Develop a Cryptocurrency Trading Signal App using LSTM Neural Networks in Matlab

$750-1500 USD

Closed

Posted

11 days ago

$750-1500 USD

Paid on delivery

Description: I am looking for a skilled Matlab developer with expertise in machine learning and signal processing to build a cryptocurrency trading signal application. The core of this project will be to implement an LSTM (Long Short-Term Memory) neural network that utilizes techniques like Fourier transform among other signal processing methods to generate buy and sell signals based on historical cryptocurrency data. Key Project Requirements: - Data Handling: The application should be able to import and use cryptocurrency data from this Kaggle dataset: Binance Full History. - Signal Processing: Integrate Fourier transform and other signal processing techniques to analyze the data. - Model Implementation: Develop and train the LSTM neural network model to predict potential buy and sell points. - User Interface: Design a user-friendly GUI that displays graphs, essential text-based information, and allows users to easily switch datasets. - Development Environment: The entire application must be developed in Matlab. - Project Timeline: You will have one month to complete this project from the date of commencement. Deliverables: - Complete source code of the application along with documentation. - A functional GUI as described. - A brief report explaining the methodologies implemented, model's performance, and user guide for the GUI. Ideal Candidate: - You should have proven experience with Matlab, specifically in building machine learning models and GUI development. - Experience in signal processing and familiarity with financial datasets. - Ability to work within the specified time frame and deliver a polished product. If you are interested in this project, please send your proposal with a brief overview of how you plan to approach this project, your previous work similar to this task, and your estimated fee.

MATLAB

Machine Learning (ML)

Time Series Analysis

Signal Processing

Graphical User Interface (GUI)

Project ID: 38088632

About the project

23 proposals

Remote project

Active 7 days ago

Looking to make some money?

Email address

Benefits of bidding on Freelancer

Set your budget and timeframe

Get paid for your work

Outline your proposal

It's free to sign up and bid on jobs

23 freelancers are bidding on average $1,081 USD for this job

@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 have PhD from Tohoku University and have several journal publications on the subjects. You can see portfolio for my previous projects. I read about your project and am interested in working with you. Please send me a message so that we can discuss more. Best regards.

$1,125 USD in 7 days

5.0

(46 reviews)

6.8

@WinterGreenTech

Hi, we have developed more research projects using MATLAB. Expert in optimization and prediction with GUI design also. if you need any query related to this projects, kindly contact us through chat, thank you

$1,125 USD in 7 days

4.9

(21 reviews)

5.7

@datacode0023

Hi, I have +7 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, Please contact me to discuss more. Have a nice day

$1,125 USD in 7 days

5.0

(11 reviews)

5.0

@hotanloc

Hi... Nice to meet you.(time series forecasting) I am a data science with ML/DL(LSTM) using PYTHON and Matlab. I am working more than 5 years in this field. I have finished similar many this projects before. So i am sure for your task and i can finish your task perfectly. Please discuss your project more. Thanks.

$750 USD in 7 days

4.6

(13 reviews)

4.9

@TarasArtiuk

Hello. I've read your description. As a experienced machine learning developer, I want to talk about my opinion. First, lstm is good model but to improve performance, we should you other preprocessing methods like using ACF and so on. Second, we should set the hyperparameters of the model. Of course setting this manual would be good but using optuna or H2O would be great. Hope to work with you. Thank you.

$1,125 USD in 7 days

5.0

(2 reviews)

3.6

@hotantai0902

As a lead artificial intelligence (AI) and web programmer, I have over five years of experience in developing various AI models and platforms employing MATLAB, Python, and C++. Specifically focusing on machine learning, I have extensive knowledge in implementing neural networks and LSTM models like the one required for your project. My portfolio boasts of successful projects like Real-time Object Detection, Tracking, and Counting which showcases my ability to design efficient algorithms for processing large datasets with high precision. In addition to my proficiency in MATLAB and machine learning models, I have a strong background in Graphical User Interface (GUI) design which is essential for your project. With this skillset, I guarantee to deliver an intuitive and user-friendly GUI for the application. My profound understanding of signal processing would enable me to effectively integrate the Fourier transform and utilize other relevant techniques required for accurate data analysis. My estimated fee is competitive considering my proficiency level, expertise, commitment to quality output, and desire to establish long-term professional relationships with clients like you. Let my skills convert your needs into revolutionary solutions! Looking forward to working with you on this exciting project!

