New machine learning algorithms jobs

I'm seeking a Subject Matter Expert in AI to assist with optimizing data synchronization at Rhude. Key Responsibilities: - Provide expertise in AI for enhancing data sync - Propose machine learning algorithms for speed enhancement - Implement techniques to improve data accuracy Ideal Skills: - Proficient in AI, preferably with a focus in machine learning - Experience in data synchronization - Strong problem-solving skills Please note that the specifics regarding the aspects of AI, the primary goals of the data sync optimization, and the data sources that need to be synchronized have not been defined yet. Your role will also include helping to clarify these important components.

i have a presentation with the subject: ‘’Enabling Low-Dose In Vivo Benchtop X-ray Fluorescence Computed Tomography through Deep-Learning-Based Denoising’’

 Please notice that :

 I need a scientific PowerPoint presentation with 10-15 slides, also with a separate written text for each slide, designed to last a total of 15-20 minutes.

 No full preparation from AI is needed—getting help is fine, but the AI should not handle everything entirely.

 The content should be only based on the sceintific paper I provided and must be plagiarism-free and with own words.

 The PowerPoint should not contain too much text; instead, include visuals such as images, videos, tables, and statistics wherever available.

 For further Infos. you are free to use other...

I'm in need of a comprehensive online tutoring platform specifically for College-level Key Features: - Video Conferencing: This is a crucial component for real-time interaction between the tutor and student. - Interactive Whiteboard: An essential tool for visual learning and problem-solving. - Assignment Submission: This feature will allow students to submit their work for review and feedback. Ideal Skills: - Proficiency in College - Experience in online tutoring - Knowledge in designing or utilizing an interactive online tutoring platform - Familiarity with features like video conferencing, interactive whiteboards, and online assignment submission I am looking for a freelancer who can assist in setting up this platform, with a strong understanding of college and online t...

I'm seeking an SEO expert to enhance my blog's visibility on Google. The primary focus is on improving the search engine ranking of my website, , which is primarily a blog about flaxseeds. Key Requirements: - Proven experience in SEO, particularly for blog content - In-depth knowledge of Google's ranking algorithms - Ability to create and implement effective SEO strategies - Skills in keyword research and content optimization

I'm seeking a German-speaking freelancer with for a machine learning project. The project is quite short and the only required thing is language proficiency Key Requirements: - Proficiency in German (Speaking and Reading) - No experience required - Ability to communicate complex concepts clearly in German - Prior experience in machine learning projects (Not necessary) Please note, the specifics of the project will be discussed further. Your ability to assist in the development of the ML model is crucial.

I'm in need of a Python-based web application that utilizes machine learning. The app will capture a person's facial expressions through their camera or webcam, post-login on the dashboard. The system will track various behaviors, including confusion, happiness, or sadness. Key Components: - User Profiles: The application should have distinct profiles for students and teachers. - Assessments: Students should be able to take tests within the app. - Behavior Monitoring: The system should monitor and analyze student behaviors during assessments, including text and multimedia learning behaviors, online practice behaviors, and interactions such as downloading course materials or asking questions online. The ultimate goal is for the system to generate comprehen...

I'm looking for an expert to assist me with installing the server software for a Minecraft Bedrock server on my Windows machine. I need this done correctly to ensure a smooth setup.

I'm in need of a skilled video editor to enhance a series of lectures and tutorials into dynamic and engaging educational content. Key Requirements: - Edit videos to be lively and captivating, maintaining viewer interest throughout. - Transform standard lecture footage into interactive, stimulating content using creative editing techniques. Ideal Freelancer Skills...viewer interest throughout. - Transform standard lecture footage into interactive, stimulating content using creative editing techniques. Ideal Freelancer Skills: - Proficient in video editing software. - Previous experience editing educational material. - Creative with a knack for pacing and rhythm to keep content engaging. I'm looking for someone who can bring these videos to life and make learning en...

I'm looking for an experienced developer who can create a AI web crawlers Key Requirements: -Vactor db knowledge (pinecone) -deep learning

We are looking for a talented and creative Graphic Designer and Video Editor to collaborate on building engaging and visually appealing content for our online Java courses. The ideal candidate(s) will have experience in designing course materials and editing educational videos to create an impactful learning experience. Responsibilities: For Graphic Designer: • Design course-related graphics, illustrations, and infographics. • Create visually appealing slides and thumbnails. • Develop branding elements such as logos, icons, and animations for videos. • Ensure designs align with the course content and audience preferences. For Video Editor: • Edit and enhance video lectures, ensuring smooth transitions and professional quality. • Add captions, a...

