft - Malware Attacks • The research should incorporate AI methods: - Machine Learning - Deep Learning In the depth of your research, scrutinize the role of these AI methods; indicate their strengths, weaknesses and how they could mitigate the mentioned threats. Ideal Skills: • Solid understanding of Cloud Technologies • Deep knowledge of AI, machine learning, deep learning • Proficient with Research/Writing • Familiarity with cyber threats and security Your informed solutions and recommendations will not only score their effectiveness but al...
I'm searching for a skilled Elementor Pro designer who can build a header and footer for my website. It needs to look exactly like the images I'll provide, and work seamlessly on phones and tablets. The footer includes a bunch of placeholder 'lorem ipsum' text. We'll be replacing that with descriptions of our services, and we have a LOT of services listed. You're welcome to work on either my test website or set up your own hosting environment.
I'm urgently seeking a skilled developer to create a Telegram bot that can perform a range of essential functions. Key Features: - Sending automated messages - Providing information or FAQs - Collecting user feedback Tasks: - Sending notifications - Providing weather updates - Answering user queries I expect the project to be completed as soon as possible. Ideal Candidate: - Experienced in Telegram bot development - Proficient in various messaging APIs - Familiarity with automated messaging systems - Skilled in data collection and feedback mechanisms - Able to create a responsive and user-friendly interface I need someone who can work efficiently and effectively to deliver a high-quality product within a short timeframe. Please submit your bid only if you can meet these r...
I am in need of a developer experienced in LangChain and OpenAI API to create an enterprise application focused on business process automation. The main goal is to automate document management, specifically document creation. Ideal Experience and Skills: - In-depth understanding of business process automation - Experience in developing document management systems - Proficiency in LangChain and OpenAI API Requirement: - Create and fully implement a document creation module within the application - Ensure seamless integration with our existing systems - Test and debug the application for any potential issues. Please provide a portfolio or examples of similar applications you have developed in the past. This will aid me in making an informed decision. Your understanding of automation in an...
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...Provide buy/sell and hold recommendations for shares Your expertise will be challenged in integrating news sentiment into the predictive model. Proficiency in utilizing cutting-edge AI and data mining technologies to derive insights from news articles and other reliable sources is desired. The ideal freelancer would have proven experience in financial analysis, sentiment analysis, big data, machine learning, and AI. An understanding of stock market dynamics and the impact of news sentiment on stock movements will be highly beneficial. Your ultimate goal is to develop a working robust prediction model that provides early warnings of market fluctuations, helping take preemptive measures. The model needs to give buy/sell and hold suggestions on a daily/weekly manner in order t...
I am in need of a skilled team of 10 freelancers experienced in annotating audio files. This d... This data annotation project will play a crucial role in training an artificial intelligence model to understand and interpret audio. Key Project Details: - 500 hours worth of audio to annotate /10 freelancers - Audio format: MP3 - class to annotate: music, speech, other Ideal Skills and Experience: - Proven experience in data annotation, particularly with audio files. - Familiarity with machine learning model technologies. - Excellent attention to detail in order to ensure the highest level of accuracy. - Capacity to meet deadlines. Each annotator will have one week to annotate 50hrs We need a very accurate results and it will be checked by external system to evaluate the accu...
...or cryptocurrencies on their workstations. Luckily, this one fell into my honeypot. ## How to check? You can check if your computer is compromised by seeing if your computer's hostname appears in any of the attached screenshots. **Note: Though the attack is ongoing since ~2 weeks, server contained files of last week** ## If you're one of the 86+ victims on the list: You likely ran the game using "npm start," which downloads attacker payloads and runs them on your computer while you are inspecting the program/game. The attacker then initiates FTP connections to steal your files. They're specifically targeting cryptocurrency wallets, passwords, server passwords, and solidity contracts, although they try to download pretty wide range of file extensions (...
I'm seeking a proficient machine learning specialist to collaborate on developing a predictive model. The aim is to forecast match outcomes using variables such as the playing XI, match location, and date. I possess datasets from historical test matches, and the goal is to create a model that can accurately predict match results based on user input data for the playing XI, match location, and date. While the dataset doesn't explicitly include playing XI information, it is implicitly available. I have initiated some groundwork on the project, which I will share with you to provide a starting point. Additionally, I'll provide further details as needed throughout the project duration. Key Tasks: - Develop a model capable of predicting test cricket match outcomes....
install laravel on my machine install lunar > laravel fix bugs i will provide docs just to make it easier for you.