$750 USD in 7 days

5.0

(4 reviews)

3.7

@dohuutiepuct

Hi. Thanks for your posting. I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL who has many years of experiences in RNN/LSTMs. Please contact me to discuss the project in more details. Waiting for your contact now... Thanks. Best Regards.

$750 USD in 7 days

4.5

(5 reviews)

3.9

@soramaru

Hello! As an experienced and versatile Full Stack Developer with a particularly strong background in backend development and machine learning, I am confident that I can meet and exceed your expectations for this project. My competence in languages such as Matlab, Python, and experience with LSTM neural networks, make me optimally suited for your Cryptocurrency Trading Signal App requirements. I have successfully developed sophisticated trading algorithm models before, leveraging my skills to handle complex financial data and implement signal processing techniques efficiently. Drawing on my extensive experience with machine learning and signal processing methods not only enables me to manipulate your cryptocurrency data using techniques like the Fourier transform, but also develop a robust LSTM model capable of generating relevant buy and sell signals. Thanks

$1,000 USD in 15 days

4.6

(1 review)

2.6

@islamamer6

Hi there, I can address your cryptocurrency trading signal app challenges with expertise in MATLAB, machine learning, and signal processing. Here is my approach:- 1- Data Integration: Seamlessly import and preprocess Binance data from the Kaggle dataset using MATLAB's powerful data handling tools. 2- Advanced Signal Processing: Integrate LSTM with techniques like Fourier Transform to extract meaningful features for accurate buy/sell signal generation. 3- User-Friendly Interface: Design an intuitive MATLAB GUI with clear visualizations and easy dataset switching for informed trading decisions. 4- Efficient Development: Leverage my MATLAB proficiency to deliver the complete application within the one-month timeframe. I have experience in similar projects and a strong work ethic. Let's discuss further! Regards, Islam Amer

$750 USD in 3 days

5.0

(3 reviews)

1.7

@inspiredwhiz

With over 7 years of experience in the financial markets, particularly with trading and developing for Forex and Crypto projects, I believe I have the necessary skillset to execute your project to its fullest potential. My deep understanding of MATLAB, proficiency in signal processing, and expertise in machine learning -especially LSTM Neural Networks- make me a stellar candidate for this task that requires comprehensive use of these tools. In my past projects, I've had an opportunity to work on similar tasks such as building models that generated trading signals based on historical data. This involved intense data manipulation and working with financial datasets, areas directly transferrable to your project. My familiarity with various platforms like TDAmeritrade, Interactive Broker and KuCoin comes in quite handy for efficient data handling and analysis. One critical aspect I bring to the table is my track record of delivering polished end products within strict timelines. To enhance our collaboration efficiency, I propose regular updates on project milestones as well as thorough documentation and a report explaining the techniques used in detail. Given the nature of this undertaking, I think it's important you select someone not only skilled but passionate about cryptocurrency trading as myself. Rest assured that by choosing me, you'll receive a top-notch application that does justice to your expectations.

$1,125 USD in 3 days

3.2

(3 reviews)

2.8

@ajeshjanardanan

Hi Rasim A., How are you doing? As a professional developer with expertise in Graphical User Interface (GUI), MATLAB, Signal Processing, Machine Learning (ML) and Time Series Analysis, I eagerly anticipate the opportunity to complete this project for you. Please drop me a message to discuss the project detail. Thank you for considering my services.

$750 USD in 3 days

0.0

(0 reviews)

0.0

@ziancetech

As a leading IT service provider committed to delivering cutting-edge digital solutions, Ziance Technologies has developed a diversified portfolio of successful projects over the years. Our core focus on emerging technologies like Machine Learning makes us the ideal candidate for your cryptocurrency trading signal app.

$1,125 USD in 7 days

0.0

(0 reviews)

0.0

@mulps

Hi there, I'm Vlasie, and I have read the description of you project carefully. I would love to collaborate with you and contribute to your ongoing projects. Let's start chatting to discuss the project in more detail. I appreciate the opportunity to send you this proposal and I look forward to working with you! Sincerely, Vlasie.

