Keras conv2d explained işler
Kaggle dan sınıflandırma üzerine bir dataset seçilecek. 1. Size tahsis edilmiş veri setini, tanımlanmış sınıflandırma problemini çözmek için Training, Validation ve Test olmak üzere üçe ayırın. 2. İlk olarak “common sense baseline” denilen ve tasarladığınız modelin yenmesi gereken ve basit bir mantıkla üretilen minimum başarı oranını belirleyin ve açıklayın. 3. Keras ortamında kendinize ait bir Convolutional Neural Network (CNN) modeli tasarlayın. 4. komutuyla modelinizdeki katmanların çıktısını görüntüleyin. 5. Modeli eğitin ve eğitim sırasında Training Loss ve Validation Loss grafiğini ve Training Accuracy ve Validation Accuracy grafiğini çizdirin. Bu grafikten overfitting durumun...
Hello, Initial milestone($50) is for content filling. I sent last message that includes missing parts and images and url for videos. $30 milestone is as explained in milestone details. $10 milestone is for a new menu item, I'll explain it after your reply
- python dili ile deep learning uygulaması yapılacak. tensorflow ve keras kütüphaneleri kullanılacak. -elimde bazı görüntüler var. bu görüntülerde toplam 5-6 sınıfa ait nesneler var. -resim üzerindeki nesneler sınıflandırılacak.
I'm looking to create a comprehensive travel agency website focused on facilitating online bookings for tour packages. The site needs to be user-friendly, secure, and highly responsive. Key Features: - Showcase of various tour packages with detailed itinerary information, pricing, customer reviews, destination information, and activity details. - An inquiry form for potential custo...- Built using Laravel Ideal Skills: - Proven experience in e-commerce website development, particularly in the travel industry. - Strong ability in creating user-friendly interfaces and secure payment systems. - Skills in integrating customer review systems and inquiry forms into the website. - Experience with implementing tiered pricing and discount systems. Details of requirements will be explaine...
I'm in need of a Keras model that can effectively detect faults in industrial machinery by analyzing noise generated by these machines. The model should classify time series data into three categories: Fault A, Fault B, or Normal. Key Requirements: - The model will work with time series data of length 150. - The goal is to identify faults as early as possible. - The model should be able to maximize the total score based on detection accuracy: each correctly identified fault earns 1 point, while each misidentified fault deducts 1 point. Data Overview: - The training dataset contains approximately 400 time series recordings, while the testing dataset has around 1000. Please note that the testing dataset includes all the data from the training set. - All data is in the form of n...
I'm looking for a skilled developer to customize JW Player to fit specific requirements I'm able to provide via a reference link. The ideal customization should be: - High-quality: I expect a clean, professional finish. - Well-documented: All custom code should be clearly explained for future reference. - Future-proof: Designed for easy updates and modifications. The customizations will mainly involve changes to the user interface and playback functionality: - User Interface: This will include designing custom controls, theming and styling the player, and adding new UI elements. - Playback Functionality: Modifications will require managing custom playlists, setting up advanced playback controls, and enabling support for additional media formats. Experience with JW Player...
...enable and disable combo pages, flash messages for every occasion in PNG/jpg format, orders tracking and printing, google analytics, Reports, pushing orders from admin panel to shipping delivery partners, stock maintenance, billing details(which can be sent to customer on phone and email) & few other features if any as per the tracker • Combo pages with conditions as explained high level in walk-through and in detailed will be explained once you take up the project • return/refund/cancellation pop-up options • setting up delivery partners for tracking order • setting up delivery Payment gateway (Pay U or Phone pay) Note: 1)This project demands extensive brainstorming, open discussions & most importantly a strong willingness...
...secure database for colleges and user data. 6. Optimize search functionality for speed and relevance. 7. Ensure seamless backend and frontend integration with APIs. 8. Students should have a login dashboard to check their application status Required Skills: Frontend: HTML, CSS, JavaScript, React.js/Angular/Vue.js. Backend: Node.js/Django, API development (REST/GraphQL). AI: Python, TensorFlow/Keras, recommendation systems. Database: MySQL, MongoDB, cloud-based storage. Tools: Git, AWS/GCP, Docker/Kubernetes. Preferred: Experience in EdTech platforms, SEO, and payment gateways....
