3d object detection deep learning jobs

I'm in need of a ZBrush expert to handle the task of sculpting 3D models. This is a medium-complexity job, so the ideal candidate will have experience with moderate levels of detail. The project has a deadline, so prompt and efficient work is expected. Ideal Skills and Experience: - Proficient in ZBrush - Experience in sculpting medium complexity 3D models - Ability to meet deadlines and work efficiently - Strong understanding of 3D modeling principles

Looking for a talented Java developer to build a to-do list application with a focus on Object-Oriented Programming (OOP). The application will be simple yet effective, featuring offline usage capability which is crucial for productivity in various environments. Key Requirements: • Application Compatibility: The app must be compatible with Windows, Mac and Android platforms. • Offline Functionality: The app should allow users to continue using without a constant internet connection. Skills and Experience: • Proficient in Java OOP. • Extensive experience developing applications for different platforms. • Good understanding of implementing offline capabilities in applications. Application Guidelines: • Freelancers are required to provide detailed...

I need a coding whiz capable of handling a rigorous coding assessment on my behalf. Proficiency in Python, Java, JavaScript and NPL. I have my recorded answers already just need someone to help me make sure they are correct. The use of AI like chatgpt will not work for this. - Assignment Details: The assessment will include tasks revolving around Algorithmic Problems and Object-Oriented Programming Problems. - Ideal Candidate: A highly experienced developer with a proven track record handling similar tasks and delivering under tight deadlines. Please, only bid if you meet the above criteria and you're ready for an immediate start.

I'm in need of a long term animation artist who can bring my ideas to life. This project has a great potential for creativity and requires a lot of skill in animation. If you are skilled in 2d/3d animation and are expert is Adobe After effects, Premier pro and other animation design softwares, please feel free to apply to this post. Please include your portfolio link for the 2d animations, 3d animations, explainer videos, Insta reels and any other amazing and convincing work relevant to animation/Video category. Also if possible please indicate your pricing for 2d /3d animations according to required duration of animation. New freelancers are always welcome if they have nice portfolio.

I am seeking a talented mechanical designer with expertise in any 3D software who can support with the digital 3D prototyping phase of my project. The output files must be parametric files that can opend by FreeCad (I not accepted any mesh files as output). Main duties include: - Making use of 3D SW to create a detailed and accurate digital 3D prototype - Working in close communication to ensure the design meets specific requirements. Ideal Skills: - Proficiency in 3D software - Extensive experience in 3D prototyping - Strong communication skills - Attention to detail - Experience in the field of mechanical design. Please share your past projects related to 3D mechanical prototyping using FreeCad to support your bid. The design in...

...opportunity to work on EST. My ideal candidate must have over 8 years of experience in Python, with proficiency in web development, data analysis, and machine learning. Key Responsibilities: - Develop the website from scratch, ensuring it is user-friendly and responsive. - Implement and integrate user registration and login functionalities. - Create interactive data visualizations to help users understand and explore the data. - Incorporate real-time chat support for enhanced user engagement. The ideal candidate should have: - Over 8 years of experience in Python. - Proven expertise in web development, data analysis, and machine learning. - Strong understanding of user registration, data visualization, and real-time chat functionalities. - Ability to work independently a...

...educational content creator who can develop a comprehensive set of educational courses for Radiologic Technologists and Nuclear Medicine Technologists. These courses need to be in compliance with ASRT/ARRT and SNM guidelines for self -learning. The goal is to build up to 50 courses. Key Deliverables: - Develop courses on Radiation safety, Radiographic positioning techniques, Imaging modalities, Radiopharmaceuticals, and Therapies provided in Nuclear Medicine. - The courses should be designed for continuing education courses according to ASRT/ARRT and SNM self-learning guidelines. The courses should be provide in Word document form, providing references, test of at least 12 questions with answer key. Ideal Skills: - Proven experience in educational content creation, parti...

...tolerances, and material specifications. These drawings will serve as the basis for creating the 3D model in AutoCAD. Assembly Drawings: Combine the individual component drawings into assembly drawings that show how they come together to form the complete diptube structure. Prototype Blueprints: Translate the design into preliminary blueprints using AutoCAD. These blueprints should provide a clear representation of the diptube design, including all necessary views (e.g., top, side, front) and dimensions. Annotations: Include annotations on the blueprints to provide additional information where necessary, such as material types, surface finishes, or manufacturing processes. AutoCAD Model: Create a 3D model of the diptube using AutoCAD. This model will allow for further ...

