Keras työt

in this project, you need to use fine-tuning stable diffusion from keras-cv library. you can find it here: 1) choose any dataset sample you prefer but it should be image-caption format and it follows the above link requirements. 2) fine-tune epoch, guidance score, and hyperparameters to find the best result (show report of experimentation results) 3) use and show Kernel Inception Distance (KID), and Fréchet Inception Distance (FID) metrics for training and testing. (show report of the results) 5) show use of different tokenization techniques/data augmentation **Important** *Code should be clean, clear, and commented in good comprehensive way. *Code should work with Colab Pro

I am currently working with histological images to quantify neurons. I have made a dataset of 400 images of human neurons with their corresponding labels generated by labelimg and saved in .xml format. I would like to create a simple AI algorithm so that the pre-trained model can identify these neurons. Then, once the model is trained, it has to identify these neurons in the images.

Hi, just gto set up another project. You know, I just send you the notebook concerning this project. I'ii wait the 2-3 hours until you are back.

...building neural network models using Python and C. - Proficiency in handling time-series data for training the model. - Ability to handle complex model requirements and implement advanced techniques. - Strong understanding of classification algorithms and techniques. - Knowledge of data preprocessing and feature engineering for time-series data. - Familiarity with Python libraries such as TensorFlow, Keras, and PyTorch. - Proficient in C programming for model optimization and performance improvements. Deliverables: - Develop a well-performing binary classification model using a neural network. - Provide documentation on the model architecture, training process, and evaluation metrics. - Optimize the model for efficient execution using C programming. Timeline and Budget: - The p...

Machine Learning Expert with Extensive NLP and Generative AI Experience for Interactive Website Development Skills and Experience: - Very extensive experience in Natural Language Processing (NLP) and Generative AI - Strong understanding of machine learning algorithms and techniques - Proficiency in Python and relevant libraries (NLTK, TensorFlow, Keras, etc.) - Expertise in Django for website development - Familiarity with interactive website development and user experience design - Ability to integrate machine learning models into web applications - Strong problem-solving and analytical skills Project Requirements: - Develop an interactive website using Django as the platform - Implement generative AI techniques to provide unique and personalized content to users - Integrate NLP ...

Project Title: Data Science Team Skills Required: - Strong expertise in Machine Learning - Proficiency in Data Visualization - Experience in Stati...- Proven track record in Machine Learning, Data Visualization, and Statistical Analysis - Strong understanding of data science principles and techniques - Proficiency in programming languages such as Python or R - Experience with data manipulation, cleaning, and preprocessing - Knowledge of data mining and feature engineering techniques - Familiarity with tools and libraries such as TensorFlow, Keras, Tableau, and Power BI - Ability to work collaboratively in a team environment and communicate effectively Note: The project offers a unique opportunity for data scientists to showcase their skills and contribute to various data-driven in...

I am looking for an experienced freelancer to build a Keras model for price direction prediction and use them in backtesting. The project requires the following skills and experience: Time Frame: - Short-term prediction (1-3 days) Dataset: - The client will provide the specific dataset for model training Accuracy: - The desired accuracy for the price direction prediction is above 70% Ideal Skills and Experience: - Proficiency in Keras and deep learning models - Experience in price direction prediction and financial markets - Strong understanding of data analysis and feature engineering - Ability to optimize model performance and achieve high accuracy levels - Excellent communication and collaboration skills to receive guidance from the client and provide updates on the pr...

...Machine Learning in Python Description: I am looking for a machine learning expert to help me with a project in Python. The project involves solving a specific problem using machine learning techniques. The preferred algorithm for this project is Neural Networks. Skills and Experience Required: - Strong proficiency in Python and machine learning libraries such as scikit-learn, TensorFlow, and Keras - Experience with Neural Networks and their implementation in Python - Knowledge of data preprocessing, feature engineering, and model evaluation - Ability to work with large datasets and handle data manipulation - Familiarity with classification, regression, and clustering techniques in machine learning - Strong problem-solving skills and ability to understand and interpret complex ...

