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Python Predictive Modeling Specialist

€8-30 EUR

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€8-30 EUR

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To implement an LSTM neural network model in Python, which can predict the state of charge of a battery. The battery state ranges from 0 to 100% and follows discharge and charge cycles. The avaible dataset has several parameters, but we are interested in the column State_of_Charge. The model must be validated with mae,,mse and rmse. Plotting the performance of the training set, the test set and the predicted data in 3 different colours, The model must be usable in this way. I have a collection of 10 consecutive measurements of the state of charge of a battery I want to predict via the model the trend in the next X time instants (e.g. X=20).
ID Projek: 37797261

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As a Pythonista deeply inclined towards the world of Artificial Intelligence, Machine Learning, and Deep Learning, I could be your go-to freelancer for implementing an LSTM neural network model for battery charge prediction. I have hands-on experience in dealing with similar time-series models that efficiently predict state changes over consecutive measurements. My thorough understanding enables me to not just implement the model, but also robustly validate its performance using powerful metrics like mae, mse, and rmse. When it comes to approaching the project at hand, my low-bidding strategy ensures the maximum value for your investment while never compromising on quality. And to guarantee our collaboration is proactive and targeted, I focus on maintaining clear and consistent communication to align expectations right from day one. It is important that we share a common understanding of project objectives and goals. Lastly, my commitment to client satisfaction is uncompromising – you’ll only pay once you are 100% satisfied with the project outcome. With my skills set squarely aligned with the requirements of this project, a collaborative effort will definitely yield remarkable results that can optimize your battery analyses in no time! Let's embark on this journey together!
€19 EUR dalam 7 hari
4.9 (23 ulasan)
4.2
4.2
28 pekerja bebas membida secara purata €57 EUR untuk pekerjaan ini
Avatar Pengguna
Hello, I've complete MS Software Engineering. I've 5-Year experience in Core Python development. My Core Skills are Machine Learning and AI - Deep Learning - Tensorflow - Pytorch - OpenCV - Deep Learning - Data Analysis K-mean - ID3 - Bayesian theorem - confusion matrix I'm excited with feeling that I would be able to satisfy your requirements Within Deadline. Please leave a message on my chat so we can discuss the project. Looking forward to your response, Best Regards: Aqeel Ahmed
€30 EUR dalam 1 hari
4.7 (26 ulasan)
5.8
5.8
Avatar Pengguna
As an experienced Python developer, my passion lies in translating raw data into meaningful and actionable insights. I specialize in deep learning and machine learning, skills that are directly applicable to your project's needs. I've successfully implemented LSTM neural network models to solve similar time series prediction tasks and my clients have always received models that have shown remarkable accuracy. One of the key strengths I bring to the table is my ability to effectively validate models using performance metrics like mean absolute error (MAE), mean squared error (MSE), and root mean squared error (RMSE). I can also expertly plot the performance of these metrics for both the training set, test set, and predicted data, providing a comprehensive visualization of model performance. Additionally, my expertise extends beyond just model building - I understand your battery state prediction needs to be easily usable with new input data streams. I can deliver a well-documented code and provide guidance on how to use the model with your collection of 10 consecutive measurements for future predictions on any specified number of time instants_X. Hiring me ensures you receive efficient, accurate, and scalable solutions that meet your precise requirements. Let's discuss how I can best aid your project!
€19 EUR dalam 2 hari
4.9 (20 ulasan)
5.2
5.2
Avatar Pengguna
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
€19 EUR dalam 7 hari
5.0 (13 ulasan)
5.0
5.0
Avatar Pengguna
Hi there, I am a Data Scientist and am a professional responsible for extracting actionable insights and knowledge from large volumes of data. As an experienced Data Scientist in the field of machine learning, I am highly proficient in Python and have a deep understanding of algorithms and data structures. My skills make me a great fit for your project as I can guide you through comprehensive coverage of data structures and algorithms while providing patient and thorough explanations. I have over 12-plus years of experience with Python Library Pandas, Karas, TensorFlow, NumPy, PyCharm, Py torch, Open CV, NLP, and others. With over a decade's worth of experience under my belt, including expertise in NLP, Natural Language Processing, Neural Networks, CNNs, RNNs, LSTM, and GANs just to mention a few, I can provide you not only with knowledge but also how to apply it efficiently. Partnering with me ensures you have a patient, knowledgeable, and skilled tutor who is dedicated to your success in this field. My top priority is to provide high-quality work, https://www.freelancer.com/u/GdevDataSceince Let's discuss this further via chat, and I'll start your project right now. Thanks Gdev
€30 EUR dalam 2 hari
5.0 (10 ulasan)
4.9
4.9
Avatar Pengguna
