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    2,000 python web scraping ajax jobs found, pricing in NZD

    I'm in need of a skilled Python programmer to assist with an intermediate level coding task. The task is a university project due tomorrow, and it involves working with data structures and file operations. Key Requirements: - Proficient in Python: You should have a strong grasp of Python programming, particularly its data structures and file handling capabilities. - Experience with Intermediate-Level Programming: The task requires someone with experience handling tasks that go beyond basic calculations. - Ability to Work Under Time Pressure: This task has a tight deadline as it's due tomorrow, so you need to be able to work efficiently without compromising quality. My task is: Create a library that implements a stack via a linked list. Only positive number...

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    I am looking for a competent AI assistant to aid me with data analysis, research, and the implementation of pilot codes. This AI assistant should be proficient in Python DT description language and C#, and have a working knowledge of Markdown. The assistant should be: • Able to instantiate 3d model on physical entities • Capable of conducting thorough web research independently • Experienced in pilot code implementation • Comfortable working within a Windows Operating system Ideally, the successful candidate will have experience in data analysis and machine learning. Experience with the Windows operating system is a must. Understanding of other platforms is a plus. This is a great opportunity for freelancers who have a knack for detailed ...

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    As an AI s...predict and analyze customer behavior - Developing and integrating natural language processing algorithms for sentiment analysis and customer feedback processing - Ensuring the AI system is well-equipped to provide personalized and efficient services to our customers Ideal Candidate: - Proven experience in Machine Learning and NLP, with a strong portfolio of successful projects - Proficiency in Python (preferred) and familiarity with Java and C++ for AI development - Strong problem-solving skills and an innovative mindset to drive AI-driven customer satisfaction improvements - Excellent communication skills to collaborate with the team and understand our customer needs Your expertise will play a crucial role in shaping our AI technology to deliver exceptional custome...

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    I need a competent AI developer to use OpenAI, Pinecone and Scrapper in order to construct an engaging and intuitive AI chatbot for my website. Require...and conversational. The chatbot should not merely provide answers but engage users in a dialogue to better understand and meet their needs. >- Since we cater to a global audience, the chatbot needs to be multi-lingual, capable of understanding and responding in several languages. Ideal Skills: >- Proven experience in designing and developing AI chatbots. >- Proficiency in OpenAI, Pinecone and Scraping. >- Experience with developing conversational AI. >- Understanding of multi-lingual AI systems. Candidates who have developed similar chatbots in the past and those who can provide samples of their work will have ...

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    I'm currently in need of a skilled NLP expert with a good command of Python to review and potentially fix errors in my existing codebase. The project involves the following key aspects: - Data Preprocessing: The freelancer should thoroughly analyze the data preprocessing steps in the codebase for any potential inefficiencies, errors, or improvements. They should ensure that the data is being handled in the best possible way for the NLP tasks at hand. - Model Training: The NLP model training section should also be meticulously reviewed. It is imperative that the freelancer has experience in training NLP models and can identify areas for enhancement or correction. - Model Evaluation: The successful candidate should be able to evaluate the performance of the NLP model and provi...

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    Project Description: We are seeking an experienced Python developer and educator to create a comprehensive, self-paced online course focused on Raster Data analysis. The course will utilize Python programming within Jupyter Notebooks to teach practical and theoretical aspects of raster data handling and analysis. Scope of Work: - Course Structure: The course will consist of 7-8 lectures, each designed to be completed within a week, making the entire course duration approximately 7 weeks. - Content Creation: Each lecture will include a Jupyter Notebook containing both theoretical content and practical exercises. These notebooks should be self-explanatory to facilitate independent learning by students. - Data Use: All practical exercises will utilize openly accessible raster ...

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    I require, a professional with keen knowledge of Python and ArcGIS Pro, to create a script that can convert my ArcGIS Pro lyrx documents into the Geostyler format. The script must include the conversion of colors, labels, symbols, and fonts. Any individual with substantial experience and demonstrated skills in this field is strongly encouraged to bid. We are aware there are many libraries out there that can convert into many formats but not directly. We are ok with the document being converted several times as long as the end results are correct. We need this completed as soon as possible. Ideal Skills: - Proficiency in Python programming language - ArcGIS Pro expertise - Understanding of mapping elements including colors, labels, symbols, and fonts - General know-how o...

