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    Python Data Engineer Needed 6 days left
    VERIFIED

    I am looking for an experienced Python data engineer to support a key project of our team. Skills & Experience Required: - Proficient in Python language - Experience with SQL and R - Past experience in data cleaning and preprocessing - Expertise in data analysis and visualization - Proficient in creating Python classes for data manipulation Please include in your proposal: - Detailed project proposals - Experience with similar projects - Your work samples related to data manipulation, analysis, cleaning and preprocessing using Python, SQL, and R. Your capacity to perform these tasks will be key to the success of our project.

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    PLEASE DON'T BID IF YOU CANNOT WRITE EXCEL MACRO TO SCRAPE THE DATA. PYTHON SCRAPPER DON'T NEED I'm in need of a VBA developer who can help in creating a small code for scraping contact details from a specific website. The task involves creating a button in an Excel file that triggers the scraping process and saves the extracted data back into the same Excel file. Note : Project budget is only 6k because it will take max 2-3 hour for experience developer Key Requirements: - Scrape contact details from - Specifically, scrape Owner Name & Address - Implement a function where a user clicking a button triggers the scraping process - Save the extracted data back into the same Excel file Ideal Skills & Experience: - Proficient in VBA programming

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    I need a skilled Flutter developer to create an educational application for Android. Key Features: - Login and User Authentication - Push Notifications The freelancer should implement these features in a way that users can successfully log in to the app and receive notifications efficiently. The app will be mainly for educational purposes, therefore, it's important for users to stay connected and updated through notifications. Ideal Skills: - Extensive experience in Flutter and mobile app development. When applying for this job: - Provide a detailed description of your experience in Flutter development The platform server and software are available and prepaid, including comprehensive documentation and step-by-step setup instructions, guaranteeing a smooth development ...

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    I'm seeking a skilled app developer to create a VPN service app for both Android and Apple phones. The app should primarily function by offering multiple server locations to our users. Here are some key requirements: - User Interface: - The app should have a minimal and intuitive interface. The user login screen should be the first and only screen the user sees upon opening the app. - The login process should be straightforward with users entering their username and password only. - VPN Server Locations: - The app needs to support multiple server locations for the VPN service. These locations should be easily accessible for the users to connect to. - The VPN to be developed should be based on SSH and V2Ray protocols. The ideal candidate for this project ...

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    As a headliner of this project, I am in the pursuit of a skilled Videographer and Editor to construct a promotional video. Aimed at the general public, the video will primarily flaunt a product demonstration. - TYPE OF VIDEO: Primarily, I need one or two promotional videos for instagram and facebook. They should be centred around 3 to 6 apparel demonstration of a brand. The goal is to showcase the concept of the brand enticingly and transparently. - STYLE OF VIDEO: Live-action project demonstration videos are what we are looking for. As such, your skill set must include extensive knowledge of cinematography and a keen eye for showcasing products in a live set-up. - TARGET AUDIENCE: Our videos aim to speak to the general public. Therefore, being able to create content that is not ...

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    We are seeking a highly skilled Python developer with expertise in Microsoft 365, Azure, and Selenium automation to develop a sophisticated account management and reporting system. This project involves integrating Microsoft 365 with Bitwarden or a secure credential management system, automating user account management, and implementing Selenium scripts for login verification and automated reporting from web portals. Responsibilities: Integrate Microsoft 365 and Bitwarden APIs to automate the creation and management of user accounts and secure credentials. Develop and maintain Selenium automation scripts to validate logins and pull reports from web portals. Implement robust error handling and reporting mechanisms for failed logins and other issues. Schedule ...

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    I need Lambda/Python code to update the Log Subscription filter. Chat GPT doesn't work. The problem is when you "put_subscription_filter" it creates the second one but doesn't delete the first one. I need the code to delete the first data from STack and create a new Filter. Everything running from Cloud Formation stack. (In example I attached there is no delete the previous filter it is creating the second one)

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    I'm urgently seeking a talented graphic designer to create distinct and impactful banners for both Linkedin and Facebook, as well as design the background for a case study whitepaper. On the banners, be sure to use modern tech icons for "Calling", "Texting", and "Emailing" off to the right of them. Key tasks: - Design professional and attractive banners for Facebook and Linkedin - Create compelling case study whitepaper design to sell a product/service Ideal skills and experience: - Proven experience in graphic designing - Proficiency in design software like Adobe Illustrator or Photoshop - Strong understanding of social media design guidelines - Previous work with whitepaper or e-book designs - Ability to work swiftly under tight dea...