I'm looking for a tech expert to set up LDPlayer on an Azure Virtual Machine. The primary purpose is to run multiple instances of Android applications on the cloud. Key Requirements: - Configure more than 5 simultaneous instances of LDPlayer. - Optimize the setup for basic, light apps and everyday use. Ideal Skills: - Proficient in Azure Virtual Machine setup. - Experienced with LDPlayer configuration. - Knowledgeable in Android applications and their cloud deployment.

I will create flyer design for Merry Christmas and a Prosperous New Year 2025 asap

I am looking for a professional digital marketer or social media expert to help me grow my YouTube and TikTok gaming channels. Content: - Reviews and commentary on various games - Complete gameplay videos Objective: - The primary goal is to build a robust subscriber base on both platforms. Ideal Skills: - Proficient in social media marketing strategies - Familiar with YouTube and TikTok algorithms - Experience in gaming content promotion Your proposal should outline your past experiences with similar projects and how you plan to help me achieve my goals.

...with top talent effectively. 3. Local Market Customization: Incorporate insights on Kenyan employment trends, industries, and linguistic diversity. 4. Improve Accessibility: Develop a mobile-first, multilingual platform that caters to Kenya's diverse workforce. ________________________________________ Key Features 1. AI-Powered Job Matching • Functionality: Matches job seekers to roles using machine learning models trained on CVs, skills, and preferences. • Benefit: Provides personalized recommendations for enhanced job discovery. 2. Natural Language Processing (NLP) Tools • Applications: Automates CV parsing and ranking, delivers conversational interfaces (chatbots), and supports Kenyan languages like Swahili. • Value: Enhances user experience wit...

I'm looking for dedicated Android testers to evaluate my new app. The main focus areas are downloading the app, type your feedback in the feedback section and hold the app on your phone for 14 days. Key Responsibilities: - Conduct usability testing to assess the user-friendliness and overall experience of the app. - Perform load testing to understand how the app behaves under various user loads. - Provide comprehensive feedback and suggestions for improvement. Ideal Skills: - Extensive experience in Android app testing. - Proficient in conducting usability and load performance tests. - Excellent communication skills for providing detailed feedback. - Able to work meticulously to ensure the app meets Google verification standards. we are very near to the completion of our ap...

I will be creating new wordpress website for business

...with database set-up & optimization • Authentication Mechanisms: o OTP-based login systems o Email/mobile authentication • Additional Skills: o Experience with cloud services (AWS, Azure, or Google Cloud) o Familiarity with app development frameworks (Flutter, React Native, etc.) is a plus o Strong understanding of performance optimization techniques Benefits • This project offers an excellent learning experience in full-stack development, authentication mechanisms, and scalable application design. • You will gain hands-on experience in building features that will eventually integrate into mobile applications. • Upon successful completion, you will receive a certificate of accomplishment. • Compensation will be modest but fair, with opportuniti...

...**Day 3: Collaboration and Protection** #### Excel: - Sharing and protecting Excel files. - Freezing panes and splitting windows. #### Word: - Reviewing tools: spell check, track changes, comments. - Protecting and password-locking Word documents. ### **Day 4: Practice** - Create a conditional formatting rule in Excel. - Collaboratively edit a Word document. --- ## **Week 4: Project-Based Learning** ### **Day 1-2: Excel Mini-Project** - Build a fully formatted Excel spreadsheet (e.g., a personal expense tracker). - Include formulas, a chart, and conditional formatting. ### **Day 3-4: Word Mini-Project** - Create a professional Word document (e.g., a resume or a report). - Include styles, a table, and at least one image. ### **Day 5: Integration** - Combine Excel and Word: ...

Website Project Specifications for an AI Agency with AI Automation Chatbot Project Overview The AI Agency website will serve as a platform to showcase the agency’s expertise in artificial intelligence, machine learning, and automation solutions. It will also feature an AI-powered chatbot to provide instant, dynamic interactions with users, offering a personalized experience, answering queries, and automating workflows. Website Features 1. User-Friendly Interface • Clean, modern design optimized for UX/UI. • Fully responsive for all devices (desktop, tablet, mobile). • Multi-language support. 2. Homepage • Hero Section: Highlight the agency’s mission, key services, and unique AI offerings. • Call-to-Action: Encourage users to bo...