Need some illustrations done of my boy and I who are going to feature in a book telling his story. i would interested if possible in getting some individual ‘mini-scenes’ for an informative book I am writing…for example the book would be aimed at teaching people about a rare disorder and would start like….. ————- My name is Lucas and t...sad and like might be sick ————- Could I ask what it would cost for some images of above mini-illustrations please…? These don’t need to be full page, just the image indicating what is happening. I guess the challenge is how the character looks. There would be another, perhaps 20 or so images needed in addition to these….i would pay for addition images if w...
...trajectories parallel toXOZ and parallel to each other, at different heights above the ground. In addition, for a more realistic effect, each balloon will have an oscillation on its axis.O Y in the form Δ y=A⋅sin(ω⋅Δt) (where A and oh will be chosen so that the visual effect appears realistic). Land construction The terrain is initially flat, but then the height of its peaks is modified on the GPU, as explained in the section below. For this modification to be possible, it is necessary to subdivide it. Deformation in Vertex Shader using a height map You will perform the deformation in the Vertex Shader by taking the height information from the texture, to which you will apply a constant scaling factor depending on the desired result. // GLSL code ...
...with each other directly All players can message each other during the game. Host has the ability to block any account. Game should DISPLAY Business name GC7 CAFE Host has the option to play game or just receive a %. Host can move players to other seats. Super Administrator will set which virtual goods are available for host to play with. The description of games and additional work has been explained in items below....
...only pay for Functional bugs, nothing trivial or design . Functional/Logical only If you submitted your own some test offers or deals let us know we will approve them BTW, register for free on our site Site See name of site and URL in zip Create an account as a user and then start bug hunting ! IMPORTANT: YOU MUST READ the Info you need to know before you test Genealogy bugs: GENEALOGY EXPLAINED IN DETAIL -- MUST READ GENEALOGY TESTER. text File w this project also IMPORTANT FAQ DEAL DIRECT- MUST READ GENEALOGY TESTER text File w this project and also Multi Broker vs Deal Direct -- MUST READ GENEALOGY TESTER IF YOU BID ON GEN BUGS ** IT IS A MUST YOU READ AND UNDERSTAND HOW THIS GENEALOGY WORKS AND WHAT IS DEAL DIRECT VS MULTI BROKER DEAL if ...
I'm looking for a graphic designer who can create a series of inspirational quotes, tailored for social media. The project is titled 'hidup keras', which translates to 'hard life' in English. This title serves as a theme, suggesting that the quotes should resonate with people facing challenges and looking for motivation. Key Responsibilities: - Design visually appealing graphics featuring inspirational quotes. - Ensure the quotes are suitable for various social media platforms. - Maintain a consistent aesthetic throughout the project. Ideal Skills: - Proficient in graphic design software. - Strong understanding of social media trends and aesthetics. - Ability to convey deep emotions through design. Please provide samples of your previous work with inspi...
...yields, commodity prices, currency valuations, and cryptocurrency movements. The rationale behind employing machine learning (ML) techniques for this endeavor stems from the challenge presented by the extensive number of potential predictors. Traditional statistical methods may fall short in efficiently managing and extracting insights from such a diverse and voluminous dataset due to limitations explained in the notes. Scope of the Project Participants are granted the autonomy to select the specific financial metric they wish to predict. The project mandates the application of both shallow and deep learning techniques, as discussed in our coursework, and more complex models such as Neural Networks. For the implementation of these methods, students are encouraged to leverage ope...
...developer (software engineer) required as Partner(CEO) of to give task and test done-work of Developer/ Digital marketing executive/ Notebook creator's executive/ Advertisement executive Etc. Website Address - User emailid- userany303@gmail.c Password- kaspersky Basic functionalities of explained in below link- The work given to previous developer explained in below link videos- Sample video links explaining errors in developer's done-work is below-
I'm seeking an experienced data scientist with LSTM (Long Short-Term Memory) model expertise to help me develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for an...develop an anomaly detection system. The model will be analyzing the movement data of dogs, specifically looking for any unusual patterns or behaviours. Key details: - The data is stored in CSV files. - The primary purpose of the model is to identify anomalies in the movement of dogs. Ideal skills and experience: - Proficient in Python and its data science libraries (Pandas, NumPy, TensorFlow, Keras). - Extensive experience with LSTM models and anomaly detection. - Strong understanding of working with time series data. - Experience in handling and proces...
