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    Title: Python Developer for A* Algorithm Implementation Project Description: We are seeking an experienced Python developer to implement the A* algorithm for a classic fifteens puzzle game. The project involves filling in missing parts of provided helper code and ensuring the solution is optimal and efficient. Key Responsibilities: Implement the A* function in search.py. Develop a heuristic function in search.py. Implement methods is_goal and generate_children in the TilesNode class. Test the code thoroughly, including boundary cases, to ensure correctness and efficiency. Adhere to the Python standard library and avoid using external packages. Requirements: Strong proficiency in Python programming. Solid understanding of the A* algorithm and experience with ...

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    ...first txid should be that of the coinbase transaction Difficulty Target The difficulty target is 0000ffff00000000000000000000000000000000000000000000000000000000. This is the value that the block hash must be less than for the block to be successfully mined. Execution Create a file named that contains the command to execute your script. This file should ideally contain a single command like python or node index.js. Your script should autonomously perform all tasks when is executed, without requiring any manual intervention. Evaluation Criteria Your submission will be evaluated based on the following criteria: Score: - Your code output will be scored bases on the fee collected and the amount of available block space utilised. You must score at least 80 points to pass the

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    ...a seasoned data scientist, with expert knowledge in scikit-learn, matplotlib, and jupyter notebooks. The primary goal is to develop a powerful notebook capable of calculating a range of metrics-- not only accuracy, precision, and recall, but also the ROC-AUC, Silhouette score, Davies-Bouldin Index, Calinski-Harabasz Index, Adjusted Rand Index, and Normalized Mutual Information from isolation forest models. The specifics I'm after include: - Developing a jupyter notebook (Python) - Utilizing the existing isolation forest models for outlier detection - Calculating metrics like ROC-AUC, Silhouette score, Davies-Bouldin Index, etc. In addition to this, the notebook should present the results visually through scatter plots, confusion matrices, and histograms. Experien...

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    I'm in need of an innovative and experienced website developer capable of creating an interactive pools betting website. Key functionality should include: - User registration and login: Secure login options and an impermeable registration system to ensure user data security. - Pool creation and management: Ability to easily create and manage betting pools with various options. This section should be easy to navigate and user-friendly. - Real-time game results and scoring: The platform should be able to update game results in real-time, ensuring that users have up-to-the-minute data. Payment on the site should be accessible exclusively via credit card. We want a relatively simple user profile management scope; the feature should only contain a section fo...

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    Hi there. I'm looking for a AI chatbot engineer for building NSFW chatbot like candy.ai. Candidates should know about the langchain and OpenAI, also need to manage the team with me. The requireme...engineer for building NSFW chatbot like candy.ai. Candidates should know about the langchain and OpenAI, also need to manage the team with me. The requirements are very simple. Just similar with candy.ai. So there are some feature needs. STT, TTS and generating Answer. I have already working chatbot and need someone who can complete this chatbot successfully. I hope to use ElevenLabs for STT and TTS. Python Flask, MongoDB, , Langchain are required skill set. So, if you have experience of using elevenlabs, that would be great. Please start proposal "candy". If not, will igno...

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    ...a skilled and experienced render artist that can transform my house's exterior from its current neutral tones to a modern style that I am aiming for. Key Aspects: - Detailed knowledge and understanding of contemporary, modern style color palettes. - Ability to realistically render the new selected colors onto images of my house. - Availability to discuss and consider other possible color options and landscaping changes. Your Task: - Reimagine and apply a modern, eye-catching and unique color scheme for my current neutral-toned house. Colours provided - Include the landscaping aspect in your render to create a complete visual. Including insert a Canary Island Palm and some cascading planter boxes with greenery - Share your color choice recommendations, along with reaso...

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    I'm looking for a seasoned Python developer to carry out a real-time email validation in bulk. You'll be handling emails primarily from Yahoo, AOL, and Hotmail. Ideal Skills: - Proficient in Python. - Experience with email validation. - Familiarity with API integration. Your pivotal role will be providing efficient solutions during the entire process. I expect the deliverables to be reliable and of high-quality. If your technical skills align with this project, don't hesitate to send a proposal.

