Rheumatoid arthritis severity classificationtrabajos

...across various European countries. The success of this project hinges on the accuracy and reliability of the data collected, which will be crucial for optimizing the routes for overland freight transport. Project Objectives: Toll Station Identification: Locate all toll stations in the assigned countries. Geographic Coordinates Registration: Document the precise coordinates of each station. Classification by Highway: Compile a list categorized by highway with the gathered information. Deliverables: A comprehensive list of toll stations with the highway name and geographic coordinates. Documentation on the data collection and verification methodology. Files in CSV or Excel format containing the compiled information. Additional Information: We include a sample file to guide the r...

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Buenas tardes, estamos...entrada de los datos se realizará en formato CSV separado por comas. La implementación puede realizarse en R, Python o Java. La salida debe incluir gráficas comparativas incluyenso precisión, exactitud (accuracy), el cálculo de la curva ROC y la justificación de la parametrización que se hace de los algoritmos. Referencias Performance Metrics for Classification problems in Machine Learning Filtrado y selección de subconjuntos de atributos basada en su relevancia descriptiva para la clase

Busco hacer una pagina web donde pueda vender toda clase productos nuevos y usados.Y ayudar a las personas a vender sus productos por medio de mi pagina, teniendo yo el control total de la negociacion con los prospectos. Quiero que pueda tener un shoping cart y c...teniendo yo el control total de la negociacion con los prospectos. Quiero que pueda tener un shoping cart y comunicacion con prospectos. Enlaces con paginas de alto pagerank. Yo me encargo del manejo de las redes sociales sin embargo necesito un branding y un diseño de estas. Me interesa mucho que el codigo fuente este optimizado con programacion SEO, con metatags como Robots, googlebot, author, classification, description, keywords etc. No tengo ningun diseño de logo o pagina en absoluto. Acabo de comprar m...

Tenemos una página hecha con Codeigniter en la que fallan algunas páginas, con el mismo error, necesitamos un programador con experiencia en el entorno de desarrollo Codeigniter para depurar los errores: Severity: Notice Message: Undefined variable: text Filename: public/ Line Number: 4

I'm in need of a machine learning or AI specialist who can adeptly perform data analysis and modeling on image data. Our goal is to read the data from passports of various countries, Data will be in various different languages. We dont want to use any paid api.

I need a freelancer to analyse three different types of vision transformer models: ViT, DeiT, and CCT. The evaluation must focus on their performance i...The key objective of this project is to pinpoint the most efficient model for the task at hand. Skills and Experience: - Proficiency in working with ViT, DeiT, and CCT models. - Strong background in analysing classified images of eye diseases. - Proven record of implementing different vision transformer models for disease classification tasks. These are the research questions I need in my research 1. Which eye diseases may be detected using the primary classification image models? 2. Which datasets are used by vision transformer models, and what are their typical advantages and disadvantages when it comes to diagnosin...

I'm in need of a skilled Flutter developer with knowledge of ONNX model integration for offline classification. I will provide the model in that format and also the flutter project. I need you to integrate so tbat it runs offline on device. They are finetunes distilbert model. My budget is 30 euros and 2 days maximum. If you are interested only then bid

...specialist capable of conducting image classification for facial detection using the YOLOv9 model on Colab. The primary goal is to pin-point and categorize human face images. The key tasks include: - Implementing YOLOv9 model on Colab for image classification - Prioritizing faces as the main class for identification and categorization - Enhancing the model to increase its detection degrees of accuracy - Ensuring the solution is scalable and effective The ideal candidate should have robust skills in: - Python programming - Deep Learning (specifically convolutional neural networks) - Proficiency in Google Colab - Prior hands-on experience with YOLOv9 or similar models. Please note that the work does not require detection and classification of specific fac...

I need an expert in Natural Language Processing, specifically in sentiment analysis and text classification, to assist with my project. While I haven't chosen a programming language for this task, I am open to suggestions. It's currently unclear if I will need a pre-trained or custom NLP model, so both options should be explored. Best fit for the job would include: - Extensive experience in NLP, especially sentiment analysis and text classification - Ability to provide insights on different programming languages for the task - Experience with both pre-trained and custom NLP models.

