IA e Machine Learning na área de telecomunicações

$250-750 USD

Avslutat

Publicerad

25 dagar sedan

$250-750 USD

Betalning vid leverans

Projeto : Otimização de Rotas em Redes de Telecomunicações Objetivo do Projeto: Utilizar IA para otimizar a rota de transmissão de dados, minimizando a latência e maximizando a eficiência da rede. Passos do Projeto: Coleta de Dados: Coletar dados de tráfego de rede, incluindo latência, largura de banda, carga de tráfego, e características da rede como topologia e capacidade dos enlaces. Utilizar ferramentas de monitoramento de rede para coletar dados em tempo real. Análise e Pré-processamento dos Dados: Analisar a topologia da rede e identificar os pontos de gargalo e os caminhos mais utilizados. Pré-processar os dados, incluindo normalização de dados e identificação de padrões de tráfego. Modelagem de Problema de Otimização: Modelar o problema de otimização de rotas como um problema de programação matemática ou um problema de aprendizado por reforço. Escolher algoritmos de otimização adequados, como algoritmos genéticos, algoritmos de roteamento baseados em heurísticas ou métodos de aprendizado por reforço. Treinamento do Modelo: Treinar o modelo usando dados históricos de tráfego de rede e características da rede. Avaliar o desempenho do modelo usando simulações ou testes em um ambiente controlado. Implementação do Modelo: Implementar o modelo em um controlador de rede ou sistema de gerenciamento de tráfego. Automatizar a seleção de rotas otimizadas com base nas previsões do modelo. Avaliação Contínua: Monitorar continuamente o desempenho das rotas otimizadas. Realizar ajustes no modelo conforme necessário para lidar com mudanças na topologia da rede ou padrões de tráfego.

Python

Tensorflow

Project ID: 38017742

Om projektet

12 anbud

Distansprojekt

Senaste aktivitet 24 dagar sedan

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12 frilansar lägger i genomsnitt anbud på $608 USD för detta uppdrag

@merinsinha

I can do it. As 9+ years experiences in these field. I can give good quality work. I have read the guidelines of your work.I believe that i can provide you the best quality works you are anticipating from this platform give me a chance to show you the best i can do at your service.

$500 USD Om 7 dagar

4,4

(45 omdömen)

5,5

@soramaru

Hello! With a solid experience of over 5 years in full-stack development, I believe I am the right fit for your project. I have a strong command over multiple programming languages and utilities including Python, which is essential for the utilization of AI and Machine Learning techniques in this project. I also possess an excellent understanding of backend processing requirements which will greatly enhance the process of data collection, analysis, pre-processing, modeling, training, implementation and continuous evaluation of the model, as outlined in the project steps. Moreover, my proficiency with databases and cloud services like AWS and GCP will contribute significantly in handling the vast amount of data required for optimizing data transmission routes in telecommunications networks. From utilizing machine learning algorithms to genetic algorithms and heuristic-based routing algorithms, I can comfortably tackle every stage of this project - ensuring not just latency minimization but maximizing network efficiency as well. Thanks

$500 USD Om 7 dagar

5,0

(2 omdömen)

4,0

@ail5a9f298b597ed

As an expert in telecommunications network optimization, I'm prepared to lead the development of your project, utilizing artificial intelligence to maximize efficiency and minimize latency in data transmission. With a data-driven approach, the project steps will encompass everything from data collection and analysis to the implementation and continuous evaluation of the route optimization model. My expertise includes using machine learning algorithms and mathematical programming techniques to solve complex routing problems. Let's collaborate to boost the performance and reliability of your telecommunications network.

$650 USD Om 7 dagar

5,0

(9 omdömen)

3,8

@engrhassanwali

As an experienced Freelancer with a strong background in mechatronics, robotics, and computer science, I am confident in my ability to successfully complete your project on IA e Machine Learning na área de telecomunicações. With regards to your project's need for utilizing AI to optimize data transmission routes, my expertise in machine learning and path planning algorithms perfectly aligns with this objective. My experience in using algoritmos de otimização specialized tools for data collection and preprocessing like python and MATLAB/SIMULINK will ensure efficient pre-processing of network traffic data for this project. In addition, my skills extend into reinforcement learning which could prove helpful in modeling your problem of optimizing routes by choosing proper algorithms. Furthermore, the pre-defined steps of the projects such as training model with historical network traffic data and networking can be effectively executed using software such as VS Code and Python that I master. In conclusion, I am positive that my comprehensive skill base in computer science combined with hands-on experience in analyzing complex data means I am the freelancer who can deliver results that both meet your unique needs and exceed your expectations.