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    use one of the following to get high accuracy: - Convolutional Neural Network (CNN) - Radial Basis Function Network (RBF) - Extreme Learning Machine (ELM) - Support Vector Machine (SVM) - Transformer using SUN397 dataset

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    Hi there. I'm looking for a AI chatbot engineer for building NSFW chatbot like candy.ai. Candidates should know about the langchain and OpenAI, also need to manage the team with me. The requireme...engineer for building NSFW chatbot like candy.ai. Candidates should know about the langchain and OpenAI, also need to manage the team with me. The requirements are very simple. Just similar with candy.ai. So there are some feature needs. STT, TTS and generating Answer. I have already working chatbot and need someone who can complete this chatbot successfully. I hope to use ElevenLabs for STT and TTS. Python Flask, MongoDB, , Langchain are required skill set. So, if you have experience of using elevenlabs, that would be great. Please start proposal "candy". If not, will igno...

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    I'm searching for a skillful graphic designer to create a unique, attractive logo icon for my start-up. - The start-up's name is still in decision phase between options, hence the designed logo should be versatile enough to fit any company name. - Ideal candidates should have previous experience in logo design, specifically for start-up companies. - I haven't decided on specific color schemes yet, so designers with a keen eye for color combinations that denotes innovation, dynamism, and uniqueness will be advantageous. - Being creative in your application would be a plus. Please showcase your past works, experience, and provide detailed project proposals. Your innovative design ideas will play a foundational role in building the brand identity of my startup, he...

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    To ensure our brand stands out amidst the multitude of options available, I am seeking an experienced SEO expert who can enhance our digital presence by increasing website traffic and improving search engine rankings. Your in-depth experience in strategizing and executing effective SEO campaigns will be pivotal for this role. Key Expectations: 1. Strengthen SEO Performance: Our main focus is to generate more website traffic and provide us with a stronger footing on search engine rankings. 2. Reach the Right Audience: Our key demographic includes parents with children and expectant parents. Tailored strategies to attract this particular group will be essential. 3. Utilize Relevant Keywords: The focus will be to rank higher on search engines for a set of predetermined keywords. Th...

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    I'm searching for a skillful graphic designer to create a unique, attractive logo icon for my start-up. - The start-up's name is still in decision phase between options, hence the designed logo should be versatile enough to fit any company name. - Ideal candidates should have previous experience in logo design, specifically for start-up companies. - I haven't decided on specific color schemes yet, so designers with a keen eye for color combinations that denotes innovation, dynamism, and uniqueness will be advantageous. - Being creative in your application would be a plus. Please showcase your past works, experience, and provide detailed project proposals. Your innovative design ideas will play a foundational role in building the brand identity of my startup, he...

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    I'm looking for an experienced Python developer adept in creating Windows desktop applications. My project's primary focus is on image processing and the integration of a machine learning model. Optiscan is a desktop application designed as a diagnostics assistant for eye care doctors. It facilitates the analysis of eye topography reports using machine learning models trained to recognize key values and patterns, determine normal and abnormal trends, and provide a printable final output. This document outlines the specific requirements for developing the Optiscan desktop application. 2. Functional Requirements • Image Input: The application should allow the doctor to input up to 10 eye topography images at a time for analysis. • Model Integration: The applicat...

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    A programmer to develop an assessment system as part or integrated to our website through autentication acces and high level security to process escalable volumes of data. The assessment handles specific questions measured individually, per category and as group. Questions should be through multiple options, and fill in the blanks preassigned terms,. Inmedate result should be delivered in a screen response with capability to be exported or downloaded to a PDF. Some other questiones should be integrated essentially from some cases Captivate interactive simulations and Genially or other interactive resources. The system should generates reports and statistics. We need to stablish deadlines, specific technical requirements and integrations. There´s a possibility...

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    I need of code in Python (Selenium) to get information of product page of a marketplace. The method/function need receive the link of page, and the code must create a directory and save inside this directory, the video and images of product. Must create file (ex xml, csv) and save the title of product, description of product, price and discounted price when offered, basic information.

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    I'm currently seeking an expert in working with Aruco using Python to assist me with several specific tasks. - Marker Detection: Your primary task would be to detect Aruco markers in different environments - Pose Estimation: You should be able to estimate the pose of the detected Aruco markers - Camera Calibration: You will also need to calibrate the camera used to detect the Aruco markers. The system should be very accurate considering that a high-precision level is to be achieved. Therefore, your skillset should primarily include proficiency in Python and extensive experience working with Aruco libraries. A solid understanding of how to enhance computer vision accuracy and precision is highly recommended.

