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Coursework: Design and Build an Intelligent Problem-Solving Agent: Solving Route-Finding Problems For this assessment you are required to design and build a simulation (i.e., a virtual environment) and an intelligent virtual agent (e.g., a virtual robot that uses the virtual environment) that will plan routes through an environment, move along the planned routes and act and react to its environment. By the end of this task, you will have created a software simulator that simulates a virtual environment and an intelligent agent. You should build an autonomous intelligent agent using the module tools, namely, Unity and C#. Below is a detailed overview of key elements of this task. You are also required to write a short report (Suggested length: approximately 500 words (guideline, not strictly assessed) that outlines the principles of reinforcement learning and how it can be used to solve route-finding problems. Include at least two references and use the Harvard referencing system. Please note you must submit both this coursework (which also includes a short report) and the main report. A non-submission of either component will result in an automatic module fail
Project ID: 40526470
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65 freelancers are bidding on average €142 EUR for this job

⭐⭐⭐⭐⭐ ✅Hi there, hope you are doing well! I have experience building intelligent virtual agents and simulations using Unity and C# for route-planning and environment interaction projects. The key to successfully completing this project is implementing the autonomous agent's decision-making and navigation within the Unity simulation effectively. Approach: ⭕ Design and build the virtual environment in Unity with appropriate route challenges. ⭕ Develop the intelligent agent using C# to plan and navigate routes autonomously. ⭕ Integrate reinforcement learning principles to enhance the agent's problem-solving capabilities. ⭕ Produce the required report detailing reinforcement learning and route-finding application. ❓ Could you clarify specific reinforcement learning algorithms or techniques preferred? I am confident in delivering a fully functional simulated environment and intelligent agent meeting the coursework requirements. Thank you for your consideration. Looking forward to collaborating. Best regards, Nam
€200 EUR in 3 days
5.2
5.2

✋ Hi There!!! ✋ The Goal of the project:- DESIGN AND BUILD A UNITY BASED INTELLIGENT ROUTE FINDING SIMULATION WITH AUTONOMOUS AGENT BEHAVIOR AND REINFORCEMENT LEARNING IMPLEMENTATION. I carefully read the complete project description and understand that you need a Unity and C# based simulation with a virtual environment, an intelligent autonomous agent capable of route planning, movement, and environmental interaction, along with a supporting academic report on reinforcement learning with proper references. With 9+ years experience as a full stack developer and AI simulation specialist, I can deliver both the technical Unity implementation and the required academic support with clear structure and correctness. 1. Unity C# simulation with intelligent agent for route finding and environment navigation. 2. Reinforcement learning based decision logic for autonomous movement and path planning. 3. Technical report writing with explanations, references, and Harvard style formatting. I will provide UI design for simulation interface, environment setup, C# scripting, testing, debugging, documentation, and full source code delivery. I have worked on AI simulation projects, Unity based agents, and pathfinding systems using intelligent algorithms. Looking forward to chat with you for make a deal Best Regards Elisha Mariam
€103 EUR in 3 days
4.6
4.6

I understand you need an intelligent virtual agent capable of route-finding and environmental interaction, similar to the coursework requirements. My expertise lies in developing precisely these types of autonomous agents, having recently built a simulated logistics optimizer that dynamically rerouted delivery vehicles based on real-time traffic data, achieving a 15% reduction in travel time. My approach will involve creating a Python-based simulation environment using Pygame for visualization and core logic. For the agent, I'll implement a graph-based representation of the environment, employing algorithms like A* search for efficient route planning. State-space search and potentially reinforcement learning techniques will be explored for dynamic path adjustment and environmental reactivity. I'll structure the project with modular components for environment, agent, and pathfinding, ensuring clean code and scalability. To ensure we're perfectly aligned, could you clarify the expected complexity of the virtual environment (e.g., static obstacles, dynamic elements)? Also, is there a specific programming language preference beyond Python? I'm eager to discuss how my skills can deliver a robust and intelligent solution for your project.
€172 EUR in 21 days
4.2
4.2

Hi, there. I have carefully reviewed the project requirements for Intelligent Route-Finding Virtual Agent Creation. It is clear that you are looking for an intelligent way to automate your current workflows, and I would love to help you build a system that delivers measurable efficiency. My team and I specialize in AI automation and chatbot development that helps businesses in United Kingdom handle repetitive tasks without losing the human touch your customers expect. We focus on building stable, secure workflows using AI Development, Game Development that integrate seamlessly with your existing platforms to reduce manual workload and improve response times. Our goal is to provide you with a solution that is not a black box, but a documented and manageable system that scales as your business grows. We have successfully implemented automations that allow teams to focus on strategy instead of administration. To help me put together the most efficient roadmap for your project, I have one quick question: What is the most time consuming part of this workflow that you are currently handling manually, and which platforms are you looking to integrate? Knowing this helps me determine the most effective technical path to ensure the automation provides the highest return on your investment. I am available for a discovery call to discuss your automation roadmap whenever you are ready. Best regards Kausar and the Team
€180 EUR in 3 days
4.9
4.9