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    ...new system using Python with Flask. Due to my busy schedule, I'm outsourcing this task to ensure it's handled with the utmost professionalism and efficiency. Key Responsibilities: Develop a production-ready Flask application. Implement automatic database migrations and manage the database using SQLAlchemy ORM. Securely store sensitive information using .env files. Structure the application with clear folder organization, including directories for services, templates, controllers, models, schemas and middleware. Create a user registration system that captures simple data such as email and password. Develop a content management system that dynamically serves page content based on language selection (multilingual support). Integrate JWT for secure authentication, includin...

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    I'm in need of a social media professional who can help me handle my Facebook and Instagram accounts. The ideal candidate should be able to manage page activities, create engaging ad campaigns, and generate daily content. Key responsibilities include: - Managing page activities (including sharing posts) to increase engagement - Creating and running effective ad campaigns that align with our objectives - Developing and posting daily unique and engaging content to increase brand visibility I'm looking for an individual with a proven track record in social media management. Proficiency with Facebook and Instagram is a must. The ability to create visually appealing content and a knack for understanding my brand's voice and style is highly valued. Your work sho...

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    I'm seeking an expert in managing and optimizing ad campaigns on both Facebook and Google. My main focus is on improving my click-through rate, conversion rate and ultimately, lead generation. Requirements: - Proven experience in both Facebook and Google ads management - Ability to analyze and optimize campaigns for improved performance - Strong understanding of ad targeting, specifically for the age groups 35-44 and 45-70 Your ability to deliver results and meet KPIs will be key to the success of this project. Expertise in digital marketing analytics tools will be highly beneficial. Show me through past work experiences that you can drive significant improvement in my ad campaign performance.

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    I'm looking for an experienced developer to create a Solana-based NFT marketplace. Below are the key requirements and considerations for this project: - **Features**: The marketplace should support user registration and login, NFT creation and listing, as well as NFT buying and selling. The user experience should be seamless, intuitive and secure. - **Design**: The design aesthetic I'm aiming for is clean and minimalist. The interface should be visually appealing yet uncomplicated, focusing on highlighting the NFTs and facilitating transactions. - **Blockchain Technologies**: The project will involve working with specific technologies and tools including Metaplex, Solana Program Library (SPL), and Phantom wallet integration. Familiarity and experience with these are cru...

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    ...patterns in the rhythms and melodies typical of the tarantella dance. TouchDesigner Setup: Establish a TouchDesigner project that will serve as the platform for displaying audio data. Python Scripting in TouchDesigner: Write Python scripts within TouchDesigner to import and utilize data extracted from the AI analysis. Creation of Custom Operators: Employ CHOP (Channel Operators) to manipulate audio data in real time and TOP (Texture Operators) to display associated visual elements. Deliverables: A fully functional TouchDesigner project incorporating both audio-visual and interactive elements. Complete Python code for developing AI models and processing audio. A fully operational web-based platform to display the interactive audio-visual content. The project sho...

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    We're looking to integrate a Python script into our MySQL database to perform data analysis.: - Primary Task: The script's main responsibility will be to filter our data based on specific conditions. - Data Interactions: The script will predominantly be running operations on numerical and textual data. We're interested in candidates with a strong background in data analysis using Python and MySQL. Expertise in scripting languages, especially Python, is vital. Familiarity with MySQL is crucial as well - you should be comfortable working with numerical and text data within these databases. Efficiency, accuracy, and attention to detail are key for this task.

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    ...media marketing campaign. Your focus will be on engaging with potential customers on Facebook, Instagram, and Twitter. The campaign should target local, national, and international audiences, tailored to each platform's unique demographics and features. Key Responsibilities: - Develop and execute a strategic social media marketing plan - Create engaging and relevant content for each social media platform - Monitor and analyze the performance of each campaign, providing regular reports and recommendations for improvement Ideal skills and experience for this project include: - Proven track record in running successful social media campaigns - Excellent understanding and experience in utilizing Facebook, Instagram, and Twitter for marketing purposes - Strong analytic...