3d Exterior Rendering as discussed

I am currently working on my PhD thesis, with its focus primarily on statistical analysis. I am in need of an expert in statistical analysis, particularly in inferential statistics, to assist me in my study. Key Skills and Experiences Needed: - Deep understanding of inferential statistics - Familiarity with hypothesis testing and established statistical software, such as AMOS SPSS - Background in handling advanced statistical analyses for academic research or a related area Expectations: - Assisting to lay out inferential statistical methods in the form of hypothesis testing - Converting raw data into comprehensive and understandable terms - Constructing and presenting data effectively to contribute to the robustness of my research. Your role will be instrumental to strengthe...

I need a professional animator to create a 3D realistic advertisement animation. The animation will focus primarily on the healthcare sector. Ideal Skills: • Expertise in creating realistic 3D animations • Experience in animating healthcare-related content is a plus • Excellent command of animation software. Project details: • The project will involve the creation of animation for advertisement purposes • Specific elements to be included in the animation are objects related to healthcare • The final animation must be highly realistic, not cartoon-like or abstract. Your job is twofold: to deliver a visually stunning piece and to effectively communicate the intended advertising message. I look forward to reviewing your proposals and previous wo...

I'm in need of an experienced developer who is skilled in machine learning and natural language processing, with a particular focus on training models for Text-to-Speech (TTS) applications. In this project, I require assistance in training a dataset from scratch to create a functional, ready-to-use model for Coqui AI TTS specifically designed for the French language using a specific voice. Key requirements: - Intermediate to Advanced level experience in machine learning and NLP. - Previous experience in training TTS models, especially with Coqui AI. - Proficiency in French is a plus. - Familiarity with working on a model for a specific voice. The ideal candidate should be able to guide me through the process of dataset preparation, model training and fine-tuning, and a...

I'm in need of a basic 3D demonstration animation for educational purposes. This will involve showcasing the primary functions and features of a product in a clear and engaging manner. Key Requirements: - The animation should be simple and straightforward, focusing on the product's core functionality. - It should be created with educational purposes in mind, ensuring that viewers can easily understand the product's benefits. - A basic level of detail is sufficient - realistic textures and lighting are not needed. Ideal Skills and Experience: - NX CAD experience - Proficiency in 3D design and animation software. - Experience in creating product demonstration animations. - Understanding of educational content development. - Strong communication skills to trans...

I'm in need of an experienced 3D animator with expertise in Blender. I require a 3D cartoon character to be created, and animated performing a walking action. Ideal Skills and Experience: - Proficiency in Blender - 3D animation experience - Past work in character animation The character should be created in a cartoonish style. The animation should be smooth and engaging, providing a realistic walk cycle for the character. Please share any relevant experience or sample work in your bid.

...and experienced Machine Learning expert to assist me with an image recognition project focused on vehicle detection using pre-trained YOLOv8 model. Key Requirements: - The main task at hand is to help me in adding some extra features to the existing model for detecting various types of vehicles in images. Ideal Skills and Experience: - Proven experience in applying ML to image recognition tasks. - Strong understanding and practical experience with object detection. - Proficiency in working with image datasets and training models for object detection. - Prior experience with detecting vehicles in images would be advantageous. - Ability to deliver high-quality, accurate and efficient ML models for image recognition. If you have a strong backgro...

I'm looking for someone to develop a real-time human movement speed detection system using Python and a dynamic vision camera. Key Requirements: - Real-time Monitoring: The system should be able to monitor and calculate the speed of human movement in real-time. - Moderate Precision: Speed calculation should be at a moderate level of precision. It's crucial that the system can accurately detect and measure the speed of human movement in a real-time scenario. Ideal Skills: - Proficiency in Python programming - Experience with real-time monitoring systems - Understanding of image processing and computer vision - Knowledge of camera systems and their integration with software Your deliverable will be a well-documented Python program that can calculate and display the spee...