Important: please see attached brief to give you an overview. Some parts have been hidden with black squares for confidentiality purposes. ** I will supply brief with the logins once project has been awarded ** The website...attached brief to give you an overview. Some parts have been hidden with black squares for confidentiality purposes. ** I will supply brief with the logins once project has been awarded ** The website was built using PHP/MySQL/Bootstrap/JS technologies. The website is a simple ‘document management system’ with 2 areas: • Admin area • Client User area I have some new features that I need adding (explained in the brief) summarised below: TASK 1: Split file manager into 3 sections. TASK 2 (3 parts): Add new features to chat system. TASK...
DotNet Tester required to test done work of other developer thenafter create videos explaining existing errors in developer's done-work and new error born in during his development. Website Address - User emailid- userany303@gmail.c Password- kaspersky The work given to previous developer explained in below link videos- Sample video links explaining errors in developer's done-work is below-
To avoid bots submissions, here are some rules you have to respect. - Submissions sent in the first 60 minutes after posting this will be ignored. Anyway I will look at that only tomorrow morning. - The 4 lines at the bottom here totally be ignored as they are just here to trick the bots. Now, the real things! Below is a description of that should be done, BUT all it explained on this video: Make sure to watch it before submitting a proposal and feel free to reach to me for questions. I'm seeking a skilled web developer to merge two of my website's pages. The existing content on these pages primarily consists of forms and interactive elements. The newly merged page should prioritize user interaction, seamlessly integrating the current components and improving
Pada abad kekosongan hiduplah seorang bayi yg lahir di Ngawi utara diberi nama ambashall sejak kecil lingkungan ambashall memang keras dan banyak sekali perampokan yg terjadi yang membuat ambashall terbiasa dalam hal kekerasan namun sejak kematian sang ayah nya yang seorang kapten kapal bajak laut yg kapal nya karam setelah diterjang badai petir yg sangat besar membuat dia memiliki minat dengan dunia bajak laut di awal ambashall membeli kapal dari seorang bajak laut yg pensiun lalu ambashall mengumpulkan para anak buah nya saat mencari anak buah dia menemui seorang yg tergeletak di pinggir pantai dia lalu dia mengobatinya dan ternyata dia adalah navigator handal yg kapalnya hancur ketika Ditembak dengan kapal bajak laut lain setelah 3 tahun dia berhasil mengumpulkan banyak anak buah...
kepada tujuan diri anda dan jangan mengambang tujuan anda keras dan kerja cerdas orang" yang tidak bermanfaat untuk anda ada dalam kesulitan berusaha lah untuk mencari jalan solusinya jangan langsung menyerah ke uangan anda dengan bijak punya gaya hidup yang mewah sebelum anda menjadi orang yang sukses terlalu bangga untuk di puji seseorang teman yang bisa membantu anda untuk kerja sama terlalu percaya kepada orang di sekitar anda lah dari zona nyaman mu
...example, risk management officers can help product managers pursue new opportunities more efficiently by mitigating risks compared with competitors. They can also help business managers balance potential investments against potential risks. This article is part of What is risk management? Importance, benefits and guide Which also includes: AI in risk management: Top benefits and challenges explained 6 open source GRC tools compliance professionals should know Risk assessment matrix: Free template and usage guide Risk management specialists can also help implement systems to actively connect key risks to important alerts. This can help automate the execution of contingency plans when required. Tighter integration between business applications and decision-making can help improve...
I'm seeking a talented Photoshop expert for photo retouching and image manipulation. I need 5 photos fixed/created Pic 1 - Make a simple change to the handles on a door. Change them from t...from the 2 small round dots into a small rectangle that takes up the same amount of space. Pic 2 - Stitch 2 pics side by side to make a wide picture Pic 3 - Stitch 2 photos together Top & Bottom orientation Pic 4 - Stitch 4 photos together into a 4-blocker Pic 5 - Darken an image All photos in the attachment are labeled by Pic # and by the specific instructions for each Pic. It is very well explained please do not ask stupid questions I will not hire you. I will provide a folder with all the images once I award this. I need this fast. Like today and will pay a good tip to one that ...