I am looking for a Python developer with experience in machine learning to assist me with a specific task in the field. Specific Machine Learning Task: - Classification Level of...- Classification Level of Experience: - Intermediate Data Availability: - Data is available Skills and Experience Required: - Strong proficiency in Python programming language - Solid understanding of machine learning algorithms and techniques - Experience in classification tasks using machine learning - Familiarity with relevant libraries and frameworks such as scikit-learn, TensorFlow, or Keras - Ability to manipulate and analyze data using Python - Strong problem-solving and analytical skills Please provide examples of previous projects or relevant experience in machine learning when applying for...

...Intelligence, Preditivitive learning, Deep Learning technology for this project. Complexity Level: - I expect the AI diagnostic tool to have an advanced level of complexity. Skills and Experience Required: - Strong background in Deep Learning and AI technologies. - Experience in developing advanced medical diagnostic systems. - Proficiency in programming languages such as Python, TensorFlow, and Keras. - Knowledge of medical data analysis and interpretation. - Ability to handle large datasets and implement complex algorithms. - Familiarity with medical terminology and healthcare industry requirements. Deliverables: - Development of an advanced AI diagnostic tool for medical diagnosis. - Integration of Deep Learning algorithms and techniques for accurate and efficient results....

Cara membangun proyek mulai dari awal sampai seterusnya Merintis dengan baik dan bertanggung jawab, disiplin,jujur dan bekerja keras

...References - Cite sources and references for datasets, libraries, and related work §13. Appendices - Include a zipped folder containing the Jupyter Notebook, images, and data files used and created in the project. The zipped folder should contain all the necessary files and code to reproduce your work. For the technical implementation, you can use Python with libraries like scikit-learn, TensorFlow, and Keras for building the models, and you can use libraries like Matplotlib and Seaborn for data visualization. Cross-validation can be done using tools like scikit-learn's `StratifiedKFold`....

I am looking for a freelancer who can work on an image recognition project specifically focused on facial recognition. The goal of the project is to accurately identify and classify faces within images using Keras Tensor Flow. Skills and experience required for this job include: - Proficiency in Keras Tensor Flow and image recognition algorithms - Strong understanding of facial recognition techniques and methodologies - Experience in working with large datasets and preprocessing image data - Ability to train and fine-tune models for high accuracy facial recognition - Familiarity with deep learning and neural networks The freelancer will be responsible for providing a suitable dataset for the project, as the client does not have one. The dataset should consist of a diverse r...

...with a pre-existing database. The software will need to perform the following tasks:[also see the attached PDF for more info] please check details and Bid Main Requirements: 1. Face Detection: Implement face detection using OpenCV or similar libraries to locate and extract faces from images. 2. Face Recognition: Develop a face recognition system using deep learning frameworks (e.g., TensorFlow, Keras, or PyTorch) to recognize faces. You are encouraged to leverage pre-existing resources, such as pre-trained models, to accelerate development. 3. Database Management: Set up and manage a database to store image metadata from two sources: * Database 1: Contains a set of known faces * Database 2: New images to be compared with Database 1 please note one of the Data based wi...

I'm looking for a freelancer to work on a project to use a Raspberry Pi 4B 8GB and the Raspberry Pi V1.3 Camera to recognise facial expressions and project a relaxing flashing light patterns from the colour based on the opposite of their mood to post their mood (e.g. when recognises their anxious projects a blue colour) with LED lights. The...their mood to post their mood (e.g. when recognises their anxious projects a blue colour) with LED lights. The desired outcome is real-time mood recognition and dynamic light patterns, with moderate accuracy. I have already written the code for recognising the expressions and to project a light but have not figured out how to write the code to project the relaxing pattern. I also need help training Keras and connecting the LED lights to th...