I'm currently seeking a skilled tutor to assist me in two key areas of MS Project - Scheduling and Task Dependencies. My current proficiency in MS Project is considered...considered intermediate. I'm looking to improve these skills and advance to a more professional level with the software. I learn best through practical, hands-on exercises. This means that I'm looking for a tutor that can provide me with interactive, project-based learning experiences. Ideal Skills and Experience: - Proficiency in advanced MS Project features, particularly in Scheduling and Task Dependencies - Previous experience in tutoring or teaching MS Project - Ability to create engaging, practical exercises for effective learning - Excellent communication skills to convey complex co...

I need assistance in troubleshooting Microsoft Forms. I seek expertise to address some issues such as: - Implementing change in policy - Including...Forms. I seek expertise to address some issues such as: - Implementing change in policy - Including a feature for manager approval - Alternate locations for form storage These changes should seamlessly integrate with the previous setting without hampering the current operations. Not having a specific deadline leaves room for discussion around timeframes. Ideally, I am looking for someone with a deep understanding of Microsoft Form's backend, who has prior experience modifying existing structures. They should have a knack for problem-solving and a robust ability in implementing changes to digital tools without data loss or struct...

...this field. The ideal candidate for this project will be an experienced professional in AI with a strong entrepreneur background. You should be able to provide clear, concise explanations and create a structured learning plan. Key requirements: - A solid understanding of machine learning, natural language processing, and computer vision - Experience in teaching or tutoring AI concepts - Wide knowledge of AI tools - Ability to tailor sessions to meet the specific needs of a beginner - Patience and excellent communication skills - Flexibility to adapt to my preferred learning style, which is through one-on-one private tutoring The goal of this project is to equip me with a foundational understanding of AI tools and provide me with the confidence to start explo...

I am looking for an experienced video editor who can help me create engaging content for both Instagram Reels and TikTok. The primary goal of these videos is to captivate and interact with my audience. Key ...audience. Key Responsibilities: - Performing advanced video editing to enhance the quality of the content. - Ensuring the videos are suitable for both Instagram Reels and TikTok. - Implementing creative ideas to engage with the audience effectively. Ideal Skills: - Proficiency in advanced video editing techniques. - Experience in creating content specifically for Instagram Reels and TikTok. - A deep understanding of audience engagement strategies for social media. If you're a talented video editor and content creator who can help me achieve these goals, I am excited to...

I'm looking for a skilled individual to create a visually engaging and informative PowerPoint presentation. This project is tailored for a professional audience and primarily aims to educate them on a specific topic. Key Points: - The presentation should be designed with educatio...design should be visually appealing, helping to maintain the audience's attention throughout the presentation. Ideal Skills: - Strong experience in creating educational content in a professional setting. - Proficiency in PowerPoint and designing engaging slides. - Understanding of how to cater content to a professional audience. - Ability to incorporate visual aids effectively to enhance the learning experience. Looking forward to working with someone who can bring creativity and professional...

Zeek ntrusion Detection System - in Ubuntu Applying this step in the video, recording a video during the application and explaining the steps in audio I'm looking for a seasoned network professional with experience in Zeek intrusion detection system. The main goal of this project is to monitor network traffic effectively and provide real-time alerts. Key Responsibilities: - Set up and configure the Zeek intrusion detection system on a virtual network. - Based on the project goal, the emphasis is on monitoring network traffic efficiently. - The type of network traffic to be monitored was not specified, thus a capability to monitor both LAN and WAN traffic would be ideal. Required Skills & Experience: - Proficiency in network monitoring and

...tasks include but are not limited to: - Database performance optimization - Backup and recovery implementation - Database migration to a more scalable solution - Database upgrade with near zero downtime - Repmgr configuration and troubleshooting - Ora2pg oracle to Postgres migration The ideal candidate should be an expert in PostgreSQL with experience in handling large databases. You should have a deep understanding of database performance optimization techniques, demonstrated expertise in backup and recovery, and a proven track record with database migrations. Candidates with experience in upgrading databases with minimal downtime, configuring and troubleshooting Repmgr, and migrating from Oracle to PostgreSQL using Ora2pg are highly preferred. Your primary goal will be to...

Hello Digital Marketing Enthusiasts, Are you passionate about digital marketing and SEO? Do you have a knack for creativity and a hunger for learning? If so, we have an exciting opportunity for you! We are seeking dedicated individuals to join our collaborative team of digital marketers. Whether you're a fresher looking to gain hands-on experience or have some past experience under your belt, we welcome you to be a part of our journey. Here's what we're looking for: 1. Passion for digital marketing and eagerness to learn and grow 2. Freshers in the field are encouraged to apply, but individuals with some past experience are also welcome 3. Ability to work part-time, with a commitment to a long-term collaboration 4. Preferably pursuing graduation or post-graduatio...