I urgently need an expert in data mining to execute a machine learning project using the RapidMiner tool. Two different algorithms that we have covered in the course are to be used in order to ascertain the optimal model. Key Tasks include: Task: Perform supervised machine learning/data mining using TWO different appropriate datamining algorithms learnt in the course and determine the best model. You can use either XLMiner OR RapidMiner tool. Procedure to be followed: A. Select a dataset having minimum 500 rows of data and should have at least 6 predictors (after cleanup). - Implement Supervised Machine Learning/Data Mining - Work possibly with Numerical Data, Categorical Data, or Textual Data. Further clarification will be provided later. - Compare mod...
I'm looking for an experienced developer to build an AI-powered invoice and payment management software, intended to simplify invoice creation, dispatch and tracking via WhatsApp and a website. This AI technology software should incorporate: - Natural Language Processing - Machine Learning - Image Recognition The software's core functionalities should include: - Tracking Payments: Capability to monitor and keep records of customer payments - Generating Reports: Produce regular, insightful financial reports - Automated Invoice Creation: Convenience of automated invoice creation Applicants are kindly requested to highlight their relevant experience while submitting their proposals. Your experience and knowledge in developing similar software will be key to the success of...
...both a mobile app and a web application. The primary goal is to enhance our ability to track and analyze sales data effectively and efficiently on multiple time scales (daily, monthly, yearly). Key Features Required: Sales Tracking: Ability to log and review sales data segmented by day, month, and year. Product Specific Fields: Custom fields to input specific data for each product, including machine make and model. Customer Purchase History: Detailed records of each customer's purchase history. Reminders: Automated reminders for follow-ups or crucial tasks related to sales tracking. Analytics and Reporting: Tools to generate insights and reports based on the accumulated data to aid in decision-making. User-friendly Interface: Both the mobile and web apps should be intuitiv...
I'm looking for a proficient data science analyst for my project. The main goals of this project are: - Predictive Modeling: I aim to create actionable insights from a comprehensive set of numerical, categorical, and time-series data. Ideal Experience and Skills: - Expertise in predictive modeling techniques (Note: the specific method has not been decided yet. I'd appreciate your insight and recommendations during bidding). - Experience in handling and processing various types of data: numerical, categorical, and time-series. - Strong analytical skills with the ability to collect, organize, analyze, and disseminate significant amounts of information with attention to detail and accuracy. Please provide a concise summary of your experience in predictive modeling and how you h...
Specific Task requirements: 1. Explain whether Rebecca is an Australian resident or a foreign resident for tax purposes during the year ended 30 June 2024. In answering this question, if you believe Rebecca is an Australian resident according to the ordinary concepts test, it is not necessary for you to also explain and apply any of the other 3 tests for individual residency (ie domicile test, 183-day rule and superannuation test). 2. Explain whether each of the income items in the table above should be included in Rebecca’s assessable income for the year ended 30 June 2024. 3. Explain whether each of the expense items incurred by Rebecca in the table above are tax deductible for the year ended 30 June 2024. 4. Briefly explain the process required for calculating an indivi...
I have a very small dataset and need to do some statistical analysis using SPSS. Need the results in 2 days due to small dataset. Key Responsibilities: - Conducting hypothesis testing using SPSS - Descriptive statistical analysis - Interpretation of the analysis - etc. See the attached files. Ideal Skills and Experience: - Proficiency in SPSS - Strong background in hypothesis testing The answers should be clearly written in a word document. Should you choose to take on this project, please be prepared to start immediately.
We are currently seeking an AI prompt engineer with a rich product content background. The successful applicant will be able to train our artificial intelligence system to generate human-like content based on the current state of our website's products, pro...is more valuable to users. Qualifications and Requirements: 1. Bachelor's degree in computer science, artificial intelligence or a related field. Master's degree preferred. 2. Extensive experience in training artificial intelligence models, especially in generating human-like codes. 3. Proficient understanding of current SEO practices. 4. Familiarity with Natural Language Processing (NLP) and Machine Learning technologies. 5. Excellent problem-solving skills and attention to detail. 6. Outstanding editing and co...
I'm seeking a skilled Python developer experienced in reinforcement learning
I'm seeking a professional fluent in Arabic to handle text annotation of social media posts. The annotations will be utilized to enhance a machine learning model. An ideal candidate will have the following qualifications: - Proficiency in the Arabic language and understanding of social media posts. - Background and experience in text annotation. - Insight into machine learning data applications. - Diligence and attention to detail to ensure high-quality annotation for optimal ML results.