Hi. How are you? I read your project description.. I am a python expert with 10 years of experience including ML. I have finished many application project of AI using LSTM, CNN, etc . for example, object detection, image processing, data regression/analysis/classification To complete project choice me , I will give you perfect result on time. Please contact me to discuss the project in more details. Waiting for your contact now... Thanks. Best Regards.
€50 EUR dalam 1 hari
4.7 (8 ulasan)
4.7
4.7
Avatar Pengguna
Hi, I am a data analyst/statistician and Economist with more than 5 years of experience. I can do your project, Please take time to check my profile and then you decide to contact me.
€19 EUR dalam 3 hari
4.8 (13 ulasan)
4.5
4.5
Avatar Pengguna
Hello Sir/ Ma’am We are a group of Software Engineers (Programmers) having 10+ years of experience. Expert in JAVA (swing, FX, Springboot) , C prog, C++ prog, .NET, C# prog , Python, MATLAB. 
Artificial Intelligence (AI) , Machine Learning ,Deep learning, CUDA, Metatrader MT4/5, Data Science, Data Structure, OpenCV, OpenGL. Done 770+ projects here on FREELANCER.COM. The bid is negotiable and we can talk about the price. Thank you
€50 EUR dalam 2 hari
5.0 (3 ulasan)
3.2
3.2
Avatar Pengguna
ciao Solution: As a python predictive modeling specialist, my approach towards implementing an LSTM neural network model for predicting the state of charge of a battery would involve the following steps: 1. Understanding the Dataset: The first step would be to thoroughly understand the available dataset and the parameters it contains. Since we are interested in predicting the state of charge of the battery, we will mainly focus on the "state_of_charge" column. It is also important to check for any missing values or outliers in the dataset. 2. Data Pre-processing: Once we have a good understanding of the dataset, the next step would be to pre-process the data. This would involve converting categorical variables into numerical ones, scaling the data, and handling missing values and outliers. 3. Feature Selection: Since the available dataset might contain a large number of features, it is essential to select only the relevant features that would have a significant impact on predicting the state of charge. This can be done using various techniques like correlation analysis, feature importance, or PCA (Principal Component Analysis). 4. Building the LSTM Model: After feature selection, we can proceed to build our LSTM model using the Keras library in python. We would use the state_of_charge column as the target variable and the selected features as input variables. The model architecture would consist of an LSTM layer and a dense layer for making predictions. 5. Training the Model: The next step would be to train the LSTM model using the pre-processed data. As the battery state follows discharge and charge cycles, it is essential to train the model on data representing both these states to make accurate predictions. 6. Evaluating the Model: After training the model, we need to evaluate its performance. We can use metrics like Mean Squared Error (MSE), Root Mean Squared Error (RMSE), and R-Squared (R2) to assess the model's performance. If the model performs well on the training data, we can proceed to test it on unseen data. 7. Hyperparameter Tuning: To improve the model's performance, we might need to fine-tune the model's hyperparameters. This involves changing the model's parameters, such as batch size, learning rate, etc., and observing their effects on the model's performance. 8. Deployment: Once we have a well-performing model, we can deploy it for production use. This would involve converting the python code into a format that can be used in applications or websites. In conclusion, my solution would involve thoroughly understanding the dataset, pre-processing the data, building an LSTM model, and training and evaluating it. By following these steps and fine-tuning the model if necessary, we can build an accurate predictive model for the given task. Best regards, Giáp Văn Hưng
€19 EUR dalam 7 hari
4.9 (6 ulasan)
2.8
2.8
Avatar Pengguna
As a freelance Python developer, I propose to implement an LSTM neural network model tailored to predict battery state of charge fluctuations. Leveraging the provided dataset with a focus on the "State_of_Charge" column, the model will undergo validation using MAE, MSE, and RMSE metrics. I'll ensure visualization of training set performance, test set performance, and predicted data in distinct colors for clarity. The finalized model will be designed to predict trends for the next X time instants based on a collection of 10 consecutive measurements, customizable to suit your needs, such as X=20.
€10 EUR dalam 7 hari
4.9 (8 ulasan)
2.7
2.7
Avatar Pengguna
Hi, I've read your description carefully. I'm new freelancer but I have full experience with Python, Machine Learning. I've also worked on several similar projects before. So I can complete your project with high quality on time. Looking forward to hear more about the project from you via chatting. Thanks & Best regards!
€30 EUR dalam 1 hari
5.0 (3 ulasan)
2.6
2.6
Avatar Pengguna
As an experienced Full-Stack Developer with a proven track record of delivering projects on time and maintaining excellent client relationships, I believe I am the right candidate for implementing your Python LSTM neural network model. My proficiency in artificial intelligence systems combined with your detailed project description is a perfect match as it aligns directly with my skill set and expertise. I am well-versed in all aspects of machine learning and deep learning, including algorithmic recommendations, time series forecasting, data analytics, and much more. With this foundation, I'm more than capable of applying these skills to predict the state of charge of your battery using the provided dataset. My familiarity with metrics such as MAE, MSE, and RMSE would ensure comprehensive model validation as requested too. On top of expertise in AI and programming skills (Python, Matlab, C++, C#), my understanding of plotting different datasets would enable me present differentiated visuals to show the performance of the training set, test set, and predicted data. In essence, you'd not only have a powerful predictive model but also a functional tool that applies to your precise need of trend predictions for future time instants. I assure you that choosing me for this project will result in high-quality work delivered within the agreed-upon timeframe.