Hi There!!! ★★★★ ( Build an intelligent Unity-based route-finding agent with reinforcement learning and complete documentation ) ★★★★ I understand you need a Unity and C# based intelligent route-finding simulation featuring an autonomous agent that can plan routes, react to its environment, and include a short report explaining reinforcement learning with Harvard references. The solution should be well-structured and easy to understand. ⚜ Unity & C# simulation development ⚜ Intelligent route-finding agent ⚜ Reinforcement learning implementation ⚜ Interactive virtual environment ⚜ Well-commented, clean code ⚜ Technical report with Harvard references ⚜ Testing and final documentation I have 6+ years of experiance developing AI simulations, Unity applications, and intelligent agent systems. I enjoy building clean, modular solutions that are reliable and easy to maintain. My approach is to design the environment first, implement the autonomous agent using suitable AI techniques, then deliver documented code and a clear report. I'd be glad to discuss your requirements and share relevent work samples. Warm Regards, Farhin B.
€110 EUR in 10 days
4.2
4.2

Hi, I am a Unity AI Simulation Developer with experience in C#, Unity, intelligent agents, pathfinding systems, and AI-based simulations. For this project, I can design and build a virtual environment in Unity and develop an autonomous intelligent agent capable of planning routes, navigating the environment, and responding to dynamic conditions. I can implement suitable route-finding or reinforcement learning techniques, document the design decisions, and prepare the required report explaining reinforcement learning concepts, route-finding applications, and references using the Harvard referencing format. I focus on clean, well-structured Unity projects with clear documentation so the simulation, source code, and report are easy to understand and evaluate. I'm an individual freelancer and can work on any time zone you want. Please contact me with the best time for you to have a quick chat. Thanks. Emile.
€250 EUR in 7 days
3.9
3.9

Building a robust and efficient simulator to solve complex route-finding problems is in my domain of expertise. I am well-versed in C# programming, a skill crucial for creating your solution, as well as Unity - the acclaimed platform this project calls for. Having worked on various game development projects, I am experienced in building virtual environments and designing intelligent agents that can interact effectively with their surroundings. Moreover, my proficiency in PHP and Node.js adds an extra layer to my profile; it fosters efficient data storage and retrieval, a crucial element when dealing with sophisticated simulations like the one you intend to create. This skill also ensures that your solution will be future-proof and scalable to meet any changes or expansions. To the Harvard-referenced 500-word report, don't fret! Producing comprehensive and insightful write-ups is one of my strengths. I will showcase my thorough understanding of reinforcement learning principles in the context of route-finding problems. You can expect an exceptionally structured and articulate report garnered from reliable sources. In collaboration with you, I'll deliver a polished product while ensuring all criteria are met without compromise
€140 EUR in 2 days
3.6
3.6

Hello, I can support this project with a clean and maintainable approach. I will keep the delivery simple: confirm the setup, build the required part, test it, and hand it over clearly. My focus would be responsive front-end work with a clean component structure. A few quick questions: - Should the solution be optimized for future scaling, easier maintenance, or a simple handover? - Is there any current codebase, admin panel, or documentation I should review first? Regards, Houssame
€140 EUR in 7 days
3.7
3.7

Hi, As a Systems and Automation Engineer with extensive experience building algorithmic models, state-machine sequences, and bridging simulation environments with intelligent control logic, I can design and build your route-finding virtual agent and software simulator in Unity and C#. My Execution Plan: ✅ Unity Simulator & Environment: I will construct a clean, modular virtual environment in Unity, mapping the required obstacles and paths. I'll develop the input/output sensor structures in C# to allow the virtual robot to accurately perceive and react to its environment in real time. ✅ Intelligent Route-Finding Agent: I will implement the autonomous path-planning algorithms and decision-making step-chains using structured C# scripts, ensuring clean navigation along planned routes and robust reactive logic when encountering obstacles. ✅ Reinforcement Learning Report: I will draft the 500-word technical report outlining the principles of Reinforcement Learning (Markov Decision Processes, rewards, exploration vs. exploitation) applied to route-finding, fully cited with a minimum of two academic references using the Harvard referencing system. I specialize in creating clean, well-commented, and simulation-ready code frameworks according to best software practices. I am ready to review your specific environment constraints and grading rubrics to begin building. Best regards, Zakaria L.
€250 EUR in 7 days
3.5
3.5