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    I am in need of an experienced Python developer who is comfortable creating applications using Google's App Engine. Key responsibilities: - Developing a Python-based application on Google Cloud App Engine - Ensuring the application is optimized for single-user load Skills and Experience: - Proven experience with Python programming - Experience with Google Cloud and specifically App Engine - Familiarity with creating applications for single user load - Understand concepts of scalability and their implications Please ensure to attach examples of similar projects within your proposal.

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    ...integration. once file uploaded, it will be processed in the backend and result will be produced in 3/4 horizontal rows in tile format user can view large formats of the result by clicking over it, download it from larg/tile format you need to focus on fuctional stuff ignore everything else from ref. () site. Tech stack: technlogy: frontend => Angular+HTML5; backend =>Python; DB: pgsql Your responsibilities : - Design, build and optimize a responsive website - Ensure the technical feasibility of UI/UX designs - Collaborate with team members and stakeholders - Maintain high-quality graphic standards and brand consistency Ideal Skills and Experience: - A proven track record with a robust portfolio of past work showcasing your skills - Extensive experience with JavaScript

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    I'm seeking a Python expert to extract the text data from various eCommerce websites. You'll apply your Python prowess to develop web scraping techniques that effectively capture the desired text. Key Responsibilities: - Web scraping - Text data extraction from eCommerce websites Ideal Skills: - Proficient in Python - Proficiency in web scraping - Experience with data extraction from eCommerce websites Your innovative strategies and attention to detail will be fundamental to meeting my goal of extracting text data successfully. With your help, we will be able to leverage valuable data from eCommerce platforms to make informed business decisions.

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    ...intuitive and secure platform for users. Integrate profile management, advertisement publication and internal messaging functionalities. Payment system for premium services. Planned technologies : Front-end : HTML5, CSS3, Back-end: PHP with WordPress as CMS, or custom solution. Database: MySQL Plug-in options : WooCommerce for transaction management, WP Job Manager for job offers, Ultimate Member for profile management, and WPML for multilingualism. These plugins are not obligatory and other options can also be proposed. Skills Required: Proven experience in developing WordPress/WooCommerce sites and/or creating full-stack web applications. Ability to work with plugins and customize themes. Experience in responsive design and SEO optimization. Good web security and ...

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    The price is $80. delivery time 4-6 days. Design work of the new version of the existing website (artificial intellige...In addition, most of the design of the site has been completed and simpler features will be added. I am looking for a talented professional with a mission to develop a solid and dynamic project. The individual must demonstrate strong proficiency in Python, Django, react, PostgreSQL. I also need a Full Stack Developer who focuses on designing the front end of the website as well as creating a solid backend architecture. The perfect candidate will need to have a comprehensive understanding of all aspects of web development to ensure seamless data flow across the stack. At least 4 years of experience emphasizing skills to compile efficiently in a team environ...

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    Hi, someone written a python code a while ago for telegram message forwarder and it was working fine that time. But now I’m trying to use it again after like 2/3 years and it started giving me some kind of import error. I want someone experienced to look in to it and make it work. My budget is $10 as code is written.

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    ...and runtime variables through python block). Also payoff graphs Realtime for running positions. - Develop an advanced backend in Python to efficiently fetch and manage derivative future & options prices . - Integration with brokers through their APIs - Integrate a sophisticated system for user subscriptions, offering flexible monthly and annual options. - Ensure a user-friendly interface with intuitive click-to-subscribe functionality. - Implement robust security measures to safeguard user data and ensure a smooth, engaging browsing experience. - Both web and mobile app. Ideal Skills and Experience: - Proficiency in Python, react, nodejs, flutter, mysql with expertise in handling financial data and integrating with brokers. - Famili...

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    I'm urgently in need of a proficient Python developer to help with my automation task. The specifics of the automation haven't been provided but could range from a file management system to an email sending mechanism or data extraction and processing. The ideal freelancer for this task will have: - Extensive experience in Python programming - A clear understanding of automation projects - Ability to work quickly and efficiently, as this task is required ASAP. If this sounds like a project you're equipped to take on, please bid. Previous experience in similar tasks will be a significant advantage.