...level of complexity. The developer should be experienced in handling moderately complex AI projects. Ideal Skills and Experience: - Strong knowledge and experience in Reinforcement Learning techniques and algorithms. - Proficiency in programming languages commonly used in AI development such as Python, Java, or C++. - Familiarity with AI frameworks and libraries such as TensorFlow, PyTorch, or Keras. - Ability to analyze and understand complex problem domains and develop appropriate AI solutions. - Good communication skills and the ability to collaborate with the client to understand and refine the project requirements. If you have the required skills and experience in Reinforcement Learning and intermediate-level AI development, I would love to discuss the project further. Ple...

I need to build an automatic translator using the Transformer architecture. The idea is to use an automatic translation system to translate queries in SPARQL language into questions in English. SPARQL is a knowledge base query language, similar to SQL. Knowledge bases are a source of structured data, according to the standards, models and languages of the Semantic Web, which allow efficient access to a large quantity of information in a wide variety of fields. However, their access is limited by the complexity of the requests which does not allow the public to use them directly. It is also difficult for the uninformed user to understand the meaning of a request. We therefore want to code a Transformer type model which allows us to interpret a SPARQL query on the DBpedia knowledge base by a...

I am looking for help with Python coding for a specific project. Skills required: - Proficiency in Python programming - Experience with Pytorch and Keras implementation The project has a tight deadline of 1 day, so I need someone who can work quickly and efficiently.

Tengo un negocio de un centro de masajes, el cual he recopilado información de más de 350 clientes en un mes. Los datos recopilados son los siguientes: fecha, h...decisiones respecto a esta información, solicito la asesoría de un analista de datos o desarrollador de aprendizaje automático o desarrollador de algoritmos/modelos que me permitan analizar la data existente y futura. Mi objetivo principal es aumentar el número de sesiones e ingresos. Se de la existencia de herramientas de software que pueden ayudarme a este propósito: Tensorflow, scikit-learn, keras,etc No sé si sea necesario aplicar estas herramientas, tomando en cuenta que la data con la que cuento es inicial (el negocio es nuevo) tal vez podemos contar con otras h...

...required: - Strong background in artificial intelligence and machine learning algorithms - Proficiency in working with sports data and understanding the intricacies of different sports - Knowledge of data preprocessing and feature engineering techniques - Ability to train and fine-tune AI/ML models for accurate prediction of game outcomes - Familiarity with tools and libraries such as TensorFlow, Keras, and Python - Experience in evaluating model performance and optimizing for better results The main goal of this project is to develop a predictive model that can accurately forecast game outcomes based on live sports data. The AI/ML Developer will be responsible for training the model using the available data and implementing it into a real-time prediction system. Please note th...

Title: Python Research - Machine Learning Projec...Evaluating and optimizing machine learning models Deliverables: - Python code for the machine learning research - Research outcomes and findings Skills and Experience: - Strong proficiency in Python programming - Intermediate knowledge and experience in machine learning techniques and algorithms - Familiarity with popular Python libraries for machine learning, such as TensorFlow, scikit-learn, and Keras - Ability to analyze and preprocess data for machine learning tasks - Experience in evaluating and optimizing machine learning models - Strong problem-solving and analytical skills If you have the required skills and experience in machine learning research using Python, please submit your proposal along with relevant examples of ...

...is a Transformer. Skills and experience needed for this project include: - Proficiency in Keras and TensorFlow - Strong understanding of deep learning and text classification - Experience with saving and loading models in Keras - Familiarity with different model save formats, particularly HDF5 and SavedModel The main task for this project is to help me save and load the models in the desired format. The format I want the model to be saved in is Keras, and I have no specific requirements or preferences for loading the saved model. Any method is fine. Overall, I am looking for a skilled freelancer who can assist me in effectively saving and loading models for my text classification project using Keras. I would like to share screen using Zoom and get your g...

