Learning projectsεργασίες

Έχω φτιάξει ένα μοντέλο deep learning με transfer learning για sound event prediction. Έχω θέμα με το να το ενσωματώσω στο raspberry και να μου βγάζει προβλέψεις κάθε δευτερόλεπτο.

Θα ήθελα τη δημιουργία λογοτύπου για κέντρο διά βίου μάθησης με το όνομα Lifeacademy. Το website είναι υπό κατασκευή αυτή τη στιγμή Το νόημα του ονόματος είναι το lifelong learning. Όλα τα σε&...

I need to hire someone for a project regarding online marketing and promotion of eLearning courses that are hosted in a Learning Management System. Ενδιαφέρομαι για την προσληψη ενός συεργάτη προκειμένου να αναλάβει ένα project που αφορά το online marketing and promotion eLearning μαθημάτων που υπάρχουν σε μια online &p...

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

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

Ανάπτυξη interface ανάμεσα σε KNX και Arduino ή άλλου περιβάλλοντος προτυποποίησης.

I am in need of a talented Canva designer who can create engaging and entertaining activity books and planners for children aged 6-8 years old. The design style should be cartoonish, appealing to young...who can create engaging and entertaining activity books and planners for children aged 6-8 years old. The design style should be cartoonish, appealing to young children while also being suitable for educational purposes. Key Responsibilities: - Design children's activity books and planners in a cartoonish style - Incorporate a variety of activities such as puzzles and games, coloring pages, and learning exercises Ideal Skills: - Proficiency in Canva - Experience designing for children - Strong understanding of cartoonish design styles - Ability to create engaging and age-appr...

I am looking for a data analyst to help me predict future customer purchase patterns and possible churns based on their order history over the past 6 months. Key Responsibilities: - Use machine learning algorithms, specifically Decision Trees, to analyze customer data. - Provide insights on future purchase patterns and likelihood of customer churn. Ideal Skills: - Proficient in machine learning, particularly with Decision Trees. - Strong background in predictive analytics and customer behavior analysis. - Able to present data-driven insights in an understandable manner.

...residency program and becoming a seasoned developer, you will collaborate with our Senior Developers to build apps for our customers. Here's What Awaits You: 1. Skill-Based Selection: We prioritize your potential over experience. Our challenging recruitment process focuses on assessing your raw talent and problem-solving abilities. This is only for those who are up for the challenge. 2. Paid Learning: Get paid to hone your skills! Successfully complete our rigorous assessment and project, and you'll receive a monthly allowance ranging from 32,000 to 35,000 PHP while you train. 3. Expert Mentorship: Our seasoned developers will invest their time in guiding and supporting you throughout the program. 4. Performance-Based Growth: Show us your skills! As you progress, your ...

Project Description: We are looking for a researcher to explore effective educational leadership strategies in private institutions aimed at fostering innovative learning. The project will examine how leadership influences student engagement and learning outcomes, and how collaboration and professional development initiatives can enhance educational practices. Key Objectives: 1. Identify transformational leadership characteristics that promote innovation. 2. Measure the impact of leadership practices on student outcomes. 3. Explore collaboration between private training centers and formal educational institutions. 4. Develop a framework integrating best practices from both sectors. Research Methodology: We will use a mixed-methods approach involving quantitative surveys and...

I'm interested in learning the Twi language through personalized, interactive, live video sessions. These one-on-one lessons should cater to my individual learning pace and style, providing a focused and tailored approach to mastering this language. Ideal Skills and Experience: - Proficient in the Twi language - Experienced language tutor - Skilled in delivering engaging video lessons - Able to conduct live, interactive sessions - Knowledgeable in using video teaching platforms

I'm seeking an engaging tutor to teach beginner adults how to play the digital piano and speak Twi. Key aspects of the project: - Teaching digital piano basics to adults - Introducing the fundamentals of the Twi language - Creating an enjoyable and effective learning environment Ideal candidates should: - Have a strong background in music and piano instruction - Be fluent in Twi and capable of teaching it to beginners - Be patient, understanding, and able to work with adult learners - Have experience teaching with a digital piano Please include your relevant experience and any teaching credentials you may have.