As the world becomes increasingly reliant on artificial intelligence, there's an unmistakable demand for professionals who can apply this technology effectively across various sectors. I, Sunil, lead a team of dedicated and skilled developers, including AI specialists, who have successfully developed and implemented AI solutions for more than 12 years. Our areas of expertise include NLP, Reinforcement Learning (RL), and much more. Building upon our experience with Unity and C#, we have developed numerous intelligent agent systems that align perfectly with the objective of your project – to simulate a virtual environment and design an intelligent agent for route-finding. Our proficiency in using RL algorithms, such as Q-Learning and SARSA from Sutton's book "Reinforcement Learning: An Introduction", will enable us to create an autonomous, adaptable agent capable of learning from its surroundings.
€30 EUR in 7 days
3.3
3.3

Hi there, I will build an autonomous route-finding agent inside Unity using C# and reinforcement learning to simulate planning, movement and environment reactions for your coursework submission. - Implement a Unity scene with grid/graph environment and train an RL policy (Q-learning/DQN or ML-Agents integration) for route planning and obstacle handling - Deliver runnable Unity build, agent runtime with route execution logging, and a 500-word Harvard-referenced report explaining reinforcement learning applied to route-finding - Provide source code, training checkpoints and sample episodes for reproducibility - Risk/quality-control: backup checkpoint and staged training with post-deploy validation and rollback plan Skills: ✅ Unity ✅ C# ✅ Reinforcement Learning ✅ Artificial Intelligence ✅ simulation Certificates: ✅ Microsoft® Certified: MCSA | MCSE | MCT ✅ cPanel® & WHM Certified CWSA-2 Available to start immediately; Do you want training to run inside Unity with ML-Agents or a C#-only simulation with a pre-trained model? Price: 70 EUR · Delivery: 2 days.
€70 EUR in 2 days
3.2
3.2

Hello, I can help you design and build your Unity-based simulation for route-finding, including the intelligent agent in C# that navigates a virtual environment, plans routes, and reacts to obstacles as required for your coursework. I will set up the Unity scene, implement the autonomous agent logic (pathfinding and/or reinforcement learning depending on your requirement), and ensure the system demonstrates clear movement, decision-making, and environment interaction. I will also support you with the written report by clearly explaining reinforcement learning principles, route-finding approaches, and providing properly structured Harvard-style references so it meets academic expectations. The goal will be to deliver a complete working simulation plus a well-structured report that aligns with your grading criteria.
€140 EUR in 7 days
2.8
2.8

With a name like mine, Pallvi, not only am I an AI Engineer but your personal problem-solving companion. My career has been built upon crafting innovative solutions using the power of AI. From my skill set, it's evident that I possess the necessary qualifications to lead your route-finding virtual agent project to success. With expertise in Unity and C#, I can build a sophisticated, autonomous intelligent agent for you. My proficiency extends beyond simple execution - I can employ sophisticated techniques like Reinforcement Learning to solve complex route-finding problems efficiently. Additionally, as a AI Video creator and Full-Stack developer, not only can I design and program the simulator you seek on Unity and C#, but also provide comprehensive documentation analyzing in detail how reinforcement learning principles apply to solving the task. By entrusting me with this project, you acquire an unwavering focus on delivering quality on time. Collaborative communication is vital to map out every detail of your vision, and my experience has taught me the immense importance of regular updates. Remember, 'V' of 'RVFA' stands for value addition - rest assured that with me that's precisely what you'll receive. Let's create an intelligent agent together that breaks new ground and elevates your coursework!
€100 EUR in 3 days
2.6
2.6

Hello! As per your project post, you are looking to design and build an intelligent route-finding agent in Unity using C#, along with a virtual environment simulation and a supporting report explaining reinforcement learning concepts and their application to route-planning problems. My focus will be on developing a structured Unity simulation where an autonomous agent can perceive its environment, plan routes, navigate toward goals, and react dynamically to obstacles or changing conditions. Depending on the coursework requirements, I can implement reinforcement learning concepts or combine them with pathfinding techniques such as A* to demonstrate intelligent decision-making and route optimization. I have experience with Unity, C#, AI agents, pathfinding algorithms, simulation environments, and academic software projects. In addition to the implementation, I will provide a clear, well-documented codebase, testing evidence, and a concise report covering reinforcement learning principles, route-finding applications, and Harvard-style references. Let’s discuss your assessment criteria, marking rubric, and submission requirements so I can deliver a complete solution that meets both the technical and academic objectives. Best regards, Prateek
€140 EUR in 7 days
2.6
2.6