... proceed. Scan NFC Tag: Detect NFC tag. Fetch UID from the tag. Enter Tag Information: Prompt user to enter data fields (e.g., box content, item name, quantity, location, shelf number). Verify the user via OTP (sent every time new data is fed). Encrypt Data: Encrypt the tag information along with UID. Send Data to Server: Push the encrypted data to the server. Notify the user: "Data Sent Successfully." End Common Functionalities for Both Apps Data Encryption: All data sent to or retrieved from the server must be encrypted using secure algorithms. Server Communication: Use APIs to send and receive data. Ensure server acknowledges successful data reception. Error Handling: Notify the user in case of errors (e.g., "Failed to send data. Retry...

I have already installed MySQL v5.5 on the AlmaLinux server. I was going to install Plesk on the server. But it gave bellow notification during installation and stopped the installation process as it is asking for the database server root access. i dont know how to create new file. Can you help me with this ? My budget is $3 for this task. """ Database configuration failed Failed to establish test connection. If you are installing Plesk on an already configured MySQL server, you need to specify the administrator's credentials to succeed with the installation. To do this, you need to create a file - /root/. with the 'client' section where you need to provide user and its password ("user = $admin_name" and "password = $admin_pass"). A...

I'm seeking a talented content creator to develop engaging promotional posts for my business on Facebook. The ideal candidate should have a solid understanding of social media marketing and be skilled in crafting compelling content that drives engagement and bo...be skilled in crafting compelling content that drives engagement and boosts brand visibility. Key Responsibilities: - Create captivating promotional posts for Facebook - Understand and incorporate brand voice into content - Optimize content for maximum reach and engagement Ideal Skills and Experience: - Proven experience in social media content creation - Strong understanding of Facebook's algorithms and best practices - Excellent writing and communication skills - Ability to meet deadlines and deliver quality c...

I'm looking for a skilled Python developer to create an AI model for me. The project involves working with text data, so experience with natural language processing (NLP) is a plus. - The primary purpose of the AI model is yet to be defined, but potential tasks could include sentiment analysis, text summarization, or language translation. - Skills in machine learning, data preprocessing, model training and evaluation are essential. - Previous experience in AI model development is highly desirable. Your creativity and expertise will greatly contribute to defining the model's purpose and executing the project successfully.

...payment gateway, the app could provide a basic API endpoint to receive transaction data automatically. 2. Fraud Scoring: o Basic Rule-Based System: Implements a set of predefined rules based on common fraud patterns. For instance:  High transaction amount compared to average.  Shipping address in a high-risk country.  Multiple transactions in a short period from the same user. o Simple Machine Learning (Optional): For users who want a bit more sophistication, could include a basic trained ML model (e.g., Logistic Regression) with pre-selected features. This model can be updated periodically by the app's maintainers. 3. Risk Alerting: o Risk Score Display: Displays a numerical risk score for each transaction. o Alert Levels: Based on the risk score, a simple system ...

I'm looking for a skilled developer to integrate the SUNMI P2SE POS machine with my existing web-based application. The primary purpose of this integration is to facilitate payment processing. Key Requirements: - Integration of the POS system for payment processing - Support for various payment methods including Credit/Debit cards, Mobile payments, and UPI The integration will be done through API, so experience with API integration is a must. The ideal freelancer for this project should have prior experience with POS system integration and a strong understanding of web-based applications.

I am seeking an SEO expert based in Kolkata whose primary focus will be improving my website's search engine rankings across Google, Bing, and Yahoo. The ideal candidate wi...record in SEO but also be skilled in keyword research and analysis. Key responsibilities: - Optimize my website to improve its ranking on search engines - Conduct comprehensive keyword research and suggest high-traffic keywords - Implement SEO strategies aimed at enhancing visibility on Google, Bing, and Yahoo Required skills: - Proven experience in SEO - Strong knowledge of search engine algorithms - Proficient in keyword research tools - Excellent analytical skills - Ability to deliver results within a stipulated timeframe I am looking for a professional who can help take my website's visibilit...