...should be capable of streamlining our marketing processes and increasing our efficiency. - It should be able to analyze our current marketing data, understand our customer base, and apply this understanding to optimize our future campaigns. Please include your past work in the field of AI and marketing automation, particularly any projects that demonstrate your ability to deliver results within a specified timeframe. Ideal Skills: - Proficiency in AI and machine learning - Experience in developing marketing automation tools - Strong data analysis skills Experience: - Prior work in AI marketing automation - Successful project completion within a month I aim to have this project completed within a month. Your ability to deliver high-quality work on time will be a key fa...

I'm in need of a license plate detection system primarily for traffic monitoring. The system should have high accuracy (>95% as hard-requirement and >98% as successful completion requirement), even when processing low quality images such as blurry, low resolution or captured in low light ...handling images captured from various vantage points. - Image Quality: The system will need to process images that may be low quality. This includes images captured in low light conditions, blurry images, and low resolution images. Ideal skills for this job would include experience with computer vision and machine learning, particularly in developing detection systems. Familiarity with traffic monitoring systems would be a plus. Please provide examples of similar projects yo...

...solid expertise in Machine Learning and AI integration. My primary goal is to automate several tasks to enhance efficiency. The tasks to be automated include: Calling all experts! specializing in automating business processes like client acquisition, lead generation, customer retention, and strategic decision-making. While we currently rely on tools like Zapier and dataset manipulation with Pandas and NumPy, we're ready to take things to the next level by integrating Al-driven automation. If you have expertise in: • Machine Learning •Artificial Intelligence •Data Science •APl Integration • Automation Engineering •Business Process Optimisation •Customer Service •Data Entry •Email Management The ideal candidate would not on...

I need support with the ICE application, specifically filling out the IEng Experiential Learning Application Form. The role includes: - Technical Support: I need a professional who can assist in filling up the form with the required technical specifications. - Guidance: I require step-by-step instructions on how to complete the form. Ideal candidates for this project should have: - Proficient knowledge of the ICE application. - Excellent communication skills for clear instructions. - Experience in technical support and form filling guidance.

I'm looking for a Spanish tutor with expertise in Cuban dialect to help me learn how to speak Cuban Spanish. Details: - I'm a beginner in Spanish, so lessons will need to start from the basics. - I want to focus on pronunciation and accent,...Spanish. Details: - I'm a beginner in Spanish, so lessons will need to start from the basics. - I want to focus on pronunciation and accent, common expressions and slang, as well as grammar and sentence structure. - Ideally, the tutor should be a native Cuban Spanish speaker or have extensive experience with the dialect. - Lessons should be tailored to my pace and learning style. If you're patient, understanding, and can make learning enjoyable, I'd love to hear from you. Your help will allow me to connect wi...

I'm looking for a skilled professional who can develop an artificial intelligence system ...and bicycles in real-time using live footage from a webcam positioned in an urban street. The primary focus of this project is to analyze passers-by in front of a building. Key Responsibilities: - Develop an AI system to process live webcam footage - Count and categorize objects as either people or bicycles - Provide insights on traffic analysis Ideal Skills: - Proficiency in AI and machine learning - Experience with object detection and counting - Knowledge in traffic analysis and urban planning Live footage on webcam : Example of solution :

I am looking to build an LMS (Learning Management System) website using Wix and a corresponding Android app built with Flutter. This project is centered on the education sector and entails the following key components: - Course Management: A user-friendly interface for course creation, modification, and deletion. Administrators should be able to manage courses effortlessly. - User Progress Tracking: An integrated system that allows tracking of user progress throughout their courses. This should include completion rates, time spent on each module, and assessment scores. - Payment Integration: A secure and smooth payment gateway for course enrolments and subscriptions. Course Content: The courses will be diverse and include: - Video Lessons: High-quality video content that can be st...

I'm in need of a seasoned InDesign designer to create a series of engaging educational exercises with instructions i will provide Deliverables: - InDesign idml files - PDF versions of the exercises Ideal Candidate: - Proficient in Adobe InDesign - Experience in creating educational materials - Understanding of adult learning principles - Able to design materials covering various subjects - Excellent attention to detail and design aesthetics.