I'm urgently in need of a bookkeeper who can accurately categorize my last financial year's bank transactions and prepare them for inclusion in the General ledger. This task is primarily for tax filing purposes. My business currently operates on Quickfile so proficiency in this software is essential. Transactions classification is available in Excel, I'll be prioritizing freelancers who can demonstrate: - A strong background in bookkeeping - Knowledge of tax preparation, ideally within EXCEL - Quickfile experience - Proven ability to meet stringent deadlines. Your role will involve the correct categorization of numerous transactions, ensuring everything is in order for tax filing. Please be ready to start this project immediately as completion is needed ASAP.

...AI development, such as Python, Java, or C++. Knowledge of frameworks and libraries like TensorFlow, PyTorch, or Keras can also be crucial for AI and machine learning implementations. 2. **Experience with Natural Language Processing (NLP)**: Since the application involves analyzing and processing resumes and cover letters, expertise in NLP is essential. This includes familiarity with text classification, sentiment analysis, and machine learning models that handle language data. 3. **Software Development Best Practices**: Understanding of software engineering principles, such as version control with Git, continuous integration/continuous deployment (CI/CD) practices, and agile development methodologies. 4. **Problem-Solving Skills**: Ability to troubleshoot and improve upon exi...

I'm seeking a machine learning wizard, proficient in diverse tasks including Classification, Regression, and Clustering. Ideal Candidate: - Expert in Python programming. - Comprehensive experience with prominent machine learning libraries including Scikit-learn, TensorFlow, and PyTorch will be essential. This project will require the development and fine-tuning of diverse machine learning models, hence requiring considerable expertise in the same field. Your role will not only involve model creation but also optimization and performance evaluation. Your ability to handle complex multi-dimensional dataset will be integral in this project. Please only apply if you possess these capabilities and are prepared for a power-packed machine learning project.

'm seeking a professional in machine learning to help with an automated image classification project. Key requirements: - Experience in machine learning, specifically image classification - Strong understanding of Logistic Regression and Neural Networks - Strong understanding of key concepts within Machine Learning IMPORTANT: MUST BE ABLE TO POST REGULAR UPDATES AND PROJECT MUST BE FINISHED WITHIN 2-3 DAYS Your responsibilities if you take on this project would include: - Developing and training a machine learning model on images of objects - Training and testing of new model based on ResNet-18 - Testing and optimizing the model for accuracy - Outputting metrics such as accuracy, F1 score, precision recall curves etc - Visualise model performance through relevant p...

...explanation for its classification and an estimation of uncertainty. Responsibilities: - Data Labeling: Review each sample in the dataset and assign it to the appropriate quality class (B, C, or D) based on predefined criteria. - Explanation: Provide a comprehensive description for each sample's classification, detailing the specific features and characteristics that led to its placement in a particular quality class. - Uncertainty Estimation: Assess and document the level of uncertainty associated with each classification, considering factors such as data variability and subjective interpretation. - Preparation and Training: Before commencing the labeling task, you will undergo an introductory training session to familiarize with the dataset and the criteria...

I'm urgently looking for a skilled Flutter d...Flutter developer who can expertly integrate a BERT machine learning model into an existing app. The app is functional on both iOS and Android platforms. Here are the key project requirements: - Ability to flawlessly integrate BERT model into my app - Enhance the app with added text classification functionality Your experience should include but not limited to: - Proven history in Flutter development - Past performance of app development for iOS and Android platforms - Experience in adding text classification functionality It would be an added advantage if you have a clear understanding and past experience of implementing machine learning techniques on mobile platforms. Engage with me if you meet these criteria for a re...

I have a project that requires Image Classification and Path Finding Implementation. Please see attached. As a part of project, I will need you to explain to me your work because I have to present it. Budget is 60aud, slightly negotiable! I need work done today! If you re free to start immediately, please message me!

I'm looking for a data-driven and detailed infographic that focuses on the impacts of climate change. The primary audience for this project will be students. Key Points: - The infographic should clearly and engagingly present the various impacts of climate change - It should be educational, aiming to inform students about the severity and breadth of the issue - The visual style should be data-driven and detailed, using stats and charts to illustrate the information - It should be designed with the target audience of students in mind, ensuring it's easily digestible and compelling Ideal Skills: - Strong graphic design background - Experience in creating educational material - Ability to translate complex information into visually appealing and understandable graphics - U...