$750 USD Om 18 dagar

3,6

(3 omdömen)

3,7

@azizaulikah12

My name is Aziza Ulikah, an experienced developer in the field of AI and ML with a specialization in Python and Tensorflow. Having worked on a wide range of projects involving machine learning, I am uniquely positioned to take on your route optimization challenge in the telecommunications industry. I understand that smooth and efficient transmission of data plays a crucial role in the success of any network. By leveraging cutting-edge AI technologies, and combining them with my strong problem-solving mindset, I can deliver high-performance models to effectively minimize latency, maximize network efficiency, and ensure the best possible user experience. In addition to my technical skills, my experience in working with real-time data and conducting comprehensive analysis will be pivotal in your project. This includes collecting network traffic data using advanced monitoring tools, conducting thorough preprocessing to identify patterns and potential bottlenecks, as well as training models by learning from historical data. I'm motivated by challenging projects that require innovative solutions and I believe this job aligns perfectly with my skill set. Trusting me with your optimization needs means hiring someone who is dedicated to staying at the forefront of the field and delivering beyond your expectations. Let's maximize your network efficiency together!

$500 USD Om 7 dagar

4,2

(1 omdöme)

2,9

@derekjlaporte

As an experienced full-stack developer, I bring a wealth of skills that could be highly valuable for your telecommunications network optimization project. Having worked with various programming languages including Python, Java and Golang- the foundation of Machine Learning implementation, I am well equipped to handle the data collection, analysis, modeling, and implementation stages of your project. I have also been involved in using IA and Machine Learning techniques to optimize processes ranging from routing algorithm performance to load balancing. I can leverage my extensive experience with web development frameworks like Angular, React and Vue.js to provide appropriate tools for monitoring network traffic in real-time. My proficiency in databases including MySQL, PostgreSQL, and MongoDB also affords me scalability options that can accommodate expanding datasets as your project evolves. In addition, my strong knowledge in utilizing cloud services like AWS will help reduce costs for data storage during simulations and evaluations. Lastly, my experience in incorporating third-party SDKs like Facebook and Firebase into applications demonstrates my ability to quickly adapt and integrate new technologies into existing systems. All these skills come together for one goal: to optimize network performance using machine learning algorithms that demand efficiency. So let's team up on this exciting project and revolutionize your telecommunications network.

$600 USD Om 7 dagar

4,2

(1 omdöme)

1,2

@dionisio729

Hello As I am a professional AI and ML expert using Python and tensorflow, I can complete your project perfectly. I have some questions about your project. 1. What specific metrics or criteria should be used to measure the success of route optimization? For example, are there specific targets for minimizing latency or maximizing network efficiency? 2. Could you provide more details about the network monitoring tools that will be used for data collection? Are there any specific tools or technologies already in place, or are there preferences for certain types of tools? 3. What types of network traffic data need to be collected? Are there any specific parameters or attributes that are particularly important for the optimization process, such as latency, bandwidth, traffic load, or network characteristics? 4. Could you provide more information about the network topology? Is it a hierarchical structure, a mesh network, or a combination of different topologies? Are there any specific characteristics or constraints that need to be considered during the analysis and optimization process? 5. How frequently should the network traffic data be collected? Is real-time or near real-time data necessary, or can data be collected at regular intervals? 6. Are there any specific requirements or preferences for data preprocessing techniques? For example, do you have any normalization methods in mind or specific traffic patterns that need to be identified? Thanks

$900 USD Om 7 dagar

0,0

(0 omdömen)

0,0

@Dimitarg1

Hello client --??I wish you the best of luck in everything with you.??-- I am a professional Python developer with 7+ years of experience in Python such as web scraping, algorithm, bot, Flask , Django and Machine Learning such as NLP, Deep Learning and Artificial Intelligence , Tensor Overflow, CNN, Image processing and OCR.. Until now, I have developed many projects and then I could gave the pleasure to clients My last project was one that used the Django and Rasa Also I have done many Image processing and machine learning project I can start working immediately if you give your project. please feel free to contact me I am looking forward to hear from you I would love to work on your project. Best Regards

$500 USD Om 7 dagar

0,0

(0 omdömen)

0,0

@danielttt972

----- Deep Learning ----- Hello! I’m an expert on machine learning, deep learning and image and audio processing. I have extensive experience in deep learning-based classification models such as CNN, RNN and MTCNN. I can help you with this task to my full potential. My area of interest is statistical analysis of datasets and implementing machine learning / deep learning models. I can work in the following areas using Python (Tensorflow, Pytorch, Keras, Flask), R, Weka and Matlab. * Computer Vision * Natural Language Processing * Data Science * Data Mining * Machine Learning * Deep Learning If you choose me, you can be assured of top-notch expertise in machine learning and deep learning, as well as someone who will complete your jobs correctly the first time. I can assure you that if you work with me once, you will work with me on these kinds of projects; I will do whatever it takes to complete 100% delivery on this project and earn a 5-star rating from you. Kind Regards.

$500 USD Om 7 dagar

0,0

(0 omdömen)

0,0

@softwebd

Olá! Cumprindo os requisitos da descrição do projeto, gostaria de levar seu projeto em consideração. Sou um desenvolvedor independente e profissional com taxa de conclusão de 100%. Por favor, bata-me para uma rápida discussão sobre o projeto.

$400 USD Om 14 dagar