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    I am in need of an experienced React Native developer to build a mobile app compatible with both Android and iOS. The primary functionality of the app will be QR code generation and scanning. It needs a way to generate unique QR codes and accurately scan them. User authentication is also essential to this project. The app should allow creating users with login ad password and allow them to log in to scan qr code. Ideal skills for this job: - Proven experience with React Native - Knowledge of QR code generation and scanning - Experience building secure authentication systems

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    ...from it. We want to create a wrapper in Python so Python programmers can use the device easily. Below is an extract from the .h file for the .dll showing the functions that we want the wrapper to call. FT_HANDLE SENSOR_DLL usb_initialize(char * snum); int SENSOR_DLL usb_deinit(FT_HANDLE ftHandle); int SENSOR_DLL usb_dll_revision(unsigned int *revision); int SENSOR_DLL usb_read_image(FT_HANDLE ftHandle, IMAGE_PACKET_T *buff, unsigned int timeout); int SENSOR_DLL usb_set_gain(FT_HANDLE ftHandle, GAIN_STATE data); int SENSOR_DLL usb_set_trig_mode(FT_HANDLE ftHandle, TRIG_MODE mode); int SENSOR_DLL usb_set_interval(FT_HANDLE ftHandle, uint32_t data); Once you've made the wrapper, we'd like you to make a Python script which calls the Python...

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    Generate Exe from Python Source Code and How to Backup Files from Pythonanywhere. I need someone who can just put the Icon on the Code of Python and generate the EXE from Python Code and also how to backup all files from PythonAnywhere.

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    We're looking for a developer experienced with AWS Amplify, API Gateway & Cognito to... 1: Fix the integration between registration form on web app and existing cognito user pool such that registration and login/logout works. 2: Deliver integration with mapping service to display registered users on web app map. 3: Deliver integration with API of a 3rd party IoT service along with some basic business logic. This work forms part of a wider development by a green tech start up. The opportunity to take an equity stake in the business is an option if a suitable candidate is identified. Note that project details will only be disclosed under NDA.

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    I'm in need of a skilled backend developer, particularly experienced in Python, for an ongoing project. The ideal candidate should: - Have a strong background in Python - Be proficient in database management, API integration, and server configuration

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    Hi! I am seeking an expert in Google Cloud's Pub/Sub service. My Python application needs to publish and subscribe to text data messages. Knowledge in message encoding and decoding, as well as Pub/Sub client libraries, is crucial. Therefore, a strong background in Python and Google Cloud Platform is required. Take a look a example image attached. Key responsibilities include: - Assisting with publishing text data messages - Helping with subscribing to these messages Please have proven experience in Google Cloud's Pub/Sub and Python programming for processing text data.

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    ...Machine Learning developer who has proficient skills in Python. The project is specifically based around a computer vision task. I need assistance with the following: - Correcting my current code base: I have already developed some code for Handwriting Character Recognition but I am facing some bugs and errors that I can't seem to resolve. Therefore, your primary task will be to correct these issues in the existing code. The project centers around: - Handwriting Character Recognition: This is essentially a computer vision task and so experience in this area is a must. The final code should be able to: - Recognize handwritten characters that are presented to the system. It's important that you have: - Strong proficiency in Python with a focus on Machine Le...

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    I'm seeking an experienced Facebook Ads specialist to help me generate leads and drive product sales. Key tasks and responsibilities will include: - Designing, implementing and optimizing Facebook ad campaigns to target prospective customers - Analyzing ad performance and tweaking for maximal results. The ideal candidate will have a strong track record in creating successful Facebook Ads geared specifically towards boosting product purchases. Expertise in A/B testing and conversion rate optimization is also essential. The product category to be promoted will be disclosed to the successful candidate.

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    I am seeking an experienced professional who can help me optimize Facebook ads specifically for lead generation purposes. With a keen focus on demographic targeting, your main task will be to implement and manage image and video ads that appeal to young adults aged 18-24. Here's what I'm looking for: - Proven experience in running Facebook ads. - Strong understanding of how to effectively drive lead generation. - Ability to craft engaging image and video ads. - Proficient in reaching and engaging with young adults (18-24) demographic. - Exceptional understanding of Facebook’s ad tracking capabilities and how to leverage data for campaign enhancement. If you have a track record of creating effective Facebook ad campaigns that generate quality leads, es...