€19 EUR dalam 2 hari
5.0 (2 ulasan)
2.8
2.8
Avatar Pengguna
Hi, I am a Senior Data Scientist with more than 7 years of professional experience. I can implement the LSTM model as per your requirements. I can do the feature engineering and selection part which will give you the best performance metrics. We can talk more over chat. Thanks
€40 EUR dalam 7 hari
5.0 (5 ulasan)
2.1
2.1
Avatar Pengguna
I have worked with LSTM model for regression as well as time series forecasting before and would be happy to help with this. I can pre-process the data and hyper tune the model and can improve the accuracy much better using many techniques in such a way that it would prevent over fitting as well. I would be available at your earliest for further discussion. Thanks for considering my application!
€80 EUR dalam 3 hari
5.0 (1 ulasan)
2.3
2.3
Avatar Pengguna
Hello dear, I would love to develop the LSTM for your scenario, provide the best training model for your dataset, and do the best prediction for the value of X. As a seasoned Python expert specializing in machine learning, I'm eager to contribute to your project. I can seamlessly implement ML models, conduct thorough data analysis, and provide insightful visualizations for informed decision-making. Let's discuss your specific project goals and data intricacies to ensure optimal results.
€8 EUR dalam 1 hari
5.0 (3 ulasan)
2.3
2.3
Avatar Pengguna
I have read the job description and understood your project details. I believe that am the best guy for this project and this is because am well experienced in this field. My priority is to deliver quality and timely work. Be assured that I will always follow the laid down instructions. You can trust me to deliver a perfect product. Regards
€19 EUR dalam 7 hari
0.0 (1 ulasan)
0.0
0.0
Avatar Pengguna
With my extensive background in both web and mobile development spanning over 8 years, I have acquired substantial expertise in diverse programming languages like Python, PHP, Ruby, Javascript, and Typescript. My proficiency in frameworks such as Django and React, coupled with my strong orientation towards data analysis using powerful tools like Tensorflow, makes me your ideal candidate for this project. I've successfully built applications that employ sophisticated functions like the one you require - predictive modeling via LSTM neural networks. In conclusion, I am not only well-versed in the task you're looking to complete but also have a passion for delivering excellent work. With my expertise in Machine Learning and Deep Learning in Python along with my profound appreciation of battery cycles and discharge systems garnered through studies of Power Electronics and Embedded Systems; it makes me uniquely acquainted with the subject matter. Choose me for a well-performed LSTM model that meets your criteria! Don’t hesitate to reach out so we can discuss your project's particulars further!
€19 EUR dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
Avatar Pengguna
I am the best candidate for this project because I have experience to finish the project on time with expected results. I have the track record to prove my competence, and my peers and colleagues will vouch for me. I would appreciate it if you give me a chance, and I am confident that I will succeed.
€19 EUR dalam 7 hari
0.0 (0 ulasan)
0.0
0.0
Avatar Pengguna
As an experienced Python programmer specialized in machine learning, I am well-suited to implement an LSTM neural network model for battery state of charge prediction. With a strong background in neural networks and time series analysis, I can efficiently preprocess data, design robust architectures, and validate the model using metrics like MAE, MSE, and RMSE. Additionally, I excel in data visualization using libraries like Matplotlib, ensuring clear representation of training, testing, and predicted data. I prioritize creating reusable and user-friendly solutions, encapsulating the LSTM model for easy integration with your battery state measurement collection, thus enabling accurate trend prediction for future time instants.
€19 EUR dalam 5 hari
0.0 (0 ulasan)
0.0
0.0
Avatar Pengguna
⭐️⭐️Dear Mario L. Thanks for your project. Your project fits on my main skills perfectly and I can provide the best result . I am familiar with Machine Learning (ML), Python and Deep Learning. I can start working right now. Let's discuss more details via chat. You will receive the correct solution and the best result. Regards.
€25 EUR dalam 5 hari
0.0 (0 ulasan)
0.0
0.0
Avatar Pengguna
⭐⭐⭐⭐⭐⭐⭐⭐Dear!!!⭐⭐⭐⭐⭐⭐⭐⭐ As a highly skilled full-stack developer, I can help you perfectly. I am very confident with my skills and I'd like to help your business by doing my best. My clients have never been frustrated with my work and I hope to make you one of them. Please confirm that I am one of the best fits for you and drop me a message for further discussion. Thanks and Best Regards.
€50 EUR dalam 1 hari
0.0 (0 ulasan)
0.0
0.0

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Bendera ITALY
Prata di Principato Ultra, Italy
5.0
2
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Ahli sejak Jul 11, 2022

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