I'm looking for a skilled developer to create a neural search engine that focuses on speeding up search results, primarily indexing text documents. The project also involves integrating a chatbot assistant into the sy...documents. The project also involves integrating a chatbot assistant into the system. Key Responsibilities: - Develop a neural search engine that prioritizes speed without compromising accuracy. - Implement a robust system for indexing and retrieving text documents. - Create a chatbot assistant to facilitate user interaction with the search engine. Ideal Skills: - Proficient in AI and machine learning. - Experienced in developing search engines and chatbots. - Strong understanding of text document indexing and retrieval. Please include your relevant experien...

...machine learning tasks. Key Responsibilities: - Remote access to my PC to build an environment supporting ML tools, predominantly TensorFlow and PyTorch. - Configuration of an image database and relevant file structure. - Coding of a Python script to build upon an existing crack detection model, in the training of a custom model. See video tut: - Integration of an existing .json file that contains annotations in COCO 1.0. - Testing of the script on unannotated imagery and generating output. Requirements: - Proficient in Python programming with extensive experience in machine learning tools. - Familiarity with the Jupyter Notebook programming environment. - Previous experience in setting up and configuring Windows PC for machine learning tasks is

I'm seeking skilled developers for ongoing RISC-V projects. Key requirements include: - Proficiency in Assembly, Verilog, and C - Strong background in RISC-V code development and programming - Understanding of RISC-V hardware - Familiarity with Linux development is a plus This is a unique opportunity for repeat contract development on long-term projects. I welcome all applicants and promise to respond to everyone. Connect with me to discuss project specifics.

Looking for someone to run this code and tell me what issues are occurring - if any. I'm python and database developer learning swift and flutter the code snippets attached cover both the Flutter and Swift components necessary to implement a basic video recording app using AVFoundation for video capture and metadata embedding, while displaying the camera feed in real-time using a platform view in Flutter. Here's a summary of the complete setup:

...learner, I'm seeking a seasoned Data Scientist to help me deepen my understanding and skills in various areas. Key Areas of Focus: - Machine Learning Algorithms: I would like to gain a comprehensive understanding of different algorithms and their applications. - Data Visualization: I need assistance in mastering this crucial aspect of data science. - Statistical Analysis: I want to enhance my skills in this area. - Data Interpretation: Teach me how to interpret data effectively. - Big Data Tools: I wish to get familiarized with some of the tools used in big data. The ideal tutor will have: - Extensive experience in data science and machine learning. - Strong teaching skills, able to simplify complex concepts. - Hands-on experience with big data tools. - Proficiency...

I'm seeking a beginner-level assistant for my regular work. Your primary tasks will involve conducting research and creating simple PowerPoint presentations on given topics. Key Responsibilities: - Researching topics and creating simple PPTs - Hiring and interviewing team members - Managing existing team and content in excel Skills and Experience: - Strong communication skil...simple PPTs - Hiring and interviewing team members - Managing existing team and content in excel Skills and Experience: - Strong communication skills English/Hindi - Proficiency in Excel and PPT Ideal Candidate: - A college student with a working computer - Looking for long-term work - Flexible with working hours Please note: - We will connect over a call on Saturdays or Sundays for planning and learnin...

Hello mate, looking forward to cooperate with you.

I'm an experie...specializing in teaching children Abacus, drawing, and handwriting/calligraphy. I'm looking for a freelancer who can assist in creating and delivering engaging, age-appropriate lessons. Key Responsibilities: - Develop fun and educational content focused on Abacus, drawing, and handwriting/calligraphy. - Deliver lessons in an engaging and interactive way to keep children interested and excited about learning. - Tailor lessons to suit the varying needs and abilities of different children. Ideal Skills and Experience: - Prior experience in teaching children, particularly in art and abacus. - Strong skills in drawing and calligraphy. - Excellent communication and interpersonal skills to connect with children. - Creative and able to think outside the box to ...

I'm seeking a beginner-level assistant for my regular work. Your primary tasks will involve conducting research and creating simple PowerPoint presentations on given topics. Key Responsibilities: - Researching topics and creating simple PPTs - Hiring and interviewing team members - Managing existing team and content in excel Skills and Experience: - Strong communication skil...simple PPTs - Hiring and interviewing team members - Managing existing team and content in excel Skills and Experience: - Strong communication skills English/Hindi - Proficiency in Excel and PPT Ideal Candidate: - A college student with a working computer - Looking for long-term work - Flexible with working hours Please note: - We will connect over a call on Saturdays or Sundays for planning and learnin...

