Python and deep leaning program help -- 2

Dear Hiringmanager, I am excited to apply for the position of deep learning programmer for the bone age prediction project. As an experienced deep learning engineer, I believe that my skills and expertise make me a suitable candidate for this project. I have extensive experience in developing deep learning models, particularly in the field of medical imaging. I am confident that I can modify the code to achieve a more accurate model that does not return negative values. In addition, I have worked on similar projects in the past and have a deep understanding of the challenges associated with bone age prediction. I am confident that my knowledge and expertise in this field will be an asset to your team. I am eager to discuss this opportunity further and share my ideas for improving the bone age prediction program. Thank you for considering my application. Best regards, Arsalan Bakhtiar

Hi , I am sure that I can do this job. I'm artificial intelligence engineer experienced in Data Science, Machine/Deep Learning using Python programming. Feel free to contact me for further details because I am looking forward working with you. Thanks

Hello, I will work on this project until I get good results and complete all the tasks. I am prepared to handle projects requiring Machine Learning (ML), Python, Software Architecture skills. Please come over chat and discuss your requirement in a detailed way. Zied B.

I am python and machine learning expert and i can help you. Please initiate a message for further discussion.

Hi, I can help you to increase accuracy. Greetings, I have gone through your project description. I find myself as a perfect fit for this job. I am working as a Python Developer from last 2 year. Some of my expertise is in the fields: 1. Web Scraping/Web Automation - Selenium, Scrapy, Requests, Beautifulsoup 2. AI and ML 3. Web Designing 4. Wordpress 5. Data Science 6. C/C++ 7. SQL I will be available 24/7 to assist you during the project. So lets discuss more about it over chat. Yours Faithfully, Jaibhan Singh Gaur,

I am writing to express my interest in your project of modifying the deep learning program for bone age prediction. As an experienced data engineer with expertise in deep learning and Python programming, I am confident that I can help you with this project. My approach will involve analyzing the existing code and using various techniques such as feature engineering, regularization, and hyperparameter tuning to improve the model's accuracy and eliminate the negative results. I have experience in working with deep learning models and have previously worked on similar projects. With my expertise in data engineering and deep learning, I am confident that I can deliver the results you need within the given timeline. Please let me know if you have any further questions or if you would like to discuss this project in more detail. I look forward to hearing from you.

I have Decent knowledge of Python and can help you with your projects. Can we have a chat to discuss it further in detail?

’m PhD in Machine Learning and Deep learning. I’m IBM and Google-certified ML and AI expert. I have 20+ international publications. I have also done MS Data Science. I have 8 years of experience in Data Engineering, Machine learning, NLP, and Artificial Intelligence. Further, I have studied Data mining, pattern recognition, computer vision, and DIP. I can perform ETL, and EDA and implement all the machine learning algorithms e.g. ANN, SVM, NB, KNN, and Ensembles. I have worked on 50+ data science and machine learning projects. I am experienced in Python, Kaggle, NumPy, pandas, TensorFlow, Keras, matplotlip, seaborn, Anaconda, jupyter, R studio, RapidMiner, Weka, and Power BI. Spark, Hadoop, Hive, Kafka. Please see my profile and reviews as well. Thanks

I can help you modify the deep learning code for bone age prediction to improve its accuracy and prevent it from returning negative values. please message me.

Your posting is very much to my mind. I have a wealth of experience for detection and recognition using tensorflow, OpenCV, pytorch, caffe and keras. I am very good at Python language, and also i am very similar with other languages such as C++/C, C# and Android. With any model you want, i could make the project like face detection, face recognition and text recognition. As for my skill and experience, i could programme something like ANPR/LPR, OCR, MICR, I could do it in a short period. Please contact with me and discuss more detail. Hope to see you in chat.

I am 3 years experience and good knowledge for python deep learning and I am working live project your project solve issue and bugs

I can help you with modifying the deep learning program for bone age prediction to improve its accuracy and prevent it from returning negative values. We can analyze the model architecture and hyperparameters, adjust the training process, and possibly incorporate additional data or features to improve the performance on the test set. let's get started. thank you

Dear client, I am an experienced Python developer with expertise in software architecture and machine learning. I have a deep understanding of Python programming language and its libraries such as NumPy, Pandas, and Scikit-learn. I have also worked on several projects involving software architecture, including designing and implementing scalable and maintainable software systems. My machine learning experience includes developing and deploying ML models for various applications such as image recognition, natural language processing, and predictive analytics. My problem-solving skills and attention to detail are excellent, and I am able to work independently and deliver high-quality work within deadlines. I am confident that I can successfully complete this project for you. Thank you for considering my bid.

Hi, Greetings from GetAI, we're a software development and business process automation company based in Bangalore, India. We have a team of multidisciplinary experts who are readily available to start work on your project and fulfill above mentioned requirements and have vast expertise in handling various projects involving a wide range of leading software technologies We have the talent and technology expertise to successfully deliver this project as per your requirements and accommodate any additional requests if needed. We assure you a friendly and collaborative partnership and good quality work with focus on time and budget. We would like to know more in detail about the project for a better clarity and request you to get in touch with us via the messenger We recommend a brief discussion for communicating the requirements in detail and thereby quote our pricing. Looking forward to working with you, Regards, GetAI

I could try to solbe your problem for free (I could predicate, that you use some kind of sklearn module) - just for good recommendation, just send me data and code. Could you write me on PM.

I've gone through your attached code carefully. To improve the model's performance, I'm gonna try the following steps. 1. Data Preprocessing: Ensure that the data is preprocessed correctly, and there are no missing values or outliers in the dataset. You can also try data augmentation techniques to increase the size of the dataset. 2. Model Architecture: Try different model architectures and hyperparameters to improve the model's performance. You can use pre-trained models such as VGG16, ResNet, or Inception to improve the model's accuracy. 3. Regularization: Use regularization techniques such as dropout, L1/L2 regularization, or early stopping to prevent overfitting and improve the model's generalization performance. 4. Loss Function: Use an appropriate loss function such as mean squared error (MSE) or mean absolute error (MAE) to train the model. You can also try custom loss functions that penalize negative predictions. 5. Post-processing: Finally, you can use post-processing techniques such as clipping or scaling to ensure that the model's predictions are within a reasonable range. I'm open to chat with you. Thank you.

I can help you in this project i have a lot of knowlage in this field and i am not work on this project and finish it for you.. No i will work on it and make you understand what happens and what was the problem with only 15$

Hi I have read your description and understand the need. i can help you in this project. i have already worked on various ML projects. so I hope you give me the chance to work with you Regards Amandeep Singh

Greetings, Being a google certified data analyst and having already published a research paper I can safely say that I can take up this project with ease and deliver it to your expectations. In my current role as academic research intern I have created over 120 machine learning problems with a detailed performance comparisons of the different techniques available in machine learning. I absolutely love to research and experiment which gives me the sufficient knowledge and confidence to say that this is the perfect project for me and if given the opportunity I shall meet all your requirements with ease and perfection. I have taken a look at the code and I can say that this is an easy fix. Additionally, would you open to using a different neural network architecture?