I'm looking for a skilled developer who can create a comprehensive Facebook Birthday Reminder and message service for me. Key Features: - ***Multi-Channel Reminders:*** I want the system to be able to send reminders via email, Facebook Messenger, and SMS. It's crucial that the reminders are timely and reliable across all these channels. - ***Customizable Messages:*** The system should allow for the creation of customized messages. I'd like to be able to personalize messages with the recipient's name, include photos or GIFs, and have access to a library of pre-written message templates. - ***Scheduling:*** The ability to schedule reminders in advance is a must. I am looking for a system that allows me to set up reminders for multiple birthdays at a time, and have them ...
...Assistant, highly proficient in Python to assist me develop ML+DL algorithms for a specific project. Key Responsibilities: * Step 1: Regenerating Exact same graphs shown in PDF using same dataset * Step 2: Apply other various ML + DL algorithms for future prediction and Obtain better results in term of accuracy, precision, F1-score, RMSE, ME, MAE, RMSE, MAPE etc then already applied models * Step 3: Documentation of the work, along with a discussion to validate the model's usage and justify it as a Scientific research. Ideal Skills & Experience: * Proficient in Python programming language * Prior experience in Machine Learning and Deep Learning algorithms * Anyone with Past Experience as a research assistant will be highly appreciated Please only apply if...
...an experienced data scientist with a strong background in predictive analytics, data visualization, and pattern recognition. Key Objectives: - Develop a reliable churn prediction model using machine learning - Visualize relevant data patterns for customer attrition - Enhance predictive analytics capabilities The project primarily involves the processing of transaction data. Therefore, proficiency in handling such data is paramount. Be ready to dive deep into data analysis leading to valuable, actionable insights. Required Skills and Experience: - Expertise in Python - Extensive experience with machine learning - Proven ability in data visualization and pattern recognition - Proficiency in working with transaction data - Previous experience in churn prediction...
...grinder into a self-service machine. The goal of this project is to enhance customer experience and streamline operations by allowing customers to grind their own coffee beans. Key Objectives: Develop a user-friendly interface for the self-service machine. Implement AI technology to ensure consistent and high-quality grinding. Integrate payment and order processing features into the machine. Ensure the machine's compatibility with our existing coffee bean offerings. Expected Impact: Improved customer satisfaction through a more personalized coffee experience. Increased operational efficiency by reducing staff involvement in the grinding process. Potential for cost savings by optimizing resource utilization. Requirements for Freelancer: Experience in AI an...
Need to deploy a simple Flask and NextJS project using AWS EC2 free tier. I will provide you with dev access to my aws, and will share the code with you. And then write the documentations step by step from SSH into the instance all the way to making sure it is working, like the example provided. In the attachment
...in machine learning to create an advanced predictive model for stock market trading. Details: - The model will utilize historical stock market data and news articles, focusing specifically on data involving stock prices, market trends, and news sentiment. - Experience in financial data analysis and Natural Language Processing to understand and evaluate news sentiment is needed. Expectations: - The model is to churn out predictions on a daily/weekly basis. - The model needs to tell what to buy/sell and hold for an approximate specified duration - Machine learning specialists who have previously worked on similar stock market prediction projects will be given preference. I can provide the past 20 year daily share price data for the companies to be used. Relevant Sk...
...processed and analyzed swiftly and accurately. Key Project Responsibilities: - Scrubbing and cleaning the unstructured data to detect and correct errors. - Designing algorithms using Scala and Python to process data in Hadoop/Spark. - Ensuring effective data processing and overall system performance. The perfect fit for this role is a professional who has: - Expertise in Hadoop and Spark frameworks. - Proven experience in processing unstructured data. - Proficient coding skills in both Scala and Python. - Deep understanding of data structures and algorithms. - Familiarity with data analytics and machine learning would be a plus. By taking on this project, you will have the chance to work with complex data sets and contribute to meaningful outcomes. Please...
I'm in search of skilled translators who can help in translating a set of shopping platform queries on my E-commerce website. The translations must be accurate, without losing the intended message and context. Your tasks will include: - Translating the queries from Spanish, French, Italian, Corean, German, Turkish, Russian, Arabic, Japanese, Portuguese, Thai, Indonesian, Vietnamese, Polish, Ukrainian, Dutch, Hebrew to English - Ensuring the translated queries are culturally appropriate for the target language. Ideal candidates should have: - Proficient language skills in the above-mentioned languages. - Experience in translating technical documents, with a preference for those experienced in the e-commerce sector. - Attention to detail to ensure accurate translations. - Ability to d...