I'm in search of a seasoned Software Engineer, proficient in HTML/CSS/JavaScript and a native German speaker, to aid in the training of an AI model. This role requires a blend of advanced coding capabilities and an enthusiasm for AI development. Key Responsibilities: - Develop AI Training Content: You'll be tasked with creating intricate coding prompts and responses to facilitate AI learning. The objective is to ensure our models possess a deep understanding of various programming languages. - Optimize AI Performance: Your primary focus will be to evaluate and rank AI responses, thereby enhancing the model’s accuracy in coding contexts. - Ensure Model Integrity: Testing AI models for potential inaccuracies or biases will be crucial. Your role will validate the model...

...the items. - It should be able to identify the quantity of items in a lot. - It should categorize types of items (e.g. diecast car, model kit, locomotive, teddy bear, etc.) - The AI should recognize the manufacturer of the item when applicable (e.g. if visible on the box). - Plus be able to learn from use and therefore improve in time. Ideal Skills and Experience: - Proficient in AI and Machine Learning. - Experience in developing applications for auction platforms. - Understanding of collectibles, specifically toys and models, would be a plus. - Strong skills in image recognition technology. Please note, the platform for integration hasn't been decided so initially, needs to be application that generates a csv export. The application should be able to handle multiple ima...

Position Summary: We are looking for a rigorous and competent data entry professional to ensure the entry, processing and management of data in our systems. The ideal candidate will be proficient in office tools such as Word, Excel, Google Sheets, and will also have skills in data security and the use of Adobe InDesign. Responsibilities: - Enter, verify and update data accurately in databases or documents. - Organize and structure files and databases for optimal accessibility. - Use tools such as Microsoft Word, Excel, and Google Sheets for data management. - Respect data security protocols to guarantee the confidentiality and integrity of information. - Create or modify graphic documents and media using Adobe InDesign. - Produce detailed reports and share them wi...

I'm looking for an experienced developer to create a Learning Management System (LMS) software for my education-oriented website. I already have a domain name and also paid for hosting which the developer would utilize. The key features of the LMS are - Course management: You will need to implement a seamless system for creating, editing, and managing courses on the platform. - User management: The LMS should allow us to maintain user profiles and roles, facilitate user registration, and track user interaction with the learning materials. - Content management: This includes managing the various learning resources and materials, ensuring they are organized and easily accessible to users. - Promotions: There should be a means of generating promotional codes on the ...

I'm looking for a talented web developer with machine learning experience to create a responsive, colorful, and vibrant web application for predicting plant leaf diseases using a Convolutional Neural Network (CNN). Key Features: - Users should be able to upload pictures of their plants and receive: - The name of the disease - An overview of the symptoms - Preventive measures - Treatment options - Recommended fertilizers - The application should include a login page with email and password authentication. Ideal Skills: - Proficiency in web development - Machine Learning expertise, specifically in CNN - Experience in creating colorful and vibrant web applications - Strong understanding of UX/UI design principles - Knowledge of implementing secure a...

I'm seeking an experienced C++ tutor who can guide me through intermediate C++ concepts, with a specific focus on object-oriented programming. The sessions should be live coding experiences, allowing for real-time interaction and hands-on learning. Ideal Skills and Experience: - Proficient in C++ with a deep understanding of object-oriented programming - Experienced in delivering live coding sessions in an engaging and comprehensible manner - Able to tailor sessions to an intermediate level of understanding - Excellent communication skills and patient demeanor

...strategies, test plans, and test cases for the Baidu Click and Filtering System, ensuring that the system meets the expected functionality and performance in data collection, real-time detection, and offline analysis. **Automation Testing & Tool Development** - Develop and maintain automation testing scripts and tools for modules such as click data monitoring, anti-fraud detection, and machine learning models. - Build an automated testing framework integrated with the CI/CD process to ensure continuous testing and prompt feedback. - Create Python-based tools for automated testing, ensuring secure handling of data and incorporating encryption/decryption functionalities as needed. **Test Environment Setup & Attack Simulation** - Create simulation environments that mimi...