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    You need to be at least 16 years old and reside in Latin America or Eastern Europe. ✻ NO EXPERIENCE REQUIRED ✻ You do not need any experience whatsoever, but you must be clever and eager to learn. No. I am *not* being charitable. I am being practical. ✻ PAYING YOU TO LEARN ✻ No. You aren't dreaming. I value intelligence and problem-solving ability over experience. I'd prefer to work with someone who is clever and learns quickly rather than someone experienced but is not very intelligent and/or does not solve problems scientifically. Would I hire an Isaac Newton or an Albert Einstein even if he had no programming experience? Of course I would. ✻ TESTS ✻ You must pass several difficult logic tests to work with me. The first logic test you complete for me will be an unpaid l...

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    ...project is centered around social media analysis and trend prediction. Key Points: - You will only be required to generate a list of followed accounts' IDs for each user that is provided - The data you collect will be used to predict trends in user behavior and preferences Ideal Skills and Experience: - Proficiency in data scraping, particularly from social media platforms - Familiarity with Instagram's API and limitations Further notes - I am very familiar with scraping in general myself. There are many obstacles with Instagram - namely, the endpoint where the 'following' list is found requires a logged in sessionid. I have a very large list of users (11 million overall) that I need this data found for. Honestly, I'd prefer to have the methodo...

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    The name of my site is "". I am the owner of this domain. I want students to enter this site and register. Then they write their educational indicators, certificates and majors they are interested in. Accordingly, my system will recommend universities ...possible. Since we collect sensitive data and it is a payment system, data security is of utmost importance. We want each student to have his own personal profile that can track status of their application. In the future, we aim to obtain data automatically and integrate it into the site. Our site aims for 100,000 visits per month, so our systems must be able to withstand language is Python. Please let me know if you have any questions or concerns. The budget was selected as say with your bids.

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    ...categorize approximately 1,000 records, with the ability to sort them by date or reminder type. The platform should also allow for these records to be printed daily. Key Features: - Reminder system: This should be able to send email notifications as reminders. - Privacy: Secure login page that is protected by a username and password setup. Ideal candidate should have a strong background in app or web development, with a demonstrated experience in handling databases, creating secure login environments, and email notification systems. Good understanding of efficient record sorting algorithm is a plus. The ability to create an interface that is simple and for one user only, myself. It does not have to be user friendly. This is a very straightforward project in that the system w...

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    I'm looking for an e...experienced IoT developer who can create an Arduino-based system that triggers actions or alerts based on scraped text data from a website. Key Responsibilities: - Develop a system using Arduino, Raspberry Pi, and ESP32 microcontroller - Implement website scraping functionality to extract specific text content - Design a mechanism to trigger predefined actions or alerts based on the scraped data Ideal Experience: - Proficient in Arduino programming - Familiarity with ESP32 microcontroller and Raspberry Pi - Experience with website scraping techniques - Ability to integrate scraped data to trigger actions or alerts on an IoT system Please note that my preferred programming language wasn't specified. Feel free to suggest the most appropriate...

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    I need a Python script to be deployed as a Lambda function and capable of processing tokens and handling verification and info retrieval tasks successfully. The Lambda function will handle both Google Sign-in ID and Access tokens. Summary: "Users creation" will be in DDB. "Endpoint creation" using API gateway. "User Authentication" using JWT "User Login" is via Google Sign-in

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    I'm seeking an expert Python developer to integrate the Sales, Inventory, and Accounting modules of Odoo with WooCommerce. This is an advanced task that requires deep knowledge of Python programming language and a strong understanding of Odoo and WooCommerce platforms. KEY TASKS: - Develop a robust API connection between Odoo and WooCommerce. - Ensure seamless data exchange between the Sales, Inventory, and Accounting modules. REQUIRED SKILLS/EXPERIENCE: - Expert-level Python programming skills. - Extensive experience with Odoo and WooCommerce integration. - Experience with API development and integration. This project is not for beginners or intermediate level programmers. I need someone with a high degree of skill and proven proficiency in Python, Od...

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    I'm in need of help with fetching influencer data from Instagram, YouTube, and TikTok. The specific data needs are not completely defined at this moment, so the ability to adapt is essential. The end goal of this data collection is currently open-ended. Key skills and experience needed: - Deep understanding of Instagram, YouTube, and TikTok - Experience in data mining or web scraping - Proficient in data analysis - Flexible and adaptable work approach.