We're seeking a talented 3D artist capable of producing captivating photorealistic renders and videos for a range of products. The ideal candidate must excel in rendering techniques, possess meticulous attention to detail, and have the ability to breathe life into products through stunning visual representations. Responsibilities: Create photorealistic 3D models of products. Develop high-quality textures and materials. Render product images and videos using industry-standard software. Collaborate closely with the creative team to ensure alignment with brand guidelines. Optimize renders and videos for various platforms. Requirements: Demonstrated expertise in 3D rendering, modeling, texturing, and lighting. Proficiency in industry-standard 3D software. A...

...both iOS and Android. The primary function of this app will be using the AppsFlyer SDK for deferred deep linking. Key Project Requirements: - Platform Support: The app should be compatible with both iOS and Android platforms. - Functionality: The app's main purpose is to incorporate the AppsFlyer SDK for deferred deep linking. The ideal candidate should have: - Strong experience in React Native app development. - Proficiency in integrating third-party SDKs, particularly AppsFlyer. - Prior experience with deferred deep linking is highly preferred. It's crucial that the developer is able to efficiently and effectively incorporate the necessary elements of the AppsFlyer SDK for deferred deep linking in a React Native environment. Your expertise...

I'm in need of support in the area of employee recruitment. The optimal candidate will have a strong background in human resources, specifically focused on technology industries, and at a ...industries, and at a mid-level experience range. They must understand all stages of the recruitment process within the tech sector and leverage their experience to effectively screen and source ideal candidates. Tasks would include: - Job posting and promotion - Resume screening - Candidate assessment - Coordination of interview processes This role requires great communication skills and a deep understanding of the tech industry, ensuring we attract the best talents in the field. Fluent English, both written and spoken, is crucial, as well as a proven track record of successful recrui...

I'm in need of a talented DevOps engineer, proficient in AWS and GitHub Actions, to assist with an array of DevOps tasks. Key Tasks: - Deploying web applications - Infrastructure automation - Continuous integration and deployment (CI/CD) The applications are built using Java, requiring deep expertise in this language for effective collaboration. To succeed in this job, a solid understanding of web applications, coupled with extensive experience using AWS and GitHub Actions, is critical. Automation skills are also vital. Join us and help make our Java web application deployment seamless and efficient!

I'm in need of a skilled Unity Developer who can create an engaging hypercasual infinite runner game. The game should be designed for both iOS and Android platforms. Key requirements for this project include: - Developing a Cartoonish 3D art style for the game. - Implementing power-ups as a key mechanic. - Implement an infinite runner game, where you control a tank/car and have to avoid incoming obstacles and enemies. - Player should die upon hitting the obstacle - There should be a results screen with earned in-game currency. The ideal freelancer should have: - Proven experience in developing hypercasual games. - Strong grasp of Unity development. - Experience with Unity Gaming Services. - A portfolio that showcases previous mobile game projects. Please include samples of ...

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... As someone looking to offer my customers supreme transparency, I want the product details to be more precise and comprehensive. Even though I've skipped detailing what those elements are, I'm still looking for someone who can use their expert judgement to identify the aspects that need clarification or more detail. Excellent skills in e-commerce product listing, detail-oriented approach, and a deep understanding of customer expectations from online product descriptions are ideal for this assignment. You should: - Be able to review Shopify product descriptions - Have expertise in e-commerce product listing and detailing - Possess customer perspective understanding for online product descriptions The ultimate goal is to create a better shopping experience for my custom...

...our collaborations with other notable organizations. - Present who we are, what we are known for, and our distinct point of view on contemporary solutions aligned to Global Development Goals. Essential Skills: - Proficiency in PowerPoint presentation design - Excellent storytelling and data visualization skills - Prior experience in developing top-tier pitch decks for institutional investors - Deep understanding of the expectations and requirements of major funders like USAID and the Bill and Melinda Gates Foundation - Familiarity with Global Development Goals This project requires a special balance of creativity and strategy. Please provide examples of similar work in your application....