I'm seeking a Python instructor who can provide written tutorials and exercises specifically designed for absolute beginners. The primary focus will be on understanding Python syntax and control structures, with an emphasis on practical challenges and problem-solving tasks. Key Areas of Focus: - Grasping Python syntax: variables, data types, operators - Mastering control structures: if state...loops - Applying functions, conditionals, and error handling - Getting acquainted with lists, dictionaries, and sets - Exploring simple file I/O operations Ideal Candidate: - Proven experience in teaching Python to complete beginners - Exceptional ability to simplify and clearly explain programming concepts - Proficient in designing practical challenges and problem-solving tasks for hands-on ...

Would like get a software program to track instructor and student timing across different modules in a truck driving training environment can be highly beneficial for ensuring efficient learning, performance tracking, and improved curriculum management. Here’s a breakdown of key features and functionalities that you might want to consider a program: 1. User Roles and Access Control: Instructors: Can view student progress, assign modules, and monitor the timing for each task. Also, The maintain a proper daily work of an instructor with students name and DL number Admin: Can manage users, Can see registration details of the students, oversee training schedules, generate reports, and make adjustments to the curriculum. 2. Core Features: Module Tracking: Each module (e.g., Theor...

I'm looking for a talented developer to create a cross-platform mobile learning management system using Flutter. The app should be compatible with both Android and iOS, featuring course browsing, video streaming, progress tracking, and assessments. On the backend, Laravel will be used to manage courses, track user progress, and generate performance analytics. The Admin panel needs to be robust, allowing for course uploads, user management, and comprehensive reporting capabilities. Key Aspects: - Cross-platform compatibility: Android and iOS - User-friendly mobile app with key LMS features - Comprehensive Laravel backend for course and user management - Detailed Admin panel for oversight and control Please provide a detailed quote for the project, including a breakdown of the...

Project Title: Development of an Online Learning Portal with React and Node.js Project Description: We are looking for a skilled freelance developer or a development team to build a fully functional online learning portal. The portal will be developed using React for the frontend and Node.js for the backend, ensuring a seamless integration between the two. The project will involve several key components, including user authentication, course management, video/content delivery, and payment integration. Key Requirements: Backend Development: Set up a RESTful API using Node.js and Express. Implement user authentication using JWT (JSON Web Tokens). Develop a database schema using MongoDB for storing user data, courses, and other relevant information. Create endpoints for CRUD...

...strategies, test plans, and test cases for the Baidu Click and Filtering System, ensuring that the system meets the expected functionality and performance in data collection, real-time detection, and offline analysis. **Automation Testing & Tool Development** - Develop and maintain automation testing scripts and tools for modules such as click data monitoring, anti-fraud detection, and machine learning models. - Build an automated testing framework integrated with the CI/CD process to ensure continuous testing and prompt feedback. - Create Python-based tools for automated testing, ensuring secure handling of data and incorporating encryption/decryption functionalities as needed. **Test Environment Setup & Attack Simulation** - Create simulation environments that mimi...

I'm looking for a custom-built AI that can serve as a versatile call assistant, primarily aimed at the contractor industry. The AI should be cloud-based and designed to support both English and Spanish. Key features include: - Handling and transferring phone calls - Learning from websites or Google My Business - Using a realistic, bilingual voice - Transcribing and summarizing calls - Sending text messages to notify of incoming call - Fully customizable for future enhancements - Multi-business support on a single platform - Naming each AI instance - Emailing messages derived from phone calls - Recognizing and tracking repeat callers - Returning calls from hang-up callers -Ability for this AI to be scaled and sold as a subscription to other business The ideal c...

I'm looking for a skilled developer to create a robust ASP.NET Core MVC web application on a topic E-learning Platform. The application will require: General Conditions for Project: Project web application design (function requirements, design/class diagram/database diagram and gross UI). ASP.NET Core MVC Web application (version 8.x or higher) The application can be created completely in this technology, or can only be used for back-end, eg in the form of web API. Even so, the project must meet the conditions of use of MVC, multilayer architecture, object programming. Also, the SQL code line must not appear in the web project to separate the web page and database code (the exception is the call of SQL procedures - but make sure you know what "SQL procedure" and &qu...