...preliminary chapters, I prefer to have 16 chapters of minimum thirty pages each. Present scenarios in SE. Integrity based SE scenarios. Successful scenarios based on total integrity and principal centerd behaviour. Self depleting and negative consequences on social behaviour of downward scenarios. Environment affected by negative shared entrepreneur use cases behaviour. Current major classification of SE in all aspects and possible improvement overview. Operating skills to manage negative SE to improve social and trade and environment resolution. A man life and SE relation to overcome negative energy generating usecases. How to overcome and work on those scenarios to improve or change state of mind to tackle challenges to overcome the negative results of effects to thes...

I am seeking a Python developer with expertise in image processing and Pytorch to assist with AI image processing in Python code. Key Requirements: - Skilled in Python programming - Proficient in Pytorch - Experience with image processing using AI - Ability to work with and integrate AI image processing code The task involves handling image processing tasks using AI, most likely image classification, object detection and segmentation. The outcome of the task is to have a functioning AI image processing code. Please get in touch if you have the necessary expertise.

I have a project that requires Image Classification and Path Finding Implementation. I need you to do this project for me asap, and to explain to me how it works since I have to present it. If you re free to start immediately, please message me!

I'm seeking a professional in machine learning to help with an automated image classification project. Key requirements: - Experience in machine learning, specifically image classification - Strong understanding of Logistic Regression and Neural Networks - Strong understanding of key concepts within Machine Learning Your responsibilities if you take on this project would include: - Developing and training a machine learning model on images of objects - Training and testing of new model based on ResNet-18 - Testing and optimizing the model for accuracy - Outputting metrics such as accuracy, F1 score, precision recall curves etc - Visualise model performance through relevant plots (e.g., confusion matrix, receiver operating characteristic curve, precision recall curv...

I need an experienced professional who can use Convolutional Neural Ne...user-generated videos. Since this project involves working with user-generated content, the ideal candidate should have prior experience or familiarity with similar work. Key Responsibilities: - Improve search accuracy by effectively classifying the video dataset - Enhance recommendation systems - Analyze user behavior based on classification results Applicants should pay special attention to: - Providing proof of experience in using CNN for video classification tasks - Describing previous successes in improving search accuracy and enhancing recommendation systems, especially with user-generated content. With your expertise, we can properly structure our dataset, thereby improving our overall syst...

I'm looking for talented designers to participate in a logo design contest. The logo should be crafted in a playful yet professional Cartoon style. This is a CBD product for dogs with a one of kind roller ball applicator for the dogs to lick. The CBD is flavored. It works within 10-15 minutes. Ideally, the candid...view?usp=share_link Key Words: Calm Peaceful Relaxation Mindfulness Serene Harmony Chill Lick roller ball lick n chill Possible Names: Presley’s Relaxo Roll Harmony Hound Bliss Ball Balance Buddy Presley chills Peaceful Pete’s Peaceful with Presley Pawsome Peace Calm Paws Tranquil Trails Calm K9 Helps with: Anxiety car sickness self control relaxation CHILL THE”F” OUT Stress Joint pain Arthritis Digestive issues Looking forward to se...

I am in need of a specialized individual or team to conduct thorough geotechnical logging for infrastructure projects. Key aspects of the project include: -Field Logging soil using the Unified Soil Classification System -Field Logging rock cores for weathering, hardness, fracturing, percent recovery, rock quality designation -Completing field logs either on paper or with pLog Tablet -Leading drill crews from site to site -Preserving samples with foil and or plastic bags -Keeping track of hours and communicating with Project Manager -Assist with laboratory testing such as moisture content, atterberg limits, sieve analysis -Assist with utility locates and drill rig accessibility -Must be eligible to work in the USA -Must have a USA state issued Drivers License Ideal Skills and...

...me develop a system capable of identifying different types of brain tumors from MRI images. The primary objective of this project is to create a reliable classification system that can accurately differentiate between brain tumors (types). The project will involve the development of a 3D convolutional neural network (CNN) along with transfer learning that can process the provided MRI images effectively. Key requirements for this project include: - Extensive experience in machine learning, particularly with CNNs - Proficiency with medical image analysis, particularly with MRI images - Previous experience with brain tumor classification is highly desirable - Strong understanding of transfer learning techniques The final deliverable of this project should be a functional ...