$1,125 USD in 7 days

0.0

(0 reviews)

0.0

@Darko999

Hello Rasim A. how are you? Thank you for the job posting. I read your project description carefully and got interested. I am familiar with Machine Learning (ML), Graphical User Interface (GUI), MATLAB, Time Series Analysis and Signal Processing. As a senior full-stack engineer, I am confident in this "Develop a Cryptocurrency Trading Signal App using LSTM Neural Networks in Matlab" project. I don't like ramble like other developers. I hope to share my previous experience and discuss your project in more detail. Looking forward to working with you. Kind Regards, Darko Djokic.

$750 USD in 7 days

0.0

(0 reviews)

0.0

@pksaini1990

Hi As a seasoned developer in digital innovation and machine learning, I'm well-equipped to meet your project demands. With over 12 years of experience and a demonstrated portfolio that include more than 300+ successful assignments similar to this cryptocurrency trading signal application, you can trust me with this task. My proficiency in Matlab is not only vast, but my work ethic makes it certain that I will deliver on time. In addition to mastering Matlab and machine learning, I have a strong background in signal processing - a core requirement for predicting potential buy and sell points as in this project. My familiarity with financial datasets also promises an informed and well-tailored approach. Venturing into details, I'm skilled in Fourier Transforms which you've specified as part of the signal processing techniques essential for your project. This coupled with my ability to develop a user-friendly GUI that meets your needs means I will create an app that is not only functional but also efficient to use even for users without technical skills. With me at the helm of your project, be assured of receiving comprehensive outputs including complete source code backed with documentation, a functional GUI as described, a concise report explaining methodologies implemented, model performance, and finally a user guide for the GUI. Let's embark on this journey together! Regards Pravesh Saini Digital Innovations

$1,125 USD in 7 days

0.0

(0 reviews)

0.0

@EngrSadiaa

Having an extensive background in electrical engineering with a strong focus on MATLAB, I believe I'm the ideal candidate for your project. Not only do I have expertise in machine learning and signal processing, but my skills also extend to designing user-friendly GUIs and utilizing Fourier analysis for signal processing. Building a cryptocurrency trading signal app using LSTM neural networks in MATLAB is in my wheelhouse. I've worked with MATLAB and SIMULINK for modeling, simulation, and analyzing electrical systems. This experience enables me to understand and navigate the intricacies of significant projects like yours effortlessly, facilitating optimal performance prediction and proficient algorithm coding. My comfort with financial datasets lends me a unique insight into your requirement, melding trading with Machine Learning. Additionally, I'd like to highlight my skill in using OpenCV for image processing tasks-figuring out patterns and detecting objects are what I do well. Over the years, I've learned that efficient systems come from leveraging hardware-so as always, my designs are meant to be implemented on varying boards to cater better efficiency and customization. Given the opportunity, I will ensure that the final deliverables exceed your expectations by not only furnishing you with a polished product but also providing an easy-to-understand documentation explaining the methodologies employed.

$1,100 USD in 7 days

0.0

(0 reviews)

0.0

@kcofodile30

Hello Rasimandiran, I am KC, a skilled freelancer with extensive experience in developing machine learning models and GUI applications using Matlab. I have a proven track record of delivering high-quality projects that meet clients' expectations. My approach to this project will involve thoroughly analyzing the requirements, designing a custom solution that integrates Fourier transform and other signal processing techniques with an LSTM neural network model, and implementing a user-friendly GUI in Matlab. Throughout the development process, I will provide regular updates and work closely with you to ensure that the final product meets your expectations. I have a strong background in Matlab, machine learning, and signal processing, which enables me to effectively handle the data handling, signal processing, and model implementation requirements of this project. Additionally, my experience in GUI development ensures that I can design an intuitive user interface that displays graphs, essential text-based information, and allows users to easily switch datasets. Thank you for considering my proposal. I am confident that I can deliver a high-quality solution that meets your needs within the specified time frame. Please send a chat message to further discuss your requirements and how I plan to approach this project.

$1,500 USD in 5 days