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    ...Rstudio logistic regression model, and the other is a pySpark XGboost also running on local. - Migrate These two models to AWS SAGEMAKER. Data will be on S3 -Prepare models to run on sagemaker totally, so that we can do training and testing 100% on sagemaker.-Models are already running on a local computer, but I need to move them to Sagemaker 100%. Data is on S3 already. -You need to configure and prepare Sagemaker from end to end, and teach me how you did it, since I need to replicate it in another system. -I will give you the data and access to AWS Ideal Skills and Experience: - Demonstrated experience in performing similar migrations - Proficiency in Python, R, and Spark languages - Hands-on experience with AWS Sagemaker -AWS is a MUST, -No matter how, ...

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    Trophy icon Logo options Ended

    instructions attached, please read carefully

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    ...functional, craftable, realistic-looking vehicles that can be customized with different paint options, parts and accessories and come in various models. - Additional Armor Sets: I'm also looking for multiple armor sets that interact smoothly with the “Epic fight” mod. Let's make the combats more captivating with some quality armor enhancements! - Driveway Gates and Weapon Displays: Let's enhance the aesthetic and functionality of the game with modular driveway gates and engaging gun and weapon displays. - HD Modern Blocks: The blocks shall have HD connected textures to give a modern and immersive look to the environments. - Immersive Customization and Crafting: Crafting and Customization options should be deep, allowing players to feel right...

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    I'm seeking a graphic design expert, specifically skilled in logo design. - Your task will be to create a new logo for my brand. - The new logo must align with our existing brand guidelines. - The style of the logo isn't defined yet, hence your creativity and innovative ideas would be highly ...brand guidelines. - The style of the logo isn't defined yet, hence your creativity and innovative ideas would be highly appreciated. In terms of skills and experience: - Prior experience with logo design is a must - Familiarity with existing branding alignment would be a bonus - If you have experience with a variety of styles (Minimalistic, Abstract, Vintage) it could be helpful as we explore options. Your creativity and input will play a major role in this project'...

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    I am seeking a Python developer with expertise in using Python 3 for web development tasks. Your key responsibility will be creating and enhancing several aspects of my website using Python 3. Required functionalities include: Chromebook recently updated the Linux container from Debian 11 to Debian 12 (Bookworm). When I run python3 -V in a terminal, the new upgrade indicates Python 3.11.2. I was running Python 3.73 in the previous build. Python upgrade commands fail. Can you fix this issue? More details will be provided to selected developer If you have a proven track record with Python 3, web development and troubleshooting skills, I welcome your bid for this project.

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    I am in search of a graphic designer with the expertise to create two high-resolution template images that will be used for manufacturing. We need Camo Pink and Camo Green color schemes. These images are to be utilized for print materials, please refer to attached files for reference of what we're looking for. We need 10 different variations of each color scheme so we have the best options to pick from. The ideal candidate should: - Have substantial knowledge and proficiency in handling different graphic design software. - Be capable of creating images in High Resolution (HD). - Provide the completed images in JPEG, PNG, and TIFF formats. Please refer to the attached files as reference points for the style of images required, and demonstrate creativity in incorporating th...

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    Hi there. I'm looking for a AI chatbot engineer for building NSFW chatbot like candy.ai. Candidates should know about the langchain and OpenAI, also need to manage the team with me. The requirem...engineer for building NSFW chatbot like candy.ai. Candidates should know about the langchain and OpenAI, also need to manage the team with me. The requirements are very simple. Just similar with candy.ai. So there are some feature needs. STT, TTS and generating Answer. I have already working chatbot and need someone who can complete this chatbot successfully. I hope to use ElevenLabs for STT and TTS. Python Flask, MongoDB, , Langchain are required skill set. So, if you have experience of using elevenlabs, that would be great. Please start proposal "candy". If not, will igno...

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    I am looking for an experienced Python developer with a background in artificial intelligence to develop a model that can accurately detect document corners, regardless of their shape - including rectangular, curved, and irregular corners. I have a dataset of around 500 images with coco annotations. The model should be able to run on mobile devices on live camera feed. Key Requirements: - Strong competence in Python, as it is the preferred language for model development. - Experience in AI-driven development. - Ability to present a detailed project proposal demonstrating an understanding of the project and how you intend to execute it. Interested applicants are encouraged to submit comprehensive proposals outlining your practical approach to this project, strategies, an...