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    For my project, I need a freelancer with strong skills in data scraping and extraction, particularly with textual content and figures, from a specified public website - Tasks: - Effectively pull relevant textual content and figures - Ensuring the scraped data is comprehensive, accurate, and neatly organized Excel Skills: - The data collected must be meticulously stored in an Excel database - The organization method within the database is by entity An effective freelancer must be detail-oriented, proficient in using Excel and knowledgeable about data scraping techniques from public websites. A background in handling similar tasks would be advantageous. Accuracy and neatness in data organization are also paramount. Please indicate you reviewed the information above and

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    I'm in need of an Android app developer who can build an application primarily aimed at driving user engagement. This dynamic application should prominently feature the use of push notifications to keep our users connected and engaged. Skills and Experience: * Extensive experience in Android app development * Proven ability in implementing effective push notifications * Under...ability in implementing effective push notifications * Understanding of user engagement strategies within applications The aim is to build an app that not only engages the user but encourages regular active use via well-timed and strategic push notifications. The developer should also value user experience, making sure the app is intuitive and user-friendly. the app must be working based on only Python...

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    Chinese Site Data Extraction 6 days left
    VERIFIED

    I need to extract pricing information and con...contact purposes. - Extracting Contact Details: - The project also involves obtaining contact details from the website. This would typically include email addresses, phone numbers, names of suppliers, and any other relevant contact information. - It is important that this data is collected accurately and in a structured format for use in supplier outreach. Ideal Skills: - Proficiency in web scraping and data extraction. - Familiarity with Chinese websites and text. - Experience in market research and supplier sourcing. - Ability to organize data for easy analysis. - Attention to detail and accuracy in data collection. If you have experience in these areas and are comfortable navigating Chinese websites, I would like ...

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    I'm in need of a skilled developer who can create a chat client-server program . The focus should be specifically on enabling text messaging and group chat functionality. The Language for this project is Python 3 You should write a client program and hence a client process should be running. Also. You should write a server program and hence a server process should be running. Specifically, you must implement two independent applications. One, called chatClient, implements the client component. The other one, called chatServer, implements the server component. You must design your own protocol for the communication between the client and the server. Key Features: Basic Functionalities • Administration Capabilities o A client will start by contacting the server to registe...

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    I am looking to have a PDF fillable form designed and coded to fit specific needs. This project involves integrating text fields, checkboxes, and dropdown menus into the form design. The purpose of integrating custom code into the PDF form is predominantly for customizing its appearance. It would be greatly appreciated if the form design could align with a minimali...The purpose of integrating custom code into the PDF form is predominantly for customizing its appearance. It would be greatly appreciated if the form design could align with a minimalist and clean style. Ideal candidates for this project should have strong skills in both form design and coding. Experience in Adobe Acrobat or similar PDF editing tools and programming languages such as JavaScript, Python, or C# would be b...

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    I'm seeking a developer to help me create a system that can archive web-based content, including text and images, for offline viewing. Key Requirements: - Archive text and images: The system should be able to save text and image content from websites. Use appropriate tools like HTTrack, Wget, or WebCopy to mirror the website. - Single archive process: The content will require archiving only once, as it won't be updated frequently. Ideal Skills: - Proficient in web scraping: Ability to extract and save content from websites. - Experience with archiving systems: Previous work on systems that save web content for offline use. - Knowledge of offline storage: Understanding of how to save and retrieve content without requiring an internet connection. This...

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    I'm urgently looking for a web scraping expert who can help me gather information from various medical service provider websites. Key Requirements: - Extract doctor names, contact information, medical service details, and additional data such as phone numbers, specialties, and participating plans. - The information should be pulled from three specific websites - Website 1, Website 2, and Website 3. Your deliverable: - The scraped data should be compiled into a CSV format for easy analysis and integration into our system. Ideal Skills: - Proficient in web scraping and data extraction - Advanced knowledge in handling and exporting data formats like CSV - Experience in scraping medical websites or similar domains would be a plus. Please bid only...

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    I am looking for an expert freelancer to develop a software that will expedite my web scraping process. I have identified the need to automate if possible the solving of image-based reCAPTCHA challenges. Key Requirements: - Practiced experience in automation and CAPTCHA solving. - Familiarity with various web scraping technologies and debugging will be vital to this project's success. The ideal freelancer for this project would have a proven track record in web scraping, specifically with handling reCAPTCHA challenges and previous experience with 2captcha will be considered an advantage. Let's bypass these hurdles together and get the necessary data!