I am looking for a developer with experience in fixing object de...experience in fixing object detection code and optimizing it to run on GPU. Currently its running on CPU which causes frame drops .The code is written in Python and the current issue is that it is running on CPU. The ideal candidate should have the following skills and experience: - Proficient in Python programming language - Strong knowledge of deep learning libraries such as TensorFlow, PyTorch, or Keras - Experience in optimizing code to run on GPU(CUDA) - Familiarity with object detection algorithms and techniques - Ability to identify and resolve performance issues in code - Strong problem-solving skills and attention to detail If you have the skills and experience required for this project, please submit your...

Dedicated Python Expert needed to Debug, Modify and Clean Code of this Trading Model - PPO (Proximal Policy Optimization) in Google Colab - Reinforcement Learning - Proximal Policy Optimisation - Tensorflow - Keras - LSTM and Feed-Forward Neural Nets Please read the attached Project Brief before Bidding on the project. This project may not be easy.

Dedicated Python Expert needed to Debug, Modify and Clean Code of this Trading Model - PPO (Proximal Policy Optimization) in Google Colab - Reinforcement Learning - Proximal Policy Optimisation - Tensorflow - Keras - LSTM and Feed-Forward Neural Nets Please read the attached Project Brief before Bidding on the project. This project may not be easy.

Python based Machine Learning Project - Goal: The main goal of this project is to validate the classification model developed ...Requirements: - Advanced expertise in machine learning and Python. - Strong understanding of classification algorithms and techniques. - Experience in handling and analyzing large datasets. - Proficiency in data preprocessing and feature engineering. - Ability to implement and evaluate machine learning models. - Familiarity with Python libraries such as scikit-learn, TensorFlow, and Keras. - Good understanding of cross-validation and model evaluation techniques. - Strong problem-solving skills and the ability to troubleshoot and debug code. - Excellent communication and collaboration skills to ensure effective project coordination and del...

I am looking for a Python expert with deep learning experience, specifically in image recognition tasks. Skills and Experience: - Strong proficiency in Python programming - Deep understanding of deep learning concepts and techniques - Experience with deep learning frameworks, particularly Keras - Familiarity with image recognition algorithms and models Project Details: - The specific task for this project is image recognition. - The client already has a dataset for the project, so no additional dataset is needed. - The desired outcome for this project is to develop a functional model for image recognition. If you have the necessary skills and experience in Python and deep learning, particularly in image recognition, then this project is perfect for you.

I am looking for an experienced ML expert to design a robust real time speech emotion recognition system. The system will be used for customer servic...psychology research and the entertainment industry. I prefer a supervised learning approach for this project. We have between 1000 and 10,000 samples available for training the system. The ideal candidate should have experience in developing speech emotion recognition systems with a focus on supervised learning. Expertise in machine learning algorithms and deep learning frameworks like TensorFlow and Keras is a must. Strong programming skills in Python and experience in data preprocessing and feature extraction will be an added advantage. The project requires excellent communication skills and the ability to work collaboratively with...

I am looking for a freelancer who can help me annotate (label) pictures for a python object detect...annotation must cover at leas all windows where a passenger or driver can get blinded via light. - Familiarity with python object detection algorithms - Experience in image annotation and labeling - Attention to detail and accuracy in labeling objects Skills and Experience: - Proficiency in python programming - Knowledge of object detection algorithms and libraries (such as Yolo, TensorFlow, Keras, or OpenCV) - Previous experience in image annotation and labeling projects - Ability to follow detailed instructions and guidelines for accurate annotations If you have the necessary skills and experience, please submit your proposal and provide examples of your previous work in image a...

I am looking for a machine learning expert who can help me with a handwriting... Skills and experience required: - Strong knowledge of machine learning and deep learning algorithms - Proficiency in using Keras, TensorFlow, and HTML(or other methods) - Experience in working with handwriting recognition projects - Familiarity with optical character recognition techniques - Ability to achieve a high level of accuracy (more than 95%) with the machine learning model I already have a specific dataset for training the model, so you won't need to worry about that. However, if you have access to additional handwriting datasets, it would be a plus. If you are confident in your abilities to develop a highly accurate handwriting analysis model using Keras, TensorFlow, and HTML, p...