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    ...with WP Bakery page builder (TBD - new milestone) - Improve our blog pages (single post, category pages, and blog main page) (TBD - new milestone) First page deliverable proposed structure: Proposed homepage sections: - header - Hero banner: a nice slogan with a creative visual - Capabilities, conversion rate optimization, revenue ops, ad ops, dev ops - Technologies: Google Analytics, Google Ads, Python, JavaScript, Figma, Wordpress, Shopify.. - Clients - Call to actions: Consulting, Dashboards, Analytics Verification Tool Skills: - Top notch designer with the ability to produce modern and simple yet beautiful designs - Be able to execute them in wordpress (we use WP Bakery page builder) - Maintain our page speed load by keeping contents light weight, and deliver clean work in ...

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    I am looking for a Python developer who can help me migrate from Lambda to a Linux box. All these are running with lambda, and RDS, they need to run off a single Linux instance in AWS, pretty straight forward migration.

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    I am looking for a python programmer who can develop python code to interface with some hardware data acqusition and basic signal processing. Phidgets Device: Basic Functionality: 1. GUI for User 2. Be able to read raw data from 1-4 channels from bridge sensor 3. Be able to set ADC scale, data sampling rate 4. Perform auto zero (take X readings, average it, and subtract it from the values) 5. Calibrate sensor (we apply 3 points of known excitation to sensor, and scale reading to that using linear or polynomial fit) 6. Save raw and scaled data to CSV files You must be able to debug software with the hardware remotely via Team Viewer or remote desktop.

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    As we venture into an innovative visualization game project, we are in need of an advanced Python developer to lend their expertise in game development specifically for the Windows platform. This position entails the unique task of working with projection matrix of a camera to unravel a maze within the game design. Ideal Skills and Experience: - Proficient in Python - Experience in Windows platform game development - Able to work with projection matrix in a gaming environment - Strong technical skills in game development Unfortunately, we skipped the question regarding the visual style or aesthetics of the game. However, it is crucial for the developer to exhibit flexibility and creativity as these elements will be discussed further along the lines. We look forward to se...

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    ...setup and customization Ability to create a professional and visually appealing store design Experience with product research and selection for dropshipping Knowledge of SEO optimization for Shopify stores Proficiency in setting up payment gateways, shipping options, and tax settings Excellent communication skills and responsiveness Attention to detail and commitment to delivering high-quality work Job Tasks: Design and customize Shopify store theme Import and set up products for dropshipping Configure payment gateways and shipping options Optimize store for SEO Ensure store is mobile responsive Set up basic pages (About Us, Contact Us, etc.) Provide ongoing support and revisions as needed Budget: $50 (Maximum) Timeline: [Specify your preferred timeline, e.g., "Comp...

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    Looking for Python expert to do code corrections based on reviews Long TERM. For initial test taks I attach code in Google Colab Notebook + TXT file with required corrections + New test data. Please asnwer to each and/or mark that which are unclear

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    I'm in the market for a seasoned web developer who can build me a sophisticated E-commerce site. The primary focus of the site will be the sale of digital goods. Key functions I require are: - A responsive layout suitable for various devices - Comprehensive product listing functionality - Provision for customer reviews - Shopping cart capabilities - Secure checkout options with various payment gateway options One key integration I require is Nobroker.com. Experience with this platform is a significant advantage. Ideal candidates for this project will have ample experience in e-commerce site development, especially with sites selling digital goods. Other relevant skills include strong proficiency in web development code languages and SEO optimization. Looking f...

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    I'm seeking a Azure Microservices along with Azure Function App expert for an upcoming project in user management, notably in user authentication and account creation. A deep, comprehensive understanding in these areas is essential. You'll chiefly work on: - User authentication - Account creation - Active user management Ideal candidates will suitably demonstrate proficiency in Python with an emphasis on basic scripting. Knowledge of PostgreSQL is equally crucial. Given that the projected number of system users is less than 1000, your design should be optimized for this scale. Previous experience in similar projects will be an advantage. A prompt delivery within agreed timelines without undue compromise on the quality of the implementation is vital for this projec...

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    I am seeking a skilled designer who can create a rustic and natural-themed wedding photobook, in alignment with the colour palette of the provided photos. The selected designer will be required to craft 4-5 template options in a 50-page layout, from which I will select for final printing. Ideal Skills: - Experience in wedding photobook design - Strong grasp of rustic and natural aesthetic - Ability to execute flowing colour-matching techniques - Proficient in designing 50-page layouts - Capability to provide multiple design options for selection. The end product should not just be a photobook, but a keepsake capturing the most important day of our clients' lives. Your design talent will be instrumental in making this album a cherished possession for our clients.