...verbal and written, with prior experience using tools like Gorgias and Shopify. Attention to Detail: Strong organisational skills and a high level of accuracy. Self-Starter: Ability to work independently and take initiative. Customer-Centric Approach: A passion for delivering exceptional service and resolving issues efficiently. Adaptability: Comfortable navigating fast-paced environments and learning new tools and processes. What We Offer: Supportive Team Environment: Join a friendly and collaborative team where your contributions are valued. Remote Flexibility: Work from anywhere while maintaining a healthy work-life balance. Exciting Challenges: Enjoy a dynamic role where no two days are the same. Growth Opportunities: Develop your skills and grow your career within a suppor...

I'm seeking a skilled freelancer to help me customize my Raspberry Pi 5 and Hailo setup for various AI and machine learning applications. The main uses will be computer vision tasks, natural language processing, and data analysis and prediction. Key Requirements: - Setup and configuration of Raspberry Pi 5 & Hailo - Customization for AI and machine learning tasks - Proficient in working with computer vision tasks, natural language processing, and data analysis - Proficiency in Docker for deployment. - Previous experience with object detection vision AI apps. - Knowledge of working with live camera feeds. - Ability to ensure seamless integration with a USB webcam, IP camera, and Raspi Cam - user and tool database interface for tool checkin/out management - copy tmux,...

...an experienced machine learning engineer to create a personalized health recommendation system. The system will provide tailored health and wellness suggestions based on user input, specifically focusing on lifestyle choices, particularly physical activity. Key Responsibilities: - Collecting and preprocessing relevant data - Selecting and training a suitable machine learning model - Deploying the model via an AI/ML platform The ideal candidate will have extensive experience with machine learning and data preprocessing. You'll need to create a system that improves its recommendations over time by leveraging user feedback. Additional features should include reminders and community support to boost user engagement and effectiveness. Skills Required: - Machine ...

...for all user levels. - Hosting live sessions, workshops, or webinars to offer hands-on learning opportunities. - Exploring and explaining blockchain technologies, smart contracts, DeFi, and crypto applications to enhance the understanding of our user base. Key Responsibilities 1. Develop focused and engaging content on blockchain and Web3 topics tailored to Metify users. 2. Lead interactive learning sessions to provide practical insights and applicable skills. 3. Collaborate with the Metify team to ensure content aligns with the platform's vision and educational goals. What We’re Looking For - Proven experience working with blockchain technology, Web3 platforms, or cryptocurrency projects. - A strong ability to create clear, actionable...

...investments. These logos will become the centerpiece of our brand identity, symbolizing excellence, growth, and forward-thinking education. Key Themes Entrepreneurship and Innovation: Symbolize growth, opportunity, and empowerment in business and investments. Showcase the academy as a hub for aspiring entrepreneurs and business leaders. Education and Knowledge: Incorporate elements that convey learning, progress, and mastery. Subtle nods to traditional academic symbols (books, graduation caps, laurel wreaths) are welcome if modernized. Strength and Foundation: The name "Trestle" evokes support, connection, and stability. Incorporate visual elements like bridges, structures, or interconnecting lines to reflect this meaning. Design Details 1. TrestleU Logo Focus: Slee...

I need assistance with understanding AWS, specifically EC2, S3, Lambda, and serverless. The goal is to learn AWS features through creating a general project setup. Key Requirements: - Expertise in AWS, particularly EC2, S3, Lambda, and serverless - Previous experience in tutoring or teaching - Ability to create a simple project setup for learning purposes - Excellent communication skills This project is aimed at helping me learn AWS features, not for deploying an application or improving a current setup.

...Vercel, or custom servers. The assistant will function as a full-time virtual developer, capable of understanding high-level instructions and delivering complete, functional solutions. Key Features: AI-Powered Code Generation: Integration of OpenAI models (e.g., Codex, GPT) for generating code based on user descriptions. Ability to understand natural language and user preferences. Continuous learning to improve over time. Development Scope: Backend: Development using frameworks like Node.js, PHP (Laravel), or Python (Flask/Django). Frontend: User-friendly interface built with modern technologies like React.js, Vue.js, or similar. Database Management: Support for MySQL, MongoDB, or equivalent solutions. Deployment Automation: Seamless deployment to platforms like Heroku, Verce...