Python program using reinforcement learning algorithm

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Hello Abdullahi! I hope you're well. I'm a senior Python developer with specializing in python app and web development. I've delivered more than 100 projects over time with 5* rating. Here are some of my skills necessary for this task. ➢ Python: Deep understanding of Python and libraries like Pandas, Numpy, Scipy, Plotly, scikit, re, poetry etc ➢ Frameworks: FastAPI, Flask, Django, Jinja and Mako ➢ Databases: MySQL, Redis, DynamoDB, Postgres, Oracle, MongoDB ➢ Async Communications: CQRS, Kafka, Redis, Celery, RabbitMQ, MQTT ➢ Source Code Management: Git, GitLab, Bit-bucket, SVN ➢ Project Management: Jira, Bugzilla, Trello & Asana ➢ Web Servers: Apache Tomcat, Apache Http, Nginx ➢ CI/CD: Jenkins, CircleCI, GoCD, ArgoCD ➢ Cloud Providers: AWS, GCP and Azure ➢ Containerisation: Docker, Kubernetes Best, Sonu

Hello there, As a Python Expert, I can create a Python program Traffic light control using a reinforcement learning algorithm PPO and sumo software together. Contact with me for more discuss. Thanks!

Hi, My name is Seyed Amirreza and I'm an experienced Python developer with the necessary skills to complete your project. I'm expert on Deep Reinforcement Learning and I already worked on model-based and model-free types of Reinforcement Learning. I have done a project on making a Poker environment for RL training of an agent to play Poker game. I worked on simulation of other games agents as player and different type of environments. I have finished some tasks on Deep Q-network and related concepts. My track record of success with similar projects is proof that I can deliver results quickly and accurately. If you're interested in hearing more about how I could help you, please don't hesitate to reach out! I can provide the requirements with minimum time and cost.

Merhaba Project Proposal: Automating Traffic Light Control Using Reinforcement Learning Introduction: This project aims to utilize reinforcement learning algorithms and the SUMO traffic simulation software to create a Python program for automated traffic light control. The ppo algorithm (Proximal Policy Optimization) will be used to provide the necessary optimisation and reinforcement learning capabilities to the system. The project seeks to help improve traffic flow in cities by using autonomous artificial intelligence and advanced robotics. Objectives: This project will focus on optimising traffic flow using the ppo algorithm and SUMO traffic simulation software. Specifically, the goal is to develop a Python program that can autonomously adjust the traffic light cycle, analyse traffic patterns, and adjust control signals accordingly to improve flow and reduce congestion. Methodology: This project will involve creating a Python program using the ppo algorithm and SUMO traffic simulation software. The program will have the capability to access real-time traffic data, analyse this data, and adjust traffic control signals accordingly. The algorithm will train itself on the data and modify control signals according to improved conditions. Results: The final product will be a Python program that can autonomously control the traffic light cycle and analyse traffic patterns to optimise traffic flow. The expected results are a significant reduction in traffic congestion and improved flow, allowing for the smooth and efficient transportation of people and goods. Conclusion: This project proposes to use the ppo algorithm and SUMO traffic simulation software to create a Python program to autonomously control traffic light cycles and optimise traffic flow. The expected results will improve transportation efficiency, reduce traffic congestion, and facilitate the safe and comfortable movement of people and goods across cities. Best regards, Giáp Văn Hưng

Hi, ⭐⭐ I am a full-stack Developer ⭐⭐ with experience in Python Software Architecture Machine Learning (ML). I have worked on many similar projects as I have a team of enthusiastic developers. We strive to give our best. Please contact me to discuss this in detail. Regards: ITtechsol

✅ Python Expert Here! ✅ Hi, How are u? I am very interested with your task now. I have checked your proposal carefully. I understand your requirement well. I have full experienced with Python, Machine Learning... I can complete your task perfectly in time. Please contact me and let's start your task right now. Thank you & Best regards!

Hello, I am very familiar with the requirements of your projects, and I can complete them quickly. Let's connect over chat to discuss this further. Regards,

Hi, I will do it in python or Java. It's really interested me Could you give more information? I need more details for giving you correct bid. What are exectly the requirements?

I understand that you are looking for a Python program using reinforcement learning algorithm PPO and sumo software to create a traffic light control system. I believe I am the perfect fit for this project because of my extensive experience in programming and freelancing in the field of AI and My expertise lies in module development, database management, user interface customization and report generation which makes me an ideal candidate for this project. Furthermore, I prioritize understanding my clients' business processes and maintaining constant communication while working on projects. This makes me successful at meeting customer expectations and ensures constant communication during the project development process. I am committed to delivering high-quality coding, timely project deadlines and teamwork during the project development process. If you would like to discuss further how my skillset would be useful for your project please feel free to reach out to me directly. Thank you for considering me for this position!

I am SOMYA and over 10 years of professional experience working with website development and mobile application development give me the insight to understand what it takes to create a Python program Traffic light control using a reinforcement learning algorithm PPO and sumo software together. With my extensive knowledge in software architecture, I am confident that I can develop the needed layers for the project quickly and accurately. Additionally, my experience in traffic light control gives me an edge over other freelancers who don't have similar expertise. I believe that my skillset makes me the perfect fit for this project and would love to help you bring your vision for the traffic lights to life! Please feel free to reach out if you have any questions or would like more information about me or my services.

I possess a strong proficiency in data processing, data entry, Excel, Machine Learning in Python and software architecture. My expertise in these areas complements my passion for data science, where I specialize in web scraping and data mining. Throughout my career, I've applied these skills to diverse projects spanning different domains, enabling me to extract valuable insights and tackle complex problems. Additionally, I prioritize ethical data practices to ensure responsible data handling in all my work.

Hello, i can be great help to you to implement reinforcement learning. I have already worked in optimization problem and i can also solve your problem too. Let me know.