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    I'm in need of a savvy developer to create a loan application with specific features. This includes an online application form, a document upload capability, and options for retrieving user details and setting up loan repayments. To ensure security, the app should utilize phone number and OTP login authentication systems. Displaying the repayment options is no less important. These should be clearly and simply presented to users via a radio button format. Ideal Skills: - Experience in custom web application development - Knowledge of OTP systems - Expertise in creating secure login processes - Familiarity with UI/UX design for financial applications.

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    ...different functions such as building custom chart indicators, automated trading strategies or market data analysis tools and should be able to propose and execute functionality based on your expertise - The choice of programming language is open, whether it's C#, Java, or Python, but it should fit the task at your discretion - There's potential for third-party integrations or APIs, including but not limited to Interactive Brokers API, IQFeed API, Coinbase API Ideal skills: - Previous experience developing NinjaTrader 8 add-ons - Proficient in at least one programming language (C#, Java, Python) - Experience integrating third-party APIs - Good understanding of trading strategies & market data analysis - Ability to take initiative and suggest i...

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    Need help to install on WSL Ubuntu 20.4 and run charts from jupyter notebook. Requirements: - Ubuntu - Python - WSL

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    I need an ace full stack developer who can create an engaging website design and handle both frontend and backend development for my project. The developer should ideally have proficiency in: - Full stack development - JavaScript (Node.js) - Python (Django) - Ruby (Ruby on Rails) Integrated skills of innovative design and robust backend functionality are a prerequisite for this project. The developer should be dedicated, punctual and open to incorporate feedback. I have a fairly flexible timeline for the project, two months, but I definitely appreciate a developer who can prioritize efficiency alongside quality. If you have previous experience on similar projects, please share samples when bidding. Looking forward to working with a passionate and professional developer.

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    I am seeking a competent and experienced web developer to create a custom Aimeos template for Laravel environment. Your ability to communicate effectively in E...in English is crucial. Core Aspects: - Familiarity with the Aimeos platform - Strong web development skills - High attention to detail - Ability to start and finish within a month While the particular functionality desired for this template was not specified, it is critical that you possess a solid understanding of essential ecommerce features like shopping cart integration, advanced search options, and product page customization. Your bid should detail your experience with similar projects and your intended approach to this task, specifically regarding design, functionality, and how quickly you can complete the job. ...

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    I'm searching for a highly skilled and experienced backend developer proficient in Python, specifically with experience in Django or Flask. As part of the project, you will also need to build RESTful APIs and integrate GPS data. Knowledge of PostgreSQL is essential, as this is the chosen database management system. The system needs to be capable of handling large data sets and be scalable, hence experience with these is paramount. The functionalities I am looking to include in this system are: - Vehicle tracking - Fuel management - Vehicle maintenance - Digital delivery order Previous experience with such functionalities is preferred. Strong unit testing and debugging skills are also critical for this role. Familiarity with ERPNext is a plus. I need a profe...

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    ...website and APP that offers a personalized shopping experience most likely e-commerce , you can see the site how they measurement size and body fittings with a focus on customizable measurement options for customers. The website should seamlessly integrate with mobile, desktop, and iOS platforms to provide a user-friendly experience across all devices. Key Features: Customizable Measurement: Implement a robust measurement customization feature that allows customers to input their measurements for personalized fitting. Product Customization: Enable customers to customize product options such as fabric, color, embellishments, and more. User Accounts: Implement user account functionality for customers to track orders, save preferences, and manage their profiles. Paymen...

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    I'm seeking a highly experienced, senior-level data scientist to take on a range of tasks. This project will involve a robust undertaking of different elements such as: - Conducting sophisticated data analysis - Constructing in-depth statistical models - Applying advanced machine learning algorithms - Implementing Natural Language Processing (NLP) - Creating accurate forecasting and time series models Python is the preferred software for implementing these tasks, so extensive expertise in this area is crucial. This role requires an individual with senior-level experience in data science, capable of delivering high-quality, accurate results. A strong background in both statistical modeling and machine learning is necessary, as well as a proven track reco...

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