...SquareX Technologies. Most of our members are from one of the Indian Institute of Technology, so you should expect quality work. We provide services in the domain of Machine Learning, AI, Deep Learning, Computer Vision, Natural Language Processing, Algo Trading. Expertise: Training Machine learning, Deep Learning, Reinforcement Learning Models Frameworks are compatible with Pytorch, Tensorflow, Keras. Training ML models like Bayesian Networks, XGBoost, Random Forest, Decision Tree, KNN Classifier, GBM, GLM, SVM. Training DL models BERT and all its variants, DNN, CNN, LSTM, GRU, Variational Autoencoders using Bayesian Neural Networks. eXplainable AI (XAI) using LIME, SHAP, GRAD-CAM, DeepLIFT, DeepRED, CausalNex. Here are some of our previous works: Hair transplant startups require...

I am looking for a skilled developer to enhance a Seq2seq char-level *correction* model (not exactly language translation) using Python. Skills and experience needed: - Strong understanding of Seq2seq models and *char-level machine translation*, LSTMs, Attention mechanism etc. - Ability to work with Keras - Improving existing model The main goal is to improve the existing seq2seq model. Providing new inference model may be enough for the goal.

Project Title: Inteligencia Artificial Task: - Develop an AI system to perform image recognition tasks AI Technology Preference: - Deep Learning Desired Outcome: - Automate tasks through the implementation of AI Skills and Experience: - Strong knowledge and experience in image recognition using Deep Learning technologies - Proficiency in programming languages such as Python, TensorFlow, and Keras - Familiarity with training and optimizing deep neural networks - Ability to preprocess and manipulate image data for accurate recognition - Understanding of computer vision and pattern recognition algorithms - Experience in deploying AI models to production environments - Strong problem-solving skills and attention to detail

I am looking for a machine learning / data science developer familiar with Python and Tensorflow. What we will provide: - Anonymised Data - Codebase to import data, clean it, run a basic feed-forward ANN with Keras, and then collect prediction accuracy statistics. What we require from you: - Nvidia GPU to run the above model many times under different parameters. - Ability to understand and modify the code as needed. - Sufficient experience and expertise in machine learning / data science to significantly improve the forecasting accuracy of the model. This might be possible to achieve through redesign of the neural network and tuning of hyperparameters. We require someone with sufficient knowledge to experiment with different designs and achieve a significant improvement over th...

...and shopping - 12 menit 4. Sport and entertainment - 5 menit 5. Other topics ( digit and times, name of people and places, education and learning, medical care and covid-19 ) - 5 menit PENTING‼️ - tidak ada dialeg saat conversation berlangsung or NO PAY - harap dilakukan di ruangan sepi, NO NOISE - Kedua pihak yang melakukan conversation ini harus menggunakan BAHASA INDONESIA dan DILARANG KERAS DICAMPUR DENGAN BAHASA SELAIN INDONESIA DAN BAHASA DAERAH‼️ - Isi percakapan bebas, TETAPI HARUS SESUAI DENGAN TOPIK...Tidak diizinkan untuk merekam nyanyian, lagu, membaca buku dan siaran langsung - dialog tidak boleh berisi kekerasan, pornografi, sensitif secara politik atau konten ilegal lainnya - Hindari ucapan yang tumpang tindih selama perekaman, bicaralah dengan jelas, bersi...

Project Title: Image Classification I am looking for a skilled freelancer to help me with an image classification project. The purpose of this project is to categorize images based on their content. Skills and Experience Needed: - Experience with image classification algorithms and techniques - Proficiency in deep learning frameworks such as TensorFlow or Keras - Strong knowledge of computer vision and image processing - Familiarity with training neural networks for image classification tasks The images that will be classified are X-rays. Therefore, the ideal candidate should have experience working with medical images and be familiar with the challenges and nuances of classifying X-ray images. The accuracy of the image classification is of utmost importance. The classificatio...