My main focus for this project is the Java code implementation. I'm looking to hire a freelancer who can create class diagram and help me translat...modified class diagram into Java classes - Ensure the Java classes are correctly implemented according to the diagram Your responsibilities will include: - Adding products to the rental cart - Calculating rental fees and duration - Processing payment - Generating a rental invoice Your expertise in Java and software design will be crucial for this project. I anticipate that this task will involve a deep understanding of class design as well as an understanding of the rental business process. Please include examples of your previous Java projects in your bid, and any experience with class and sequence diagram interpretation would...

I'm looking for a skilled logo designer with a knack for generating modern styles. My main goal is to create a logo that establishes brand recognition. The aesthetic we're aiming for is cool and calm colors, ensuring a design that genuinely represents our vision. The ideal candidate should have: - Experience with modern desi...designer with a knack for generating modern styles. My main goal is to create a logo that establishes brand recognition. The aesthetic we're aiming for is cool and calm colors, ensuring a design that genuinely represents our vision. The ideal candidate should have: - Experience with modern design principles - A portfolio showcasing their ability to utilize cool and calm colors in their designs - A deep understanding of how to create strong visua...

I'm looking for an experienced CAD designer to help convert my 2D PDF into a fully interactive 3D plan using AutoCAD. The reproduction should have a medium level of details to capture the critical components of the plan but don't necessarily have to be high detailed with textures. Ideal Skills: - Proficiency in AutoCAD - Experience in converting 2D blueprints to 3D models - Ability to make the 3D Model interactive Experience in creating interactive 3D models is crucial for the successful completion of this task, as the final output will need to respond interactively to the user's prompts. Expertise in AutoCAD software will also be important to accurately and efficiently convert our 2D PDF into 3D.

I'm looking for animators to help me create an engaging 3D comedy series titled "Will the Cool Guy". This show is aimed at teenagers and will revolve around the humorous adventures of the main character. Key Points: - Genre: Comedy - Target Audience: Teenagers - Animation Style: 3D Responsibilities: - Creating visually appealing and engaging 3D animations for the series - Collaborating on the storyline and character development to ensure it aligns with target audience Ideal Skills: - Proficiency in 3D animation software - Experience in creating content for teenage audiences - Understanding of comedic timing and storytelling - Strong collaboration and communication skills - Ability to meet deadlines and work efficiently as part of a team

I'm looking for a professional who can help me create HackerRank for three algorithmic tasks to be completed within 90 minutes The ideal candidate should: - Be proficient in Python and Java, with a strong understanding of data structures, algorithms, and object-oriented programming - Have experience in creating programming challenges or assessments - Be able to design medium difficulty tasks that are both engaging and challenging - Familiarity with HackerRank platform is a plus I will provide more detailed requirements and guidelines once we kick off the project. Looking forward to working with an expert in this field.

I'm looking for an experienced Java developer to create a custom compiler. It will be geared towards handling key Java features including Object-oriented programming, Exception handling, and Generics. Key requirements: - Ability to write a compiler in Java - Strong understanding of Java's key features (OOP, exception handling, generics) - Previous experience with developing compilers is a plus The project doesn't specify a particular version of Java, but the ability to work with different versions may be beneficial. Please provide examples of previous compiler projects or relevant work.

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I need a Python script to retrain a MobileBERT model for a Named Entity Recognition (NER) task in Tensorflow. The model should be able to detect specific entities in text queries relating to various types of media files. The ideal freelancer for this project would have a solid understanding of Python, machine learning, NLP, and experience with BERT models. Features of the Python Script: - Process text queries obtained from a CSV file (example CSV attached) - Detect entities such as: - Persons - Places - Events (e.g., weddings) - Dates - Number of individuals visible - Media type (Image, Video, Audio, Text) - Detailed type (Interview, Landscape, Close Up, Group, etc.) - Length - Content - Retraining should be based on a provided CSV file containing Sentence, Enti...

I'm looking for a proficient content creator who can help in producing and crafting weight loss content. This content will be utilized on both the website and YouTube platform. Key Responsibilities: - Creating and curating c...visibility and reach of the content - Proficiency in video creation and YouTube content optimization would be a plus - Ability to conduct thorough research and stay up-to-date with the latest trends in weight loss and nutrition This project is specifically aimed at educating and informing our audience about weight loss tips, healthy eating habits, exercise routines, and supplement reviews, so a deep understanding of these topics is crucial. If you're passionate about health and wellness, and are adept at engaging an audience through content, I'...