My website has suddenly begun displaying a 500 error. I'm looking for an experienced PHP developer who can quickly identify and resolve the issue. Key Points: - The error has appeared without me making any recent changes to the site or its code. Upon checking the log file it says a particular function is deprecated, and recommended the alternative. It says ERROR - 2024-04-26 15:49:57 --> Severity: Compile Error --> __autoload() is no longer supported, use spl_autoload_register() instead /home/thinkally/public_html/sch/mvc/config/ 4 - The website is built on PHP CodeIgniter. - I use as my web hosting service. The ideal candidate should: - Be proficient in PHP and specifically CodeIgniter. - Have experience troubleshooting and fixing 500 errors. - Be able to work

I'm seeking a proficient data scraper to extract both text and numeric data from a specified website for me. Key Responsibilities: - Scraping text and numeric data from a specified website. Desired Output: - The scraped data should be delivered in an Excel file format. Ideal Skills and Experience: - Proficient in web scraping, particularly for text and numeric data. - Familiarity with extracting data from websites. - Experience with delivering data in Excel format. Looking forward to receiving your proposals.

...cleaning and encoding the data and training an SVM model for classification. Key tasks: - Data preparation: Your main responsibility will be cleaning and encoding the data. This involves preparing the data for analysis and ensuring its quality. - Model training and evaluation: Once the data is ready, you'll train an SVM model for classification. This will involve running the model, analyzing its performance, and making necessary adjustments. Your experience with data preprocessing, particularly cleaning and encoding, will be crucial for this project. As you'll be working with both numeric and categorical data, it's important that you're comfortable handling both types. The main goal of the SVM model you'll be building is classification. ...

I'm looking for an intelligent computer vision system designed for the fashion industry with proficiency in these tasks: - Image classification: Your task will be to classify images according to the type, style or design of the clothing pieces. - Object detection: The system should detect different objects in an image helping with style recommendation. - Style recommendation: Based on the image classification and object detection, the system should provide intelligent style recommendations. - Image imposition: The system should be capable of imposing a dress image onto an individual. The imposition should apply the image to a person successfully and convincingly in an automated manner while also providing options for manual adjustments. Skills and Experience: - Strong ...

... I'm seeking a capable developer who excels in Python and AI to deploy my image classification project to a Tromero GPU Instance server. The main goal of the project is to classify different types of intruders. Key details: - Objective: Prioritize image classification specifically for intruders. - Intruder Categories: The AI needs to be capable of differentiating between two distinct intruder profiles. - Server Deployment: Deploy the Python-based AI project on a Tromero server. - Pulse Audio Libraries: Proper configuration of pulse audio libraries is required. The ideal candidate should have the following skills and experience: - Proficient in Python and AI, specifically in the field of image classification. - Familiarity with configuring and managing Trome...

I'm seeking a skilled freelancer in Python programming with a deep understanding of machine learning a...a deep understanding of machine learning algorithms. The main goal of this project is to create a machine learning model with Python that can be used for classification, regression, or clustering. It's important that the freelancer is able to provide explanations of the code and the underlying algorithms used. This is crucial as I'd like to understand the process and logic behind the model. Chat with me for full project details. Ideal skills and experience for this project include: - Proficiency in Python - Strong background in machine learning algorithms - Ability to clearly explain complex topics - Previous experience with classification, regression, and ...

I'm looking for a skilled individual who can enhance the squash equation in CapsuleNet to improve the accuracy of image classification. The focus will be on medical images, and the ideal candidate will be able to introduce a new method that has not been used in this context before. Key requirements: - Expertise in CapsuleNet and its squash equation - Strong background in image classification, particularly with medical images - Ability to innovate and introduce novel techniques to improve accuracy The successful applicant will help us push the boundaries of what's possible in medical image classification, and contribute to the development of cutting-edge technology.

This is a small project about Transformers to a problem of interest. You can pick any problem/dataset and implement a Transformer-based model to conduct a task (e.g., classification, regression, etc.) should consist: 1. Description of dataset/task. 2. Transformer Implementation 3. Transformer component changes. anything you need to change to make the model perform the task at hand (e.g., embeddings, output layer, etc.) 4. Training/Evaluation.