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    I'm seeking a skilled software developer to join our dynamic IT team. The ideal candidate will possess expertise in Perl, Python, and XML/XSLT, and should be familiar with MySQL. Responsibilities: Develop And Maintain Software Applications Using Perl, Python, XML, XSLT, And Database Technologies. Design And Implement Data Transformation Processes Using XML And XSLT. Write Efficient, Clean, And Reusable Code That Complies With Company Standards And Best Practices. Collaborate With Project Managers, Business Analysts, And Other Team Members To Understand The Requirements And Provide Technical Solutions. Perform Database Management Tasks, Including Design, Modifications, And Performance Tuning. Assist In The Integration Of New Software And Systems Into Existing Environmen...

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    Hello, We are seeking a skilled developer to construct a straightforward pipeline for processing data annotated with multiple categories, including cars, bikes, and number plates. Our project aims to leverage foundational models such as Grounding Dino, SAM, and various visual question answering models akin to GPT-4V (e.g., CogVLM, Qwen VLM). The goal is to enhance existing labels with additional attributes and generate new annotations based on the provided data. Your primary responsibility will be to update existing JSON files formatted in COCO using these foundational models. Detailed instructions regarding the types of modifications and any additional requirements will be provided. This project is initially short-term but has the potential to evolve into a long-term collaboration. We ...

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    I need a professional to scrape specific information from an one page weblink and present it in an Excel file. The details will include: - IMAGE LINK - Product Name - Price1 -Price 2 - Link to Product Page - Stock Availability (I lager) The freelancer that can deliver fast will be prefered.

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    I'm in need ...customizable lighting effects, allowing the user to interact with them via a remote control, and connecting them to an external API. - Deposit Button: I also need a deposit button integrated into the website, to allow users to easily deposit funds. I'd prefer the button to be compatible with PayPal, Stripe and Square. Ideal skills and experience for this job would include: - Proficiency in JavaScript, Python and Ruby - Experience with hardware programming, particularly customizable lighting - Strong understanding of integrating payment gateways, especially PayPal, Stripe and Square - Previous experience in developing IoT devices and remote control systems. If you think you have what it takes to complete this project successfully, please reach out. I...

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    Web scraping + mobile app 6 days left
    VERIFIED

    ...knowledge in web scraping and building mobile apps. Please do not apply if you don't have experience in both. As we are in the final stretch of our MVP (native iOS and Android mobile app), this individual will help us finish a critical feature in the app (i.e., web scraping) + other small features and help us launch in app stores. Please take a look at the attached high level SOW before you submit the bid AND include your time commitment (hours/week) and hourly rate. We will select candidates based on the bids. The detailed SOW will then be shared with the selected candidate/s before finalizing timeline & budget. Acceptance criteria will be provided once we move forward with the selected candidates. Tech stack: Frontend: React Native, E...

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    ...table) Pop-up window for visitors outside shipping region, with email/name collection form. Backend interface to python environment Another page/workflow that makes it possible for me to collect information only (combination of questionnaire and sample rating page, no login strictly necessary). All of these components have been described in the below images, including the database updates. I’m also happy if you want to discuss any better ideas for database structure! Hosting services on GoDaddy. I will send through all digital assets once the job starts. I have set up all of the products on woocommerce for the backend, the user will not see the typical "shop" interface - see web design below. * responsive for mobile * set up Google analytics Timef...

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    Google Play Store Reviews and Sentiment Analysis Website- The website offers a user-friendly interface and provide sentiment analysis of reviews from the Google Play Store. 1. User Module a. User Registration Module To get started, users need to register themselves by providing the following details: Username, Password, E...provides an interface for admins to perform various operations. Admins can view all the reviews, analyze the results of the reviews, and manage user profiles. d. User Manage Module- The user manage module allows admins to manage user profiles. Admins can view all user profiles, edit user profiles, and delete user profiles if required. Technologies Used Frontend: HTML, CSS, JavaScript Developed in : Python Database: MySQL Sentiment Analysis: Google Play Store Re...