I am looking for a machine learning expert to develop a Hair Style Recommendation ML model using a Neural Network. Dataset Sourcing: - I do not have a specific dataset in mind for training the model, so I will need help sourcing a suitable dataset. Expected Output: - The expected output of the model should be the hair sty...recommendations based on input data. Ideal Skills and Experience: - Proficiency in machine learning algorithms, particularly Neural Networks. - Experience in dataset sourcing and preprocessing. - Knowledge of image classification and hair style categorization. - Familiarity with training and fine-tuning ML models. - Strong programming skills in Python and relevant ML libraries (e.g., TensorFlow, Keras). - Ability to analyze and interpret model results for opt...

AI Development I am looking for an AI developer to work on a project that requires specific AI functionality. The ideal ca...candidate should have experience in one or more of the following areas: - Natural Language Processing - Computer Vision - Recommendation Systems The programming language preference for this project is not specified, so the candidate should be proficient in at least one of the following: - Python - Java - C++ In terms of AI development frameworks, the preferred options are: - TensorFlow - PyTorch - Keras The candidate should have experience working with these frameworks and be able to implement the required AI functionality using them. Please submit relevant samples of your previous work and explain your experience with the chosen AI functionality and f...

...Seroja Operasi Seroja dipicu saat Front Revolusi Kemerdekaan Timor Leste (FRETILIN) mengumumkan kemerdekaan atas wilayah tersebut. Sembilan hari setelahnya, Presiden Soeharto memerintahkan Indonesia untuk melakukan invasi dan menganeksasi Timor Timur. Pada tahun berikutnya, Timor Timur diresmikan sebagai provinsi ke-27 oleh Indonesia. Pendudukan Indonesia di wilayah tersebut ditandai konflik sangat keras selama beberapa dasawarsa antara militer Indonesia dan kelompok separatis, khususnya FRETILIN. 4. Referendum 1999: Referendum dilakukan pada 30 Agustus 1999 setelah Presiden Habibie menggantikan Soeharto. Orang-orang dapat memilih untuk menerima atau menolak otonomi khusus Timor Timur dalam NKRI. Dalam sekilas diskusi tentang ibu kota Timor Leste dan berbagai keunikan negara ini...

I am looking for someone to convert code from CNTK to Keras. The code is currently written in Python and I would like the conversion to maintain a high level of accuracy. The new code should be written using the Keras deep learning framework. Skills and experience required for this project include: - Strong proficiency in Python programming language - Experience with deep learning frameworks, particularly Keras - Knowledge of CNTK and the ability to convert code between frameworks - Attention to detail to ensure a high level of accuracy in the conversion process. Below is the github repository of the code to be converted to keras from cntk. This is a simple hangman game and I need

...Requirements: - Strong background in AI/Deep Learning/Machine Learning, with expertise in Natural Language Processing techniques - Experience working on cybersecurity projects and understanding of common threats and vulnerabilities - Ability to work with large datasets and optimize algorithms for efficient processing - Proficiency in programming languages such as Python, TensorFlow, React, Go and Keras - Strong problem-solving skills and ability to troubleshoot and debug complex systems Project Details: - We have existing databases and data available for the application - The estimated workload for this project is large, requiring significant time and effort to successfully implement the AI/Deep Learning/Machine Learning techniques If you have the necessary skills and experienc...

I am looking for someone to develop a Machine Learning Python project for me to generate melodies from lyrics using Generative Adversarial Network. The expected output of the project is melody generation only, and the Python library to be used is Keras or Tensorflow or Pytorch. I also need all the explanations about the code. The expected timeframe for the project is less than a month. If you have the expertise and capability to accomplish this short-term project, please reach out to me. Thank you!