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    I need a full-stack developer who can build a web application using the latest versions of Laravel and React, along with Sail. The web app is centered around managing projects and users, and requires secure login systems and a React frontend that can interact with the backend API. Key requirements include: - Implement secure login systems: You'll need to set up Laravel Sanctum, Socialite, and Auth0 for user authentication and access control. - Develop public/private API endpoints: Create the necessary API endpoints for managing projects and users securely. - Build a React frontend: You'll build a user-friendly, responsive React frontend that interacts with the backend through Axios. This frontend should allow users to perform CRUD operations on projects and user da...

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    I'm looking to build a loyalty app that can be utilized across multiple industries. While I've missed providing specific features, target audience, and user interaction details, my aim is to create a versatile SaaS solution. with same idea in Key requirements: - Development of a user-friendly, scalable, and secure loyalty SaaS platform - In...Integration with Apple wallet and Samsung pay The ideal freelancer for this project would have: - Proficiency in SaaS software development, particularly within the loyalty sector - A strong understanding of various businesses and customer needs - Experience in creating versatile and scalable platforms - Ability to provide user-friendly and intuitive interfaces. we recommend use php or python or node js for backend

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    Looking for a remarkably skilled developer who can expertly build a mobile app for both iOS and Android platforms....and Android platforms. This project is the second phase of an evolving educational platform aimed at disseminating quizzes and interactive lessons. Key features to include: - User registration and login capabilities. - Strong functionalities to administer quizzes and interactive lessons. Ideal Skills and Experience: - Proven experience in mobile app development across iOS and Android platforms. - Exceptional understanding and practice of UI/UX guidelines. - Prior work in the educational tech or e-learning sector can be a significant advantage. - Deep knowledge in handling user data and login systems. Your natural knack for bringing ideas to life will be hi...

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    ...recommend similar products. (Might not be needed) - Development of a scalable backend to support real-time data tools and user analytics. Requested Technical Skills: - Experience creating sustainable Data modells - Experience in browser-extension development with JavaScript, HTML, CSS, and modern frameworks (React, Angular, Vue.js). - Proficiency in backend programming, particularly with Node.js or Python. - Strong understanding of RESTful API design and development. - Experience working with cloud services (AWS, Azure, Google Cloud). - Skills in data analysis and machine learning are a plus. - Proficiency in database management, especially SQL and NoSQL databases. If you are passionate about technical innovation and want to be part of a team striving to change e-commerce, pl...

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    I am looking for a programmer to develop a software application. The application should have a user-friendly interface, be highly functional, and should be designed keeping scalability in mind. Key Requirements: - Proficiency in one or more of the following languages: Python, Java, C++ - Experience in software development - Ability to create a user-friendly interface - Knowledge of best coding practices and ability to ensure high performance and scalability. If you are comfortable working with the above requirements, please bid for the project.

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    ...plugin → Support to light speed server → preferable theme- Astra → Paid membership- paid members can have access/view selected post/page → Restrict visitor to view page/post by login using mobile number and OTP → No screen shot/ screen recording of selected post/page → No Copy/paste of selected page/post → No printing as save as pdf → only printing through printer devices → New post notification to register members via Email & whatsApp/telegram → Selling of Digital products(woocommerce or similar woocommerce) -Payment getaway integration via salt key ( PhonePe/Payu/ Razorpay -API integration of edmingle LMS for login/ -Other suggestion - most welcome -Time- 2-3 months The ideal freelancer for this job should have a sol...

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    I need an experienced video editor to create engaging ads for my Multichannel. The video must be less than 30 seconds and should be a combination of animated and live-action styles. Key Requirements: - Video Length: Less than 30 seconds - Style: Mixed (Combination of animated and live-action) The ads will be published on several platforms, including social media (e.g., Facebook, and Instagram). Ideal Skills and Experience: - Proven experience in video editing, particularly for ads - Proficiency in using both animated and live-action elements - Prior experience creating engaging content for social media platforms - A keen eye for detail and design aesthetics my budget is 650 INR. bid only if you are good with it. Please include examples of your previous work in your propos...

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    I am seeking a skilled Facebook Ads expert who can spearhead an advertising campaign aimed at generating genuine leads for a website design and social media marketing agency. • The primary goal of this campaign is driving lead generation. • The target audience is demarcated by age range, geographic location, and interests. • The allocated budget is less than $500. Ideal candidates should have prior experience in similar campaigns and a proven track record in bringing high-value leads. Knowledge of effective targeting strategies is key, with a specific focus on the mentioned demographics. We also need a professional who can work efficiently within a limited budget while maximizing results. The ultimate objective is to utilize Facebook advertising as a tool to ...