...experience in Machine Learning to design and deliver a practical 12-week course aimed at participants who want to acquire market-ready skills. Proven expertise in Machine Learning, especially in areas such as predictive modeling, data processing, and supervised/unsupervised learning. Previous experience as a trainer or course designer (online or in-person). Proficiency in tools like Python, TensorFlow, Keras, Scikit-learn, or similar. Ability to clearly explain complex concepts in a practical and approachable manner. Strong teaching skills and a focus on active learning. Must be fluent in Spanish (spoken and written). Design a 12-week structured course with theoretical and hands-on modules. Provide real-world examples and practical projects to ensure skill application. Optiona...
...enable and disable combo pages, flash messages for every occasion in PNG/jpg format, orders tracking and printing, google analytics, Reports, pushing orders from admin panel to shipping delivery partners, stock maintenance, billing details(which can be sent to customer on phone and email) & few other features if any as per the tracker • Combo pages with conditions as explained high level in walk-through and in detailed will be explained once you take up the project • return/refund/cancellation pop-up options • setting up delivery partners for tracking order • setting up delivery Payment gateway (Pay U or Phone pay) Expected Timeline is -30-35 days and Quote we need to discuss Figma model/prototype is available but that is only f...
...enable and disable combo pages, flash messages for every occasion in PNG/jpg format, orders tracking and printing, google analytics, Reports, pushing orders from admin panel to shipping delivery partners, stock maintenance, billing details(which can be sent to customer on phone and email) & few other features if any as per the tracker • Combo pages with conditions as explained high level in walk-through and in detailed will be explained once you take up the project • return/refund/cancellation pop-up options • setting up delivery partners for tracking order • setting up delivery Payment gateway (Pay U or Phone pay) Expected Timeline is -30-35 days and Quote we need to discuss Figma model/prototype is available but that is only f...
...Futuristic innovations, Space exploration, AI trends, Medical breakthroughs, Environmental science, Quantum computing, Tech for good, Renewable energy, Climate change solutions, Space missions and discoveries. Niche: Crypto & Blockchain – NFT trends, Cryptocurrency basics, Blockchain use cases, DeFi tips, Crypto trading strategies, Emerging tokens, Web3 innovations, Metaverse concepts, Tokenomics explained, Crypto security tips. Niche: Geography & Nature – Natural wonders, Rare wildlife, Environmental issues, Volcanoes and tectonics, World deserts and forests, Ocean mysteries, Cultural geography, Bioluminescent phenomena, Conservation efforts, Extreme weather phenomena. Niche: Health & Fitness – Quick workouts, Healthy eating hacks, Stress r...
...He didn’t understand. People like him? He tried to ask what they meant, but the kids were already walking away, still laughing. Feeling small and unwanted, Marcus packed his things and left the park. That evening, Marcus told his parents what had happened. His mother sighed deeply, and his father clenched his fists. "We were hoping things would be different here," his mother said softly. They explained to Marcus that some people might treat him unfairly because of the color of his skin—a concept that was hard for him to grasp. But Marcus was determined. The next day, he returned to the park. This time, he brought his sketchbook, a small stool, and his best box of colored pencils. He sat down on the bench and began drawing again. When the same group of kids s...
...enable and disable combo pages, flash messages for every occasion in PNG/jpg format, orders tracking and printing, google analytics, Reports, pushing orders from admin panel to shipping delivery partners, stock maintenance, billing details(which can be sent to customer on phone and email) & few other features if any as per the tracker • Combo pages with conditions as explained high level in walk-through and in detailed will be explained once you take up the project • return/refund/cancellation pop-up options • setting up delivery partners for tracking order • setting up delivery Payment gateway (Pay U or Phone pay) Note: 1)This project demands extensive brainstorming, open discussions & most importantly a strong willingness...
...enable and disable combo pages, flash messages for every occasion in PNG/jpg format, orders tracking and printing, google analytics, Reports, pushing orders from admin panel to shipping delivery partners, stock maintenance, billing details(which can be sent to customer on phone and email) & few other features if any as per the tracker • Combo pages with conditions as explained high level in walk-through and in detailed will be explained once you take up the project • return/refund/cancellation pop-up options • setting up delivery partners for tracking order • setting up delivery Payment gateway (Pay U or Phone pay) Expected Timeline is -30-35 days and Quote we need to discuss Figma model/prototype is available but that is only f...