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    I am seeking a skilled data scrapper to retrieve specific information from 'Website 1'. a full comprehension of various types of data is nee...for a successful scrape. The types of data required include: - Textual content - Metadata Specifically, within the textual content, I require: - Titles - Descriptions - Prices - Linked products - Related products An ideal candidate would demonstrate extensive experience in data scraping, with a keen focus on retrieving accurate and relevant information. A good understanding of e-commerce sites and familiarity with Metadata and APIs will be advantageous. Please, I urge you to utilize ethical scraping methods in accordance with the rules and regulations of the source website. Looking forward to working with a meticulo...

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    I require a seasoned Python expert with specific skills in data analysis and scripting and automation. The key tasks will involve working with numerical data to accomplish two prime goals - data visualization and processing/transformation. Direct experience in the following areas is crucial: - Strong Data Analysis: Ability to dissect and interpret complex numerical datasets - Skilled in Scripting and Automation: Can systematically automate data processing and transformation tasks - Proficient in Data Visualization: Capable of creating intuitive visualizations to contextualize processed data Assured understanding of numerical data handling is a prerequisite. If the above resonates with your skills set, feel free to place your bid.

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    Fix Python Monitor 5 days left
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    Hello, Im looking to fix a Python website monitor

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    I'm in need of a skilled Python/Java developer who can help me build a full-stack accounting web application. Key aspects of this project include: - **Main Feature:** The most crucial aspect of this accounting web application is its financial reporting capabilities. The financial data will be taken from Excel and XML. There will be financial reports (P&L, Balance Sheet, Cash Flow) and graphs to show the financial status. - **Technology Stack:** I require the project to be developed using Python/Java as the primary programming language. - **Database:** The application should be built using MongoDB for its databases. Ideal candidates should have: - Proficiency in Python/Java and MongoDB. - Experience in developing accounting or financial appli...

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    ...desire; Pakistan, Bangladesh, India, etc. I need a freelancer from LATIN AMERICA only. I need close to EST time!! Furthermore, I need a BILINGUAL freelancer!! So READ before biding. I need a fully bilingual professional (I will interview in English via video) to do some tasks for my agency, such as: PR Outreach Social media Content editing or creating CRM management Email marketing Email scraping Researching Organizing data in spreadsheets Copywriting Basic Wordpress (change text, add a button, upload a file, etc) And others related to the position You must be a FAST learner, attentive to details, curious, with great writing skills. Looking for someone that pays attention and doesn’t keep making the same mistakes over and over. Attention to detail. Common sense. ...

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    I need AWS Lambda function that handles Google signin JWT token and creates a new user in DynamoDB. For Endpoint creation - API Gateway For User auth - Google signin JWT token

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    I'm in need of an experienced fullstack developer who will help me determine an effective solution for my project. -Proficiency in Python, specifically Django and Flask, and PHP, particularly Laravel and CodeIgniter, is a must. -Despite skipping on certain details, I presume features such as user authentication and database management, plus API integration may be needed. -I haven't chosen a design yet but preferably, I'm looking forward to someone who can contribute to the style discussion. Your experience in multifaceted projects will be a huge plus.

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    I need Crypto market making bot which is generate Volume without any loss. I need python code means I can run on AWS cloud. I have one code if you do changes on that then that's also Okay for me.

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    I'm in need of a skilled developer who can help me with my entire software lifecycle. The project will involve...expected to run Snyk vulnerability tests to identify and mitigate potential security risks in the codebase. - Integrate Slack notifications: You'll need to set up a mechanism for notifying the team via Slack about the progress, issues, and other relevant updates of the project. The ideal candidate for this project should have experience and proficiency in the following programming languages: - Python - JavaScript - Your expertise in these languages will be crucial to successfully fulfilling the tasks at hand. Also, a strong understanding of software development practices, particularly CI/CD pipelines, and experience with SonarQube, Snyk, and Slack integration ...