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    I need a Python developer who can create an automated IME barcode system. The system should handle bulk entries and generate images. Barcode experience is essential for this project. Key Requirements: - Handling of Code 128 and IMEI barcode types - Generating barcode images in PNG format - Capability to handle bulk entries, preferably through CSV file uploads The ideal candidate should have: - Proficiency in Python - Experience with barcode generation and handling of bulk data - Familiarity with handling CSV files in Python This project is suited for someone who is detail-oriented and has a strong understanding of automation and barcode systems. Please apply if you have the required skills and experience.

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    ...will require various features and functionalities, including: - E-commerce capabilities to enable online sales. - A membership/login system for user authentication and access control. - Custom forms and data collection to gather specific information from users. - The design and layout of the website: - I have a specific design in mind/I have a general idea/I need help with the design. - The estimated budget for this project is more than $1000. Ideal Skills and Experience: - Proficiency in Java, CSS, and other relevant technologies. - Extensive experience in web development using Divi on Wordpress. - Strong knowledge of e-commerce integrations, membership/login systems, and custom form development. - Ability to translate design concepts into functional and visually...

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    For this project, I require an innovative freelancer with proven expertise in creating engaging, lead-generating Facebook ads. Key Responsibilities: - Crafting a Facebook ad campaign primarily focused on promotional content - special offers or discounts for my products/services. - Ads should effectively appeal to and engage audience members within the 26-45 age bracket, sparking their interest and inspiring action. - The main objective is to generate qualified leads, thus the ad must be designed and executed strategically to realize this goal. Ideal skills: - Extensive experience in designing Facebook ads - A proven record of creating ads that generate leads - Exceptional understanding of promotional marketing - Knowledge and experience in targeting ads for the pr...

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    I'm looking for an experienced Community Manager to focus primarily on two of our main platforms: Facebook and Instagram. Key Tasks Include: - Developing fresh and engaging content - Managing ad campaigns effectively The ultimate goal of this project is to generate leads and increase our customer base, so experience in conversion optimization strategies is a plus! Ideal Candidate Skills & Experience: - Proven track record in community management - Excellent content creation abilities - Experience in managing social ad campaigns - Proficiency in lead generation tactics Your success in this role will directly impact our company's growth, apply now to be a part of our exciting journey!

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    I'm in search of a Social Media Marketing Specialist to help with content creation and audience targeting across TikTok, Facebook, and Instagram. Key Responsibilities: - Content Creation: I need someone who can create engaging, high-quality content that resonates with the audience on each of the chosen platforms. This will involve a mix of text, graphics, and potentially video. - Audience Targeting: I'm looking for an expert in understanding the nuances of each platform's audience, and targeting our content effectively towards these demographics. The ideal candidate for this role should have: - Proven experience in creating successful social media content. - A deep understanding of each of the social media platforms. - A data-driven mindset, with proven results in ...

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    ...video for my physical product. The video will be used for Facebook ads targeting adults aged 25-54. Key Requirements: - Showcase Product Features: The video should effectively highlight the key features and benefits of the product. - Engaging and Professional: The editor should be able to create a video that is not only visually appealing but also professional in nature to drive sales. - Understanding of Facebook Ads: Knowledge on how to create videos that are optimized for Facebook ads and would perform well on the platform. Ideal Skills and Experience: - Previous experience creating product videos for social media ads - Proficiency in video editing software (e.g., Adobe Premiere Pro, Final Cut Pro) - Understanding of Facebook ads and content that perfor...

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    I'm in need of a social media marketing expert on Facebook and Instagram. Key Requirements: - Experience with running successful brand awareness campaigns on Facebook and Instagram - Proficiency in creating engaging text posts for these platforms - Ability to maximize reach without relying on PPC Your main responsibilities would include: - Developing a solid brand awareness strategy specifically for Facebook and Instagram - Creating and scheduling engaging text posts that are designed to attract and retain followers - Implementing this strategy and monitoring its performance to make improvements as needed Ideal candidates should be able to discuss their past successes in similar projects and how they plan to approach this specific campaign.

