Weather Forecasting with deep learning
$250-750 USD
Płatność przy odbiorze
We are seeking an experienced data scientist or machine learning engineer to help us develop a long-range weather prediction system using Long Short-Term Memory (LSTM) neural networks. The system will combine LSTM with the Adam optimization technique to improve the accuracy of weather forecasts beyond a week or two. Our goal is to create a prototype for a global system that can provide accurate and reliable global weather forecasts to support industries, emergency management, research, and scientific purposes. The system will be based on TensorFlow and Keras libraries and will be trained and tested on historical weather data from the past 10 years in any country where specific data is available..
Tasks:
Data collection and preprocessing: Acquire and preprocess historical weather data from the past 10 years in Israel.
Model development: Design and implement an LSTM neural network model with Adam optimization using TensorFlow and Keras libraries.
Model training and testing: Train and test the model on the preprocessed historical weather data.
Evaluation and optimization: Evaluate model performance and optimize hyperparameters for better accuracy.
Documentation: Document the development process, model architecture, and evaluation results.
Skills Required:
Strong experience in data science and machine learning
Proficiency in Python and its libraries (TensorFlow, Keras, Pandas, NumPy)
Experience with LSTM neural networks and Adam optimization
Knowledge of time series analysis and weather prediction
Strong problem-solving and analytical skills
Good communication and documentation skills
Numer ID Projektu: #36497195
O projekcie
Przyznany użytkownikowi:
Hello there, I am a ML enginner and i have worked on deep learning for times series forecasting with LSTM . I can handle this project as required. Please contact me for more details. Looking forward a hiring from you Więcej
35 freelancerów złożyło ofertę za $686 w tym projekcie
Hi Good afternoon , I have read the brief details on your job listing and currently going through attached files . I see you have been looking for someone experienced with Software Testing, Python, Machine Learning (M Więcej
Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav Więcej
Hello Ayal, I hope this message finds you well. I will be able to help you with your project. I read through the description and it sounds like I am just the right person for it. I have the right skill Więcej
Hello, Thank you for uploading the project. I have read all requirements of the project and understand it. You are seeking an experienced data scientist or machine learning engineer to help us develop a long-range we Więcej
Hi, I am Haresh, having 12+ years of experience in Software Testing Industry. - Having unique blend of knowledge in Quality Product Delivery, Processes Management, Functional testing, Integration and regression tes Więcej
I have read project requirements to develop a long-range weather prediction system using Long Short-Term Memory (LSTM) neural networks. Also, if you want see my past work related to this then I will show you. I am man Więcej
Hello, I am very familiarized with the requirements of your projects. And it can be done really fast. Let's connect over chat to discuss more on this. Thanks
Hi sir Im Edvin I’m PhD in Machine Learning and Deep learning. I'm senior data anlalyst &Scienctist. . I have also done MS Data Science. I have 7 years of experience in Data Engineering, Machine learning, NLP, and Ar Więcej
Hi, I am a research fellow in Communications Technology at Monash University, Australia. I work with C++, Python, and MATLAB on a day-to-day basis. Currently I am working with an Australian bio-tech corporation (Nucle Więcej
Hi, ⭐⭐⭐It's me you're looking for.⭐⭐⭐ Hi, there. ⭐⭐⭐ I would like to ask few questions before start your project ⭐⭐⭐ ⭐⭐⭐ I will give you exact quote after detailed discussion ⭐⭐⭐ I am a specialist with 7 years prov Więcej
Hello there! My name is Olexandr, and I'm a Python freelancer with more than 10 years of experience in the industry. I have the skills necessary to help you develop a long-range weather prediction system using Long Sho Więcej
Hi, I experienced in building the similar time series prediction on the tidal using the LSTM. It results quite good MAPE, about 2.2%. It should be plug and play with my code on this data and tune it, as weather is a Więcej
Hello akash, I hope this message finds you well. I will be able to help you with your project. I read through the description and it sounds like I am just the right person for it. I have the right skill set with sophi Więcej