...lebih baik ketika kita memperbanyak pandangan dengan cara berpikir yang baik dengan melihat peristiwa sosial jadikan sesuatu hal itu sebagai refrensi yang memperkuat pendapat, melalui pikiran, lebih baikya di ukur nilai agar jangan salah penafsiran. Bukan soal kita salin berargumen, dan berpendapat berdasarkan apa yang melintas di kepala yaitu mengandalkan pengalaman, karena sifat argumen reaktif keras, penuh emosi, dan seringkali membuat kedua bela pihak berakhir dengan perasaan yang tidak menyenangkan. Oleh karena itu, hasil yang baik adalah, hasil yang spesifik, yang bermanfaat melalui nilai yang di ukur berdasarkan pengujian yang layak di gunakan oleh semua orang. Demikian di tulis oleh penulis Sa tra pandai berkata - kata, Sa tra pintar mengutarakan rasa Tapi harap ko...

...Ciencias de la Computación, Ingeniería, Matemáticas u otro campo relacionado. Se valorará positivamente la educación avanzada en IA y Aprendizaje Profundo. Experiencia demostrada en el desarrollo de modelos de IA aplicados a la visión por computadora, generación de imágenes o tareas similares. Conocimiento profundo de frameworks y bibliotecas de IA y Aprendizaje Profundo, como TensorFlow, PyTorch, Keras, etc. Experiencia práctica con técnicas de procesamiento de imágenes, redes neuronales convolucionales (CNN) y modelos generativos. Dominio de lenguajes de programación como Python y habilidades sólidas en programación orientada a objetos. Capacidad para trabajar de manera autó...

...see if it learnt to do this properly. If that works then i will give similar task for other parts of the face and pay for each task. The Skills and Experience below are automatically generated by freelancer for me it is not so important. : - Strong background in machine learning and deep learning algorithms - Proficiency in working with image data and relevant libraries (e.g., TensorFlow, Keras) - Experience in training and fine-tuning models for high accuracy levels - Knowledge of various image processing techniques and feature extraction methods - Ability to preprocess and clean image data for optimal model performance - Familiarity with evaluation metrics and techniques for model performance assessment - Strong problem-solving and analytical skills to address challenges i...

I am looking for a data scientist to create a custom loss function in Python and Tensorflow 2 (Keras Sequential), this should be straightforward for someone who knows what they're doing. The input is sequential numeric, I would like the custom loss function such that for y[-1] (previous actual value), y (next actual value) and yhat (next predicted value based on previous values): - if y[-1] < y < yhat, loss = 1 - if y[-1] > y > yhat, loss = -1 - else, loss = 10 Print out all 3 values. Note, input tensor should be a sequential numeric series of specific window size, y[-1] is the last value in the series. Please start your bid with "I do tensors", otherwise your bid is ignored.

...for a skilled AI developer to create a deep learning model that can generate blender recognizable jewelry 3D models. The model should be able to generate these models based on text or image prompts, or a combination of both. Skills and experience required: - Strong knowledge and experience in deep learning - Proficiency in working with AI frameworks and libraries such as TensorFlow, PyTorch, or Keras - Experience in working with 3D modeling and Blender - Ability to train and fine-tune the AI model to generate accurate and high-quality 3D printable jewelry models - Familiarity with image and text processing techniques - Strong problem-solving and communication skills The ideal candidate should have a proven track record in developing deep learning models and generating 3D printa...

More details will be shared with the preferred freelancer only experts can bid . Please bid if you have skills for this project . Don't waste both of us time .

need help with my machine learning Python (Tensorflow and Keras) and I need help as soon as possible

...real-time trading environment, generating entry and exit signals for long and short positions. Requirements: 1. Strong expertise in machine learning, deep learning, and AI model development. 2. Experience with training models using financial data and technical indicators. 3. Proficiency in Rust programming language (preferred) or Python, along with relevant libraries/frameworks like TensorFlow, Keras, or PyTorch. 4. Solid understanding of cryptocurrency markets, technical analysis, and risk management principles. 5. Ability to handle large datasets and perform efficient data preprocessing. 6. Strong analytical and problem-solving skills to fine-tune the model's performance. 7. Proven track record of successful AI trading system development (portfolio or case studie...