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    - I require someone proficient in Python and knowledgeable about Software Defined Radios (SDR), specifically the BladeRF unit. - The task will require to estimate the direction of arrival of a reflected wave generated from the BladeRF, which on reception will be required to run on a platform and generate a plot on a compass depicting the angle

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    I'm seeking an expert who can assist me with the configuration of Zapier, to automate email to new leads acquired from Facebook. Here's what I need: - Configure Zapier to connect Facebook with Outlook. - The automated email should contain a collaboration proposal. - The focus of collaboration is specifically on business development. Ideal candidate should be proficient with Zapier, familiar with setting up workflows between Facebook and Outlook, and understanding of email marketing. Prior experience in setting similar configurations will be highly appreciated.

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    As a driven individual, I'm seeking an experienced software developer who can build a sophisticated algo trading software. Key Requirements: - Proficiency in Python and Java. Your proven experience in these languages will be crucial to the development of this software. - Openness to both web based and desktop applications. As I am still in the deciding phase, we can discuss which approach best suits my needs during the proposal phase. - The software must include automated trading strategy execution and risk management tools. Your understanding and experience in these aspects will be paramount. Looking forward to a successful collaboration.

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    I need someone experienced in social and ppc marketing with a proven history of generating leads and working to a budget. I work in the financial niche where leads are fairly easy to generate but ppc will take management. Thanks

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    ...me craft and execute a successful strategy for both my Facebook and LinkedIn business profiles. The primary goals are to generate leads on Facebook and to recruit new talent through LinkedIn. Key responsibilities include: - Regularly updating and managing content on both platforms - Creating engaging, industry-relevant posts - Increasing the visibility of our company to attract potential clients - Utilizing LinkedIn to connect with potential employees and publish job listings - Running advertising campaigns to enhance lead generation on Facebook I'm seeking an experienced individual who: - Has a proven track record in Social Media Management - Demonstrates creativity and a keen understanding of lead generation strategies on Facebook - Possesses experie...

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    Looking for someone who can make a online dice game with clean and user friendly UI. There will be social meda, Apple, Gmail login system, and user can play with their social media friends when they connect social media or login will be similar to 'Business Game' which is available in the Play store and App store, The game screenshot provided. More details will be provide in the chat inbox. Thank you

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    Reinforcement Learning -- 2 6 days left
    VERIFIED

    Reinforcement Learning Goal: - Optimize a specific task and write a journal for that Project Details: - The project is already half completed and I need someone to complete it further. - I have some code/files that will need modifications Preferred Skills and Experience: - Strong knowledge and experience in reinforcement learning - Proficient in Python programming language

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    I'm seeking an expert in Python programming, with emphasis on data analysis, to help with my final project for my university module. The module focuses mostly on plotting and manipulating numerical data. Specific areas that need to be addressed include: - Expert Python programming skills, with an emphasis on data analysis techniques and tools. - Experience in Jupyter software for data manipulation. - Guidance in selecting the correct Python libraries and tools. - Ability to write clean, efficient, and reusable code. - Clear and effective communication to ensure complete understanding of my project requirements and challenges. Please note, we're not focusing on a specific type of numerical data as this information was not provided so a wealth of knowledge a...

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    CodeIgniter Website Repair 6 days left
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    I'm looking for an experienced developer to help me fix a few issues with my CodeIgniter website. The website is running slow and throwing error messages, with several key features not working properly. Time is of the essence, so I need someone who can jump on this ASAP. Your responsibilities will include: - Resolving the error messages that are appearing - Fixing the login feature and ensuring it works as designed - Restoring the search function to full functionality - Repairing the payment processing feature and ensuring it functions correctly Ideal candidates should have: - Proficiency in CodeIgniter with a proven track record of successfully repairing websites on this platform - Strong debugging and problem-solving skills - Excellent understanding of website functions and...

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    I need a skilled programmer proficient in GPT API and Python to build an efficient tool. This will analyze numerous English business service reviews and develop a concise summary in bullet points, focusing primarily on the major points. These summaries should distill the key aspects into 300 words or less. The main purpose of these summaries is to highlight the essential insights of the reviews, enhancing the reader's comprehension and minimizing their reading time. Ideal candidates should have: - Advanced experience in GPT API and Python. - A portfolio displaying similar language processing projects. - An aptitude for distilling large volumes of text into clear, concise points. - Familiarity with analyzing business service reviews.

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