Weather Forecasting with deep learning

Đã hoàn thành Đã đăng vào 1 năm trước Thanh toán khi bàn giao
Đã hoàn thành Thanh toán khi bàn giao

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

Kiểm tra phần mềm Machine Learning (ML) Python Khoa học dữ liệu Big Data

ID dự án: #36497195

Về dự án

35 đề xuất Dự án từ xa 1 năm trước đang mở

Được trao cho:

GhoulamIlyasse

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 Thêm

$300 USD trong 10 ngày
(16 Đánh Giá)
3.9

35 freelancer chào giá trung bình$686 cho công việc này

AwaisChaudhry

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 Thêm

$750 USD trong 24 ngày
(10 Nhận xét)
6.6
sajjadtaghvaeifr

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 Thêm

$500 USD trong 7 ngày
(40 Nhận xét)
6.7
AITSoft

Hi, I have read the details I believe I can do this job. While I believe I have some queries which need to be clarified. For that I would request you to start the chat so we could clarify those I have good experience w Thêm

$750 USD trong 20 ngày
(38 Nhận xét)
6.4
simonklemp

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$550 USD trong 5 ngày
(14 Nhận xét)
5.5
abhisaini0188

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 Thêm

$500 USD trong 7 ngày
(6 Nhận xét)
5.5
hareshfinadiya

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 Thêm

$700 USD trong 7 ngày
(16 Nhận xét)
5.0
vorasiddh4it

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 Thêm

$900 USD trong 7 ngày
(11 Nhận xét)
4.8
AghaDT

Greetings, Thank You

$600 USD trong 7 ngày
(3 Nhận xét)
4.0
mapsbox

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

$500 USD trong 7 ngày
(7 Nhận xét)
3.8
MLteam20233

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 Thêm

$390 USD trong 7 ngày
(5 Nhận xét)
4.1
oraletlabora

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 Thêm

$700 USD trong 7 ngày
(1 Nhận xét)
3.4
vultr0

I am an experienced software engineer and machine learning expert. I have the skills and knowledge necessary to develop a long-term machine learning solution for this project. I am confident that I can complete this pr Thêm

$500 USD trong 7 ngày
(6 Nhận xét)
3.1
Nettyfy

Hello There, Greetings!! Thank you for posting your job requirement for an experienced data scientist or machine learning engineer to help you to develop a long-range weather prediction system using Long Short-Term Me Thêm

$300 USD trong 7 ngày
(1 Nhận xét)
2.6
ianm62118

Hello! I am really interested in this job. I’m data scientist working remotely with various analytical companies. I’m offering best quality and highest performance at a price we are both comfortable with. I can compl Thêm

$400 USD trong 3 ngày
(2 Nhận xét)
2.2
vanshika2022

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 Thêm

$500 USD trong 7 ngày
(1 Nhận xét)
0.8
taskworker13

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 Thêm

$500 USD trong 7 ngày
(0 Nhận xét)
0.0
Asror123

Hello I have read your description carefully and I can see what you want. I can design model and implement . I have deep knoledge in ML so I think I am good fit for your position. Lets discuss more detail via chat. Tha Thêm

$4800 USD trong 10 ngày
(0 Nhận xét)
0.0
Phyzkel

Dear Hiring Manager, I am writing to express my interest in the position of data scientist/machine learning engineer to develop a long-range weather prediction system using LSTM neural networks, as advertised by your Thêm

$750 USD trong 7 ngày
(0 Nhận xét)
0.0
enigneer88

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 Thêm

$500 USD trong 14 ngày
(0 Nhận xét)
4.3
Akash091997

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 Thêm

$500 USD trong 7 ngày
(0 Nhận xét)
0.0