...Futuristic innovations, Space exploration, AI trends, Medical breakthroughs, Environmental science, Quantum computing, Tech for good, Renewable energy, Climate change solutions, Space missions and discoveries. Niche: Crypto & Blockchain – NFT trends, Cryptocurrency basics, Blockchain use cases, DeFi tips, Crypto trading strategies, Emerging tokens, Web3 innovations, Metaverse concepts, Tokenomics explained, Crypto security tips. Niche: Geography & Nature – Natural wonders, Rare wildlife, Environmental issues, Volcanoes and tectonics, World deserts and forests, Ocean mysteries, Cultural geography, Bioluminescent phenomena, Conservation efforts, Extreme weather phenomena. Niche: Health & Fitness – Quick workouts, Healthy eating hacks, Stress r...
Understands all the details explained on the chat
I'm in need of a seasoned AI developer to build an advanced software so...incorporate a user-friendly interface into the solution. Specifics of the Project: - The AI solution needs to be compatible with Whole Slide Images (WSI). - The training of the AI model will be conducted using raw images without annotations. Ideal Skills and Experience: - Deep Learning Frameworks: The ideal candidate will have a strong background in using frameworks such as TensorFlow, PyTorch, or Keras. - Model Development: Hands-on experience with Convolutional Neural Networks (CNNs) and Transfer Learning is a must. - UI/UX Design: Prior experience in user interface design is an advantage. This project is a unique opportunity to contribute to a critical health solution, and I look forward to seeing ...
As a beginner in video editing, I'm looking for a user-friendly program that allows me to alter faces in videos, similar to what I've seen on platforms like TikTok. The p...beginner in video editing, I'm looking for a user-friendly program that allows me to alter faces in videos, similar to what I've seen on platforms like TikTok. The primary focus of the program will be on face alterations, such as transforming a politician's nose into Pinocchio's. Key Requirements: - A simple interface that I can use myself and easily understand, with the possibility of having it explained to me. - The software should be accessible from any platform, ideally web-based, so I can use it anywhere. - The program should prioritize face alterations over other features like...
...pendidikan tinggi di Indonesia. Salah satu targetnya adalah menjembatani gap antara penelitian akademis dan kebutuhan dunia nyata, agar generasi muda bisa langsung merasakan dampaknya. Anak Muda Harus Tahu: Stella Adalah Inspirasi Banget! Kalau kamu butuh sosok role model, Prof. Stella Christie adalah jawabannya. Bayangkan, beliau pernah memulai kariernya sebagai mahasiswa biasa, lalu dengan kerja keras dan dedikasi, berhasil menjadi salah satu ilmuwan top di bidangnya. "Jangan takut bermimpi besar,” adalah salah satu pesan yang sering Stella sampaikan dalam berbagai forum. Ia percaya bahwa anak muda Indonesia punya potensi luar biasa, hanya butuh dukungan dan akses yang lebih baik untuk bersinar. Fokus Stella: Pendidikan Tinggi yang Keren dan Relevan Sebagai Wakil...
...Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....
...baca untuk diri kita sendiri,berjuang dalam kehidupan harus ada pada diri kita,rasa semangat harus ada setiap hari nya. Apa yang kita impikan bisa jadi kenyataan apabila kita terus berusaha tanpa kenal lelah,seperti dalam cerita novel yang saya baca,setiap orang yang berusaha sungguh sungguh maka akan mendapatkan hasil yang memuaskan,kita bisa mencontoh orang orang yang sukses dengan terus bekerja keras dan terus bersemangat dalam hidupnya. Hal ini saya rasakan ketika saya mengalami rasa sakit,saya terus berusaha untuk sembuh karena sejati nya sehat itu mahal,saya terus mencari kesembuhan lewat mencari dokter untuk berobat,dan konsisten dalam menjalani masa berobat kemudian penyembuhan,dan pada akhirnya kesembuhan pun datang di kehidupan saya,saya sangat merasa bahagia atas kesem...
...need someone who is: 1) Experienced in using QuickBooks Online. 2) Experienced in accounting. Have good knowledge in preparing a year end account. 3) Able to work 4 or more hours a day at least 5 days a week (until the work is completed). 4) Understands or is able to learn Thailand accounting methods (not too complicated but need to be aware of Withholding Tax and some other taxes which can be explained) 5) Is methodical and organized and accurate in their work. Great attention to detail. 6) Can have a regular call (1-2 times daily if needed) until job finished. Work: - Review existing QuickBooks account to check and confirm accuracy with Excel. - Where there are inconsistencies, to highlight these first. After confirm with me then to make adjustment in the Quickbooks system to ...