...input(seperate datasets are present for both text and image') and classify the meme into given labels for my project. here is my project Key Tasks: - Handling various Natural Language Processing tasks such as text classification, image classification - Development of a Multimodel Classifier that can effectively analyze text and images. Requirements: - Proficiency in Python for implementing the Multimodel Classifier. - Prior experience in Natural Language Processing and developing classification models. - Ability to work with text and image data for training the classifier. It's essential that the freelancer has a strong understanding of NLP techniques and can create a robust, efficient Multimodel Classifier. Looking forward to working with someone

This project is aimed at creating a two-model neural network code, in Python, for classifying a car ...the provided code. The freelancer should have: - High level understanding and experience in Python programming - Extensive knowledge and experience with neural networks - Ability to clearly explain complex programming models - Experience with Kaggle datasets is a bonus The scope of the project includes: - Data cleaning and preparation, if needed - Building two neural network models for classification of dataset - Providing a detailed explanation of the process and the functionality of the models in the code. The end deliverable should be an efficient Python code that classifies the car crash dataset using two neural networks models, and a comprehensive explanation of how they...

I'm looking for an experienced programmer in Python with a specialization in machine learning and deep learning. The project requires the development of a Classification model. The model's primary goal is to process and analyze natural language text. Key requirements include: - Proficiency in Programming: Fluency in Python is essential for this project. - Machine Learning Expertise: Experience in classification models is a must. I'm looking for a self-driven and motivated individual who can deliver high-quality work within the agreed timelines. If this sounds like you, I look forward to hearing from you.

I need your expertise in classifying a set of numerical data. My project requires an understanding of Decision Trees for successful implementation. Key requirements are: - Deep understanding of Decision Trees/Deep learning - Proficiency in numerical data analysis - Proven experience in data classification Expected Results:- - More than 90% precision for class 1 - More than 20% recall for class 1 here is the dataset: Having the skill to interpret and classify my existing dataset accurately, you will secure this project. Looking forward to a fruitful collaboration!

I seek a solution-oriented software developer to create a specialized software for my Windows system, which can apply multiple prediction models to an Excel sheet. Key Functions: - Incorporating various prediction models: This includes not only regression, classification, and clustering models, but also decision trees, neural networks, random forests, and support vectors. Ideal Candidate: - Expertise in developing Windows compatible software - Strong understanding of data prediction models - Knowledgeable in Excel functionalities - Ability to integrate sophisticated prediction algorithms The final outcome should be a user-friendly software that enhances my productivity by allowing me to apply versatile prediction models to my data effortlessly.

I am seeking a skilled programmer to create an advanced file management and archive program. Must possess excellent skills in file encryption, organization through folder hierarchy and search functionality. Key components: - File Encryption: The program should include a bread-and-butter security feature to protect the integrity of t...'multiple dimensions' for each file. This specifically means: - Tags: Each document should allow the assignment of predefined tags. This will make sorting and locating files more straightforward. - Categories: Similarly, each document should be classified under predefined categories. In essence, the ideal candidate should possess a deep understanding of complex file systems and document classification. An experience creating similar pro...

I'm seeking an expert to enlighten me on the intricacies of training and fine-tuning pretrained LLM models. My goal is to leverage these models for text generation, text classification, and question-and-answer applications. To that end, the key areas of focus during our Q&A session will be: - Strategies to choose the right dataset for these applications. - Techniques to optimize hyperparameters to realize optimal performance. - Ways to counter overfitting issues to guarantee model generality. For this project, Python will be our preferred programming language. Ideal bidders should have solid experience in Python and a deep understanding of LLM models. Your proficiency in handling overfitting, optimizing hyperparameters, and selecting appropriate datasets will be invalua...

...panel/banner stating whether the website is known to be good, known to be dodgy, or a warning if it is potentially fraudulent. See screenshot called shows an example of the sort of thing we are after. Please design and submit screenshots of an HTML panel will show at the top of a web page in Google Chrome. It should have the following sections:   - An icon that shows the detection severity (Good, bad, warning).   - Heading (E.G. "ZenProtect Warning").   - Text body (E.G. "This page appears to be impersonating a Microsoft login page. We recommend closing the page unless you know it is safe").  - A subtle "More info" button (This button doesn't need to do anything in the submission). Attached are a few sample images showin...