To develop a Python-based application for automatic background removal from images using pre-trained machine learning models like U-2-Net or DeepLab. Develop Core Functionality: Load and integrate a pre-trained model (e.g., U-2-Net or DeepLab). Process input images to detect and remove backgrounds. Provide options to export the processed image with transparent or solid color backgrounds. Optimize Performance: Ensure quick processing times for high-resolution images. Fine-tune the model if necessary for improved accuracy. Create a Simple User Interface (Optional): A command-line interface for initial use. Optionally, a basic GUI or web interface for user convenience. Technical Requirements: Languages/Frameworks: Python, TensorFlow, or PyTorch. Libraries: OpenCV for image p...

Lovely Box is a thoughtfully curated educational kit box (based on the values learning for the students, kidz) designed to transform family free time into meaningful, engaging, and joyful moments. Our mission is to help parents connect with their children while fostering growth, In values, love, and creativity. Each Lovely Box is packed with activities and resources that encourage values, inspire hope, and nurture affection. Through interactive exercises, storytelling, and creative projects, families can explore themes of love, kindness, and connection while building cherished memories together. Lovely Box is more than an educational tool—it’s a bridge to stronger relationships, deeper reflections, and joyful learning experiences. By blending fun and purpose, it...

I'm looking for a seasoned social media manager to handle my medical practice's online presence on Facebook and Instagram. Responsibilities: - Create engaging and relevant content including educational posts, promotional material, and patient testimon...online presence on Facebook and Instagram. Responsibilities: - Create engaging and relevant content including educational posts, promotional material, and patient testimonials. - Produce and post videos. Requirements: - Proven experience in social media management, preferably in the medical field. - Proficiency in video production and editing. - Strong understanding of Facebook and Instagram algorithms and trends. I aim for a professional yet approachable image online, with the goal of educating our community and pro...

We are looking for a talented graphic designer to create a **high-quality brochure** for our company, **Global Gourmet Brands Consulting (GGB Consulting)**. The brochure should be visually appealing, professional, and impactful, showcasing our services, expertise, and unique selling points. It will be a key marketing tool to attract potential clients and investors. The design must reflect **international standards** and align with our brand identity, focusing on **premium, modern, and elegant aesthetics**. While the content will be provided, the designer should ensure proper layout, readability, and an impressive visual presentation. --- ### **Scope of Work:** 1. **Brochure Specifications:** - **Size:** A4 (210 × 297mm) - **Pages:** 12 (including front and back covers) -...

We are launching a new sportswear brand and need a stylish, user-friendly informational website. The site should showcase our brand story, products, and mission with a clean, modern design that reflects an active lifestyle. Key features: • Home, About Us, Product Showcase (no e-commerce), Contact pages • Mobile-friendly and responsive design • Simple CMS for future updates We’re looking for a creative web designer/developer who can bring our vision to life. If you have experience building modern brand websites, we’d love to hear from you!

I am seeking a freelancer with a strong understanding of Twitter engagement strategies and the cryptocurrency landscape. This project involves creating a Twitter engagement "farm" to boost interactions and promote specific crypto projects. Ideal skills and experience include: - Extensive knowledge of Twitter's algorithms and engagement tactics - Deep understanding of the cryptocurrency market - Experience promoting crypto projects on social media - Ability to create compelling content that resonates with crypto enthusiasts Please note, the specific parameters and projects will be discussed further.

I am encountering an issue with my Puppeteer script which is preventing it from executing properly on the local Windows machine using headless chrome. The error message reads: "Could not find Chrome (ver. 131.0.6778.204)." This bug needs to be fixed so that the script can perform web scraping as intended. Key Tasks: - Debug the Puppeteer script so that it can locate and interact with the appropriate version of Chrome. - Ensure the script can execute web scraping on any website. - Execute Docker in Cloud Run to facilitate this process. Ideal candidates for this project should be proficient in Node.js and Headless Puppeteer, with experience in debugging and web scraping. Familiarity with Docker and Cloud Run is also essential. Please bid if you can help me solve this issu...