I am seeking a skilled professional to assist with the removal of a small plastic object from a video clip which runs for less than 2 seconds. Key Requirements: - The stationary object must be expertly removed without leaving any traces or distortion in the video quality. - The freelancer should be proficient in video editing/vfx and have experience with object removal. Ideally - Removal done in Davinci Resolve and project file shared so I can adjust the grade and other aspects of the clip in the future. Ideal Skills: - Prior work with object removal - Attention to detail - Ability to work quickly and efficiently Clip was shot on DJI Ronin 4D at 6k ProRes HQ - will supply original clip.

I'm seeking a seasoned professional in SEO and WordPress optimization to help me achieve a range of objectives on my website. T...Enhance User Experience: I want to ensure that my site provides an excellent user experience, and that it encourages visitors to stay and explore. Preferred Communication: I prefer to communicate via email, ensuring that we can maintain a written record of our discussions and agreements. Ideal Skills: - Proven experience in improving organic traffic and keyword ranking on WordPress sites - A deep understanding of SEO best practices, with a history of successful site optimization - Strong communication skills and ability to craft detailed project proposals. If you think you have what it takes to enhance my website's performance, I would lo...

I'm looking for an expert in VHDL to develop a Field Programmable Gate Array (FPGA) project focused on pitch detection, specifically for speech recognition purposes. The system needs to be able to process live audio input. Required Skills: • Expertise in VHDL • Experience with FPGA development • Knowledge of audio processing, specifically pitch detection for speech recognition purposes If you have the above skills and experience, please make an informed bid.

...the freelancer to create an environment that is engaging and easy to navigate. Features should include: - Content includes text, images, and videos, thus a design that harmoniously accommodates these elements is a must. - The website will consist of 1-5 pages. Ideal skills & experience: - Previous experience designing Wix sites - Proficiency in creating user-friendly, interactive layouts - A deep understanding of how to present various content types effectively. - Portfolio of previous work, especially informative websites....

I'm in need of a skilled professional who can help me generate high-quality B2B leads for my marketing business. My target is the daycare industry, specifically within a regional scope. Key Requirements: - Industry Understanding: A deep comprehension of the daycare sector is essential to identify potential leads in this industry. - Geographic Proficiency: Experience or knowledge of regional marketing is a plus. The primary aim of this project is to boost sales through these leads. A successful candidate should be able to deliver leads that are not only numerous but also have a high conversion potential. Ideal Skills and Experience: - Proven track record in B2B lead generation, ideally in the daycare sector. - Strong understanding of regional marketing tactics. - Excellent...

I'm in dire need of a professional or a freelancer with a deep understanding of Physics, specifically in the areas of electromagnetic theory such as Faraday's law, inductance, and wave optics. This knowledge will be used to accurately complete 1-5 WebAssign tasks on my behalf. It is essential to have a strong background in these topics to ensure the assignments are done correctly and in a timely manner. Just a heads up, I'll not entertain any low-quality work or missed deadlines. So, let's nail this!

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...convert a detailed 3D model from FBX file format to GLTF format. The model is currently optimized for use in 3D rendering software, but needs to be converted to GLTF for compatibility with web-based applications. Responsibilities: - Convert a high-quality FBX file into GLTF format while retaining all textures, materials, and animations. - Ensure the converted file is optimized for web use, with careful attention to minimizing file size without compromising the visual quality. - Provide technical advice on maintaining the integrity of the 3D model during the conversion process. Requirements: - Proven experience in 3D modeling and file conversion, specifically with FBX and GLTF formats. - Strong understanding of 3D rendering workflows and the specific ...

I'm in need of an experienced salesperson specialized in construction material sales, specifically for recycled concrete. As an expert in t...recycled concrete. As an expert in this area: • You'll be primarily based locally. Familiarity with the local market and existing networks will be highly beneficial. • A strong track record in construction material sales is a must. Proven ability to influence, negotiate, and close deals successfully is crucial. • You should possess an expert level of familiarity with recycled concrete materials. A deep understanding of the product, its application, and benefits is pivotal to this role. The ideal candidate will not only help drive sales but also boost the visibility and understanding of the benefits of recycled conc...