༺❖༻ Dear Client ༺❖༻ Thanks for posting about my specialist area. Your requirements align perfectly with my experience in Unity development, AI simulation, and reinforcement learning-based agent design. I’ve built Unity-based simulations where autonomous agents navigate virtual environments using pathfinding algorithms such as A*, Dijkstra, and basic reinforcement learning structures. My focus is always on creating clear, modular systems where the agent can perceive the environment, make decisions, and adapt its movement logic in a structured and explainable way. For your project, I will design and implement a Unity simulation in C# that includes a virtual environment and an intelligent agent capable of route planning and movement execution. The agent will be structured to support route-finding logic and reactive behavior within the environment, demonstrating core principles of autonomous decision-making. In addition, I will write a concise academic report (~500 words) explaining reinforcement learning principles and how they apply to route-finding problems, including proper Harvard-style references as required. The final delivery will include the Unity project files, fully working simulation, and the written report, ensuring both technical and academic components are completed correctly. Best regards, Glenn Bondoc
€100 EUR in 7 days
2.4
2.4

Hi, I will design and build an intelligent problem-solving agent in Unity using C#. The agent will effectively navigate a virtual environment by planning and executing routes while adapting to dynamic elements within the simulation. My experience with AI and game development, particularly in Unity and C#, ensures a robust implementation of reinforcement learning principles to optimize the agent's route-finding capabilities. I’ll create a comprehensive software simulator that allows for real-time interactions, providing a clear demonstration of the agent's decision-making process. Additionally, the short report will detail the reinforcement learning concepts applied, along with two scholarly references formatted in Harvard style. To ensure clarity and effectiveness, I’ll incorporate feedback loops for the agent and establish a solid framework for future enhancements. Let's discuss any specific requirements or features you'd like to see included. Thank you.
€156 EUR in 7 days
1.9
1.9

Drawing on my extensive background in AI Development, I am uniquely positioned to design and build an impressive simulation environment and intelligent agent for your project. With a sharp focus on delivering measurable business outcomes, my solutions align technical expertise with your specific objectives. Having worked across multiple sectors including finance, healthcare, insurance, and enterprise environments means I am more than capable of interpreting and applying the principles of reinforcement learning to solve your route-finding problem. My prowess in Cloud Data Engineering is another asset that would play to the advantage of your project. Alongside leveraging technologies such as Unity and C#, I am highly skilled in AWS and Azure which are essential components for building scalable, production-ready systems. Taking into consideration this requirement of yours, my experience in data lakes, data warehouses, ETL/ELT pipelines, and more can contribute significantly to maintaining high-performance levels, security and cost efficiency within your virtual environment. Lastly, as someone who highly values the blend of technology and business goals, I commit myself to developing not just an intelligent agent but one which goes beyond strict assessment guidelines by allowing end-users like you to gain operational insights from the output generated.
€150 EUR in 10 days
2.1
2.1

Hi how are you doing, A detailed coursework like this one, blending simulation with intelligent agents and a report, can feel like a lot to manage. It's often best approached with a clear sequence of steps. Here's a thought on the initial approach: * Week 1: We'd focus on outlining the Unity environment structure and the core C# components for agent movement, alongside structuring the reinforcement learning report. * Week 2: Development of the virtual environment and initial agent movement logic. We would also start drafting the RL principles and route-finding sections of the report. The project elements mentioned are very much within my usual scope, particularly the design of intelligent systems. Getting this done efficiently and to a high standard is certainly achievable. Happy to chat about how my experience with AI tools and full-stack development can bring this coursework to life for you.
€30 EUR in 7 days
0.0
0.0

Hi there, I just read your posting. It sounds like you need an experienced software engineer who can help build, improve, and maintain a reliable solution using Unity, Autonomous AI, AI Development, Game Development, Simulation, Artificial Intelligence, Reinforcement Learning and C# Programming. I am a software engineer with 12+ years of experience designing and developing web, cloud, automation, and enterprise applications. I specialize in building scalable, maintainable, and production-ready solutions while ensuring high code quality, performance, security, and long-term stability. I can help review your requirements, identify the most effective technical approach, and implement the solution professionally. Whether the work involves backend development, frontend development, API integrations, cloud infrastructure, databases, automation, AI solutions, troubleshooting, performance optimization, or system architecture, I can help deliver the project successfully. I focus on clear communication, clean code, and practical solutions that align with business goals. My objective is not only to complete the immediate task but also to create a solution that is easy to maintain and extend in the future. Let me know if my profile looks interesting, and we can set up a time to talk. Best regards, Elijah M.
€200 EUR in 3 days
0.0
0.0

Hi there, Your Unity coursework needs a working route-finding virtual agent, not just theory or disconnected code. I have spent the last 7 years solving exactly this type of problem, and I can build the Simulation environment, implement route planning and agent movement in C# Programming, then explain how Reinforcement Learning applies to route-finding in a concise Harvard-referenced report. I will structure the Unity scene, define states/actions/rewards, add obstacle-aware navigation behaviour, test the agent’s reactions, and keep the code clear for demonstration. Would you like the agent to use a grid-based route planner first, then demonstrate Reinforcement Learning concepts through rewards and behaviour? Best regards, Generoso III
€250 EUR in 7 days
0.0
0.0

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