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    I'm in need of an original Scheme language interpreter tailored specifically for Windows. This tool is to be primarily used for educational purposes, hence it should be user-friendly and efficient. A command line interface is sufficient for this tool. Must be written using python. Please include small simple technical report and simple design schematic. Ideal Skills: - Proficiency in Scheme language - Experience in developing Windows applications - Understanding of educational software design

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    I'm seeking an experienced and knowledgeable data scraping professional to collect specific information from three major platforms - RERA websites (specifically Maharashtra, Telangana, Haryana, and Delhi), Google, and Justdial. Here's what I am looking for: Details to Scrape: - Name - Mobile Numbers - Locality - City - Address - Pincode Platforms: - RERA Websites (Maharashtra, Telangana, Haryana, Delhi) - Google (DSA and Loan Agents data) - Justdial (DSA and Loan Agents data) The ideal freelancer for this job will be highly experienced in data scraping and will be able to deliver the results in an organized manner. Proficiency in scraping from Google, RERA websites, and Justdial is particularly important. Delivery Format: - The data should be delivere...

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    For this project, I need a proficient python developer with expertise in AI and human-computer interactions. I aim to implement AI probing into cyber-physical systems with a focus on human error analysis. Key Responsibilities: - Design and develop algorithms using Artificial Intelligence for cyber-physical systems. - The AI project will be implemented on a desktop computer. - The primary task is to conduct a comprehensive human error analysis, understand user behaviors in different scenarios, and generate actionable feedback. Ideal Skills & Experience: - Strong Python programming skills. - Deep understanding of AI, Machine Learning. - Expertise in Human-Computer interactions. - Experience with cyber-physical systems. - Background in HCI research, particularly human erro...

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    Hello I am looking for a python code to scrape a large number pages and save them as html. In order to get to the page to save, you must click a radio button, submit, and then enter a string of numbers, then submit and then save the html. If the string entered provides an error then you must skip to the next iteration. There is no human verification. I already have a version I made myself that works with Selenium, however I need to increase the speed, so I am looking for someone to see if its possible to do this without even opening a browser and possibly using direct call methods (get, request, cURL, response, JSON?). It should be a simply project for someone who knows how to do this. Please enter the result of 3+2 for your message to be received.

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    ...the best-fit programming language for my project, you are given the flexibility to choose between Python, JavaScript and Ruby, based on your expertise and the bot's needs. 2. Required Functionality: I'm not certain about all the functionalities needed yet. Hence, I expect you to suggest essential attributes during development, keeping in mind a bot that can handle referrals efficiently and incorporate an earning system. 3. Bot Purpose: The primary purpose of this bot is to encourage users to refer and earn rewards. It must be able to streamline this process, making it user-friendly and effective. Ideal skills and experience: - Past experience in coding telegram bots - Proficiency in Python, JavaScript or Ruby - Excellent understanding of referral functions ...

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    I'm looking for a skilled Python programmer to improve the functionality of my code which automates downloading and generating reports from a specific website. Key requirements include: - Deep understanding of Python and proficiency in code repair and maintenance. - Experience with highly efficient report generation. The goal is to improve quality of code and reduce the time it takes to generate and download these reports. - The ability to critically analyze existing scripts and identify potential optimizations. The task will be considered successful when our report generation process is noticeably faster and more efficient. Having experience in similar projects is a plus.

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    Python Mathematical Model 5 days left
    VERIFIED

    A tool using equations and generating a graph & excel report showing how variations in some of the variables change the value of a model.

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    I have a backend code for a pre-existing fully function website and mobile app. The backend code is currently all written in php. I need someone to convert this existing php code into fully functional python code which I can deploy.

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    I'm on the lookout for a specialist ...using ASHLAR and MIST for seamless task execution. Your bid should evidence your understanding and experience in these software along with VB.NET. Ready to use explanation are available on various sites : Purpose is to understand and learn these two techniques, in VB.NET. It is quite possible that we may find an expert of ASHLAR, but they may not know VB.Net. ASHLAR and MIST are both in JAVA... I will accept if some one can make a simple demo app in JAVA also, My aim is simple to understand this technique and also to see this in practical demonstration using sample Images. Not too strict about text in Project Details.

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    Data scraping 5 days left

    Pls read carefully description below. We will consider only freelancer who will provide a scraping sample (2-3 lines) aligned with the instructions below. Scrape data from this website: Filters to be used: - "CAR": 203 and 16348 - "Anno di Concessione": 2020, 2021, 2022, 2023, 2024 - "Importo": select "Compreso fra 100000 e 200000", "Compreso fra 200000 e 500000" and "Maggiore di 500000" We need to scrape the results from all the possible combinations of the above filters. The outcome table should contain all the columns of the initial table AND all the data contained inside each result (you can access in it by clicking on the magnifiying lens). To be clear: - identificativo di riferimento - numero

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