Splash Cannabis Co., one of the most sought-after brands in the vibrant heart of the city that never sleeps, is gearing up for an exciting rebrand. As the new year approaches, Splash aims to captivate the attention of loyal customers and retail partners alike with a fresh new logo design, signaling its bold reemergence and commitment to staying at the forefront of the cannabis industry. PLEASE NO CANNABIS LEAF I will need logo master file from winner of the contest. Please review state regulations for logos.

I'm seeking a proficient developer to create minimal...be on data processing and visualization, specifically in the form of real-time dashboards. The schematics for the device have already been designed, and the use of open-source algorithms is permissible if needed. Key Requirements: - Firmware development using Python - Software development on Windows - Designing real-time dashboards for data visualization Ideal Skills: - Proficiency in Python is a must - Experience with Windows software development - Prior experience in creating real-time dashboards - Familiarity with firmware development for sensor-based devices - Ability to utilize and adapt open-source algorithms If you are a skilled developer with a knack for minimalism and a passion for data, I encourage you t...

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

I'm looking for an architect with a solid understanding of modern design principles and smart home technology to help me create a house that meets the latest Eland building regulations. The house will have: - 3 bedrooms and 2 bathrooms - An open floor plan - Large windows for natural light and views - Incorporation of state-of-the-art smart home technology Key skills and experience needed: - Expertise in modern architectural design - Experience with smart home technology integration - Familiarity with Eland building regulations - Ability to design an open floor plan - Proficiency in designing for ample natural light with large windows

I'm looking for a skilled VUE.js developer to enhance my existing ordering app by incorporating a variety of new products Key Requirements: - Integrate new products into the app. - Ensure that the services can be ordered seamlessly, without the need for scheduling or booking. - Potentially create space for detailed service descriptions, custom pricing options Ideal Skills: - Proficient in VUE.js with proven experience in app development. - mysql - Understanding of user interface design to make the ordering process intuitive and user-friendly. Please provide a portfolio of similar projects you've completed.

I need a creative designer to help me layout and design a 4-page A6 horizontal greeting card for the New Year 2025. The card will be printed on plantable seed paper, which grows into aromatic plants. The design should be minimalist, using earthy tones, and prominently featuring our new logo identity. The card’s messaging centers around sustainability and growth, in line with our company's mission to help businesses reduce their printing costs and environmental impact. Key requirements: - Proficiency in minimalist design - Creativity in layout and text organization - Ability to work collaboratively Please note, I will provide our logo guide book, the text, and the plantable seed paper instructions that should be included. Our cooperation and shared creativity w...

We need a skilled professional with extensive experience in 5-axis CNC programming. The project involves working with a CAD model I provide to machine a part from metal intended for a medical device. We unexpectedly lost our programmer. We have 2 complex jobs for aluminum housings for handheld, powered, medical devices - drill/reamer/saw. These are organic shapes with tight tolerances down to bores at .0005" We are looking for temporary help and if the fit is right a permanent position. We are located in Fife WA. We are a contract manufacturer that specializes in Orthopedic surgical equipment and tools. We use Mastercam. We have models We are running on running the job on Matsura MX-520's I will provide models once we get through the introductions and technical requ...

I'm seeking a proficient data scientist to create a high-accuracy machine learning algorithm for predicting tennis match winners based on an extensive analysis of various tennis statistics. The model should: - Analyze player performance metrics, historical match data, and in-game statistics. - Consider player-specific factors such as health and recent performance. Ideal candidates would have: - High-level mathematics skills. - Prior experience in sports analysis and betting. - Proficiency in developing machine learning models. Please ensure your proposal reflects your relevant experience and skills.

I'm looking for an expert in Solidcam and CNC programming to create a post processor for my Fadal VMC 15 XT milling machine. It should support 3 or 4 axis operations. Key Requirements: - Develop a post processor for Solidcam specifically tailored for the Fadal VMC 15 XT. - Ensure compatibility with both 3 and/or 4 axis milling. - The post processor should optimize toolpaths, detect errors, and incorporate custom macros as necessary. - Previous experience with Fadal machines and Solidcam is a significant advantage. - Proficiency in CNC programming and understanding of milling machine operations is essential. Please include examples of previous similar projects in your application.