I am looking for a sizable tabular dataset that consists of over 50,000 records and more than 100 features. The data should include a balance of categorical and numerical data types. Being specific, it could be related to the Healthcare or finance industry. It could be used for Data analysis, machine learning. I am open to diverse datasets that could support various investigations. The ideal freelancer for this project would be someone with impressive experience in data gathering or data creation, particularly in the healthcare field. They should have good knowledge of categorical and numerical data, and a good understanding of sizable databases. They should also be committed to maintaining the integrity and confidentiality of the information.

Project Title: Creation of a Labeled Hair Color Dataset Description: The objective of this project is to create a high-quality, diverse, and labeled hair color dataset. The dataset will be used for the development and testing of machine learning algorithms related to hair color recognition and classification. This project will take place in two steps: Step 1: Initial Testing Phase We require a collection of 500 high-quality images, with 100 images for each of 5 distinct hair colors.(Black, Brown, Blond, Red, Gray) This initial batch is intended for quality assurance to ensure our requirements are met. Step 2: Expanded Dataset Upon satisfactory completion of the first step, we would proceed to the second step which involves the collection and labeling of 20,000 images - 500 ima...

I'm looking for a coder with expertise in Python and, ideally, has previous experience with Graph Neural Networks (GNN). The goal is to create a classifier that can distinguish between two classes - ...Python programming language for GNN classifier implementation. 2. Incorporate UNSW-NB15 Dataset to structure the graph with nodes and edges. 3. The classifier should focus specifically on the features of edges for classification. 4. Deliverable will be a GNN implementation that will classify edges of the graph using edge features This project requires knowledge of Python, GNN, and familiarity with the UNSW-NB15 Dataset. Your ability to conceptualize, develop and deliver a working GNN classifier, focusing on edge weights, is essential. Previous experience with edge classif...

As the ideal candidate for this project, you will be proficient in Python and JavaScript and have proven experience in the development of machine learning classification platforms. Key Responsibilities: - Implementing and managing data preprocessing - Overseeing model training - Model evaluation - User authentication - Ensuring data security - Enabling scalability - Providing API access It is crucial that you can design a platform with a user-friendly interface and responsive design. Your role will involve translating our requirements and objectives into a functional and eye-catching strategy. This is a project - and potentially long-term role - reserved for a dedicated full-stack developer with an eye for detail and a passion for delivering high-quality outcomes.

I need a tool using Microso...tool should be able to download the patches and store them locally along with information about the patch such as release patch source, OS type, software impacted, software name, software description and the patch name and severity level. Key requirements: - Fetching security patches for various OS levels and applications using vendor websites. - Downloading patches for specific applications only. - Storing the downloaded patches locally. - Collect patch information patch source, OS type, software impacted, software name, software description and the patch name and severity level - collect security hash from website and compare hash to ensure patch was not tampered with during download and output all of this data within the CSV file - export All...

...Intelligence services to assist with data extraction, text analysis, and document classification. This project is designed to result in the storage of extracted text in JSON format to enable easy search and retrieval. Key Responsibilities: - Data Extraction: Extracting relevant information from PDF files in a structured and organized manner. - Text Analysis: Proficiently analyzing the extracted data to draw meaningful insights. - Document Classification: Categorizing documents based on their content and purpose. Preferred Skills: - Expertise in Microsoft's Document Intelligence framework. - Proficiency in working with PDF files for data extraction. - Strong background in text analysis and document classification. - Experience in storing extracted text in JSON...

I'm in need of an expert in Python who can implement a neural network for natural language processing. The ideal freelancer should have strong experience in machine learning, specifically for NLP tasks. Training a neural network model for natural language processing. Specifi...processing. Specifically the goal is to implement with a custom dataset. Key Requirements: -Understanding the model and its functionalities and writing a Jupyter script for training with a custom data set. - Experience in developing neural networks for NLP - Ability to create models for sentiment analysis, named entity recognition, and text classification Please provide details of your relevant experience and how you plan to approach this project in your application.

Seeking a skilled and experienced developer to execute an AI-based Android app meant to perform tasks such as image classification and face recognition. An integral requirement for this role is proficiency in the integration of JNI C++ libraries. The foundations of the project include: - Development of an app compatible with Android phones - Integration and enhancement of machine learning algorithms into the app - The app must process object detection & tracking tasks using machine learning The ideal candidate should have: - Prior experience in Android app development - Strong knowledge of machine learning - Proficiency in the integration of JNI C++ libraries Integral to success in this project is a developer's ability to balance technical machine-learning objectives ...