I'm looking for a professional who can help me turn PowerPoint lectures into engaging content for a mobile app built with Flutter. The lectures will focus on university-level academic courses to covers 15 weeks including 10 Labs excercises .each lab must cover at least 3 excercises. the contents is explained in the attachments. each topic should be at least 30 slides and in max 40 slides.
I need an expert in Google Sheets who can write scripts or use advanced formulas to extract data from a horizontal layout and transpose it vertically. Key Requirements: - Extract Numbers from specific cells - Format extracted data as currency - Handle additional text-based transformations in subsequent columns This task will be best explained over a call, as there are nuanced requirements beyond simple data extraction. Prior experience with Google Sheets, data manipulation and scripting is a must.
Note: my budget for the whole project is 30$ Create full srack web app that have this functionalites and requirements 1: create landing page explained the concept 2: registration signin Signup 3: integrated opena API i image2image That user uploading his image API caronnzied it then reshape it to different image that holding signboard used openai api 4: after image generated image saved and user can write inside the signboard 5: integrated any API to removed background automatically 6: user created the page and put private or public and put the character inside 7: user generated the link to invite Thier friend's for private and for public will see the page in main page 8: deployment it in Aws and custom domain
Note: my budget for the whole project is 30$ Create full srack web app that have this functionalites and requirements 1: create landing page explained the concept 2: registration signin Signup 3: integrated opena API i image2image That user uploading his image API caronnzied it then reshape it to different image that holding signboard used openai api 4: after image generated image saved and user can write inside the signboard 5: integrated any API to removed background automatically 6: user created the page and put private or public and put the character inside 7: user generated the link to invite Thier friend's for private and for public will see the page in main page 8: deployment it in Aws and custom domain
...ensuite-final.skp. I can confirm that this will be the one and only round of feedback. Finally, the other question I often get asked often is when will the contest end. I want to allow people plenty of time to incorporate any feedback and submit revised entries, so I can also confirm that I will not be awarding a winner until the end date in 10 days time. How I will be picking the winner is also explained in the document. Original description (18 Dec 2024) : ============================= Competition goal: This contest is to create a 3D design for an ensuite, which must exactly fit inside an existing space in our house. The 3D design must be created using the accurate measurements I’ve provided. More on this below. Designs should be submitted, for review, as one or m...
I am looking for a data scientist and a writer with experience in machine learning, particularly with Bi-directional LSTM deep learning algorithms. Your task will be to write an article suitable for journal publication on air pollution prediction using PM2.5 ...should be as beginner friendly as possible to avoid suspision. the journal/article should be published in websites where more b tech final year students upload their article not on some international websites except google scholar,springer,etc should be completed within a time span of 20 days Ideal candidates will have: - Proficiency in Python and familiarity with libraries such as TensorFlow or Keras. - Experience with data visualization tools. - Strong academic writing skills. - Previous publication in a scientific journal ...
...Report: A detailed report including: Problem definition and project scope. Dataset description and preprocessing steps. Model architecture and training methodology. Results and evaluation metrics. Challenges faced and solutions implemented. Requirements: Strong experience in machine learning and deep learning, specifically in CNNs. Proficiency in Python and relevant libraries (e.g., TensorFlow, Keras, OpenCV). Knowledge of real-time inference techniques. Experience in working with gesture recognition or sign language projects is a plus. Additional Information: The project should be completed with clean and modular code. Detailed comments and documentation within the code are essential. The freelancer should be available for discussions and feedback sessions....
...performance using metrics like accuracy, precision, and recall, comparing results with expert dental evaluations. Dataset: The dataset consists of high-resolution IOPA X-ray images collected from dental clinics, formatted as JPEG/PNG files. Preferred Skills: Experience with Python, TensorFlow, or PyTorch Knowledge of computer vision and medical imaging Familiarity with tools like OpenCV, Keras, or similar frameworks Experience in preprocessing and working with radiographic images is a plus Budget: Open to proposals, looking for a cost-effective solution. Timeline: We expect the project to be completed within 3-5 weeks. Deliverables: A fully functional model for root canal detection Documentation on implementation, usage, and model evaluation Sou...