Baseline Experiments: Train baseline models (e.g., Logistic Regres...SMOTE or class-weighted models. Performance Evaluation: Optimize models using metrics like precision, recall, F1-score, and AUC-ROC. Validation: Use cross-validation and threshold adjustment for robustness. Documentation: Log all experiments, ensure reproducibility, and provide visualizations (e.g., confusion matrices, ROC curves, feature importance plots). Requirements: Expertise in machine learning algorithms and tools (e.g., Python, scikit-learn, TensorFlow). Experience with data preprocessing and imbalanced datasets. Proven track record of working on high-quality projects. Deliverables: Comprehensive experimental results and comparisons. Well-documented methodology and logs. Visualizations and i...

I'm seeking a freelancer to create a basic 3D design of the Watts Towers in Los Angeles. The primary purpose of this model will be for an educational display, so it needs to be clear and understandable, but it doesn't have to be overly detailed or complex. Ideal Skills and Experience: - Proficiency in 3D modeling softw...clear and understandable, but it doesn't have to be overly detailed or complex. Ideal Skills and Experience: - Proficiency in 3D modeling software - Previous experience with creating models for educational purposes - Ability to deliver in STL format Please note, the design should only represent the basic structure of the towers, without intricate patterns or textures. The aim is to facilitate learning rather than to serve as an architectural stud...

I'm looking for a developer to create a simple app for educational purposes on astro navigation. The app should primarily present tutorials in the form of slideshows. Key Requirements: - The app should be user-friendly and easy to navigate. - The slideshows should be designed to facilitate learning about astro navigation. - The app should be able to run on common platforms (iOS, Android, etc). Ideal Skills: - Experience in app development, particularly for educational purposes. - Knowledge of astro navigation would be a plus. - Skills in UI/UX design to create an intuitive interface. Please note, I do not require any additional features such as embedded quizzes, interactive diagrams, or voice narration. The focus is solely on delivering simple, clear, and engaging education...

I'm looking for a professional developer to create a new e-commerce website for selling physical products. Key Responsibilities: - Design and develop a user-friendly e-commerce website. - Ensure the website is optimized for selling physical products. - Implement easy navigation, secure payment gateways, and responsive design. Ideal Skills: - Proven experience with e-commerce website development. - Proficiency in web development languages (HTML, CSS, JavaScript, etc.). - Familiarity with SEO and digital marketing principles. - Experience in UX/UI design will be a plus. Please share your portfolio of similar projects.

I'm in need of a professional lead generator to help me generate both new and used car loan leads on a national scale. Key Responsibilities: - Develop and implement a strategy to generate car loan leads across all states in the india, targeting both new and used vehicles. - Utilize various marketing channels including Social Media, Email Marketing, Search Engine Marketing and Websites. - Ensure the leads are of high quality and have a genuine interest in securing a car loan. Ideal Skills: - Proven experience in lead generation, particularly in the automotive finance sector would be highly advantageous. - Proficiency in using Social Media, Email Marketing, Search Engine Marketing, and Websites for lead generation. - Excellent communication skills for engaging with pote...

I'm looking for a talented 3D animator to create a digital image and an animation video to celebrate the New Year in a unique and classy way. The project involves: - Creating an elegant and sophisticated 3D animation that conveys a festive and digital spirit without being overly flashy or childish. - Producing both a high-quality 3D digital image and a corresponding animation video. Ideal candidates should have: - Proven experience in 3D animation, with a portfolio that demonstrates a capacity for creating elegant and sophisticated pieces. - Ability to work to a brief and deliver high-quality work on time. Please submit your proposal with examples of your previous work that aligns with this project.

I'm looking for a skilled video editor and graphic designer to help me edit tutorial videos for Instagram Reels and YouTube. Ideal skills: - Video editing proficiency, especially for Instagram Reels - Graphic design experience to enhance the visual appeal of the videos - Understanding of tutorial content and how to present it engagingly - Familiarity with YouTube's and Instagram's algorithms and editing style preferences

I'm looking for an experienced robotic engineer to help me develop a service robot specifically designed for warehouse operations. The primary function of this robot will be to sort and organize inventory within the warehouse. Ideal Skills and Experience: - Extensive experience in...to sort and organize inventory within the warehouse. Ideal Skills and Experience: - Extensive experience in designing and developing service robots - Expertise in robotic systems, particularly for warehouse applications - Previous work with robots that perform sorting and organizing tasks - Understanding of the necessary sensors and software for inventory management - Ability to integrate machine learning for improved efficiency over time - Familiarity with safety standards and regulations ...