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    2,000 audio python jobs found, pricing in USD

    I'm in need of an experienced Python developer to build a visual question answering system. Key project requirements include: 1. The system must be able to take in an image and a question and produce an explanation and answer for it. 2. I specifically chose Python as the preferred programming language for this project. Therefore, your proficiency in Python programming and related libraries is crucial. 3. The system should provide explanatory answers in text format. Your experience in Natural Language Processing (NLP) and building similar systems that generate written response will be highly regarded. 4. The dataset to be used for this is GQA-REX and VQA-E 5. Create a relationship between the answer and explanation to maintain consistency. 6. Training and testi...

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    Python Model Creation 6 days left
    VERIFIED

    I'm urgently needing an expert in Python programming alongside strong understanding of artificial intelligence to build a predictive model. The key details include: - Utilizing free datasets for the model build - Focusing on generating an AI model for prediction, although the domain isn't specified, a general application would be ideal - Pushing for an ASAP completion time Ideal candidate would have experience in: - Development of AI models particularly prediction models - Proficiency in Python programming - Ability to work on short timelines - Familiarity with sourcing and implementing free datasets.

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    I am seeking an experienced male voice-over artist who can provide a professional and authoritative voice for a corporate radio spot. The job will be in English and specifically needs a tone that commands respect and trust. It is crucial that the artist has excellent annunciation and a neutral, non-regional accent. Skills and experience needed are: - Prior voice-over exp...and specifically needs a tone that commands respect and trust. It is crucial that the artist has excellent annunciation and a neutral, non-regional accent. Skills and experience needed are: - Prior voice-over experience, particularly in corporate radio spots. - Ability to convey authority and professionalism through voice. - Mastery of the English language, with a neutral accent. - Clean, crisp audio recording c...

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    I need an in-depth course on Adobe Premier Pro ( language = English ). The focus will be on Beginner to advanced editing techniques targeted towards: - Basics - Effects - Transitions - Audio Editing - Color Correction - Grading - Graphics - Exporting Your experience and track record in teaching Premier Pro at the advanced levels is critical, as the delivering should cover in-depth insights within a span of 10-15 hours. Candidates with excellent English communication skills and comprehensive knowledge of aforementioned areas will be considered.

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    For this bespoke venture, I'm searching for a talented programmer who is proficient in either Python or C++. batch understanding is a must! The primary task involves: - Developing a new API key login system with a focus on implementing access control and permissions. This calls for deep understanding of SQL and batch. Ideal skills/experience include:- Hands-on experience in SQL, batch, and either Python or C++ for backend programming. - Demonstrated skills in developing and maintaining API key login systems. - Proven knowledge in creating permission-based access controls within systems.

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    I'm seeking an experienced SQL Developer with proficiency in Python or C++. This role involves creating an API key login system with basic features to my batch written software. The database system in use is MySQL, but if you want to change it we can talk over it. Your tasks will include: - Developing a secure API key login system - Conducting batch processing in MySQL environment Ideal candidates will have: - Proficiency in Python or C++ - Deep understanding of MySQL - Experience with creating basic API key login systems - Strong background in SQL development - Good knowledge in batch Please place your bid with examples of similar work done in the past.

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    ...seeking help with a specific bit of the task that's giving me a challenge, namely calculating precision in the BLEU score code. I have already finished the majority of the work and anticipate the required fix will take less than an hour to complete. This project is a step-by-step navigation process on a Python notebook. The specific qualifications needed for this job are: • Proficiency in Python programming. • Familiarity with Natural Language Processing. • Proficient in working on Python notebooks. • Knowledge of the NumPy and SciKit-Learn libraries. Your task will be to: • Review and understand the current code implementation. • Identify and correct errors in precision calculation for the BLEU score. • Test the implementa...

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    I'm in need of a Japanese male voice-over artist with the ability to create a calm yet engaging atmosphere, primarily for an audiobook narration. The voice-over must utilize Standard Japanese without any regional accent variation. Skills & Experience: - Proficient spoken Standard Japanese - Experience in audiobook narration - Ability to convey a calm and soothing tone - Professional audio recording capabilities. Please include samples of your previous narrations - particularly audiobook projects, if available.

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    I'm in need of a proficient coder who can develop a Python script that can scrape product data from multiple e-commerce platforms. Here's some crucial information about the project: • Websites to Scrape: While I did not provide specific platforms in the questionnaire, I mainly focus on Amazon, eBay, and Walmart. • Information Expectation: The proposal should demonstrate your proficiency and dedication to my project. I'm interested in ways you successfully crafted similar scripts in previous projects and how your skills and experimentation can help me solve my problem. • Data Structure: At this moment, I don't have a specified structure or format for the scraped product data. If you have any preferred effective methods or structure you have succ...

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    I'm in need of a proficient coder who can develop a Python script that can scrape product data from multiple e-commerce platforms. Here's some crucial information about the project: • Websites to Scrape: While I did not provide specific platforms in the questionnaire, I mainly focus on Amazon, eBay, and Walmart. • Information Expectation: The proposal should demonstrate your proficiency and dedication to my project. I'm interested in ways you successfully crafted similar scripts in previous projects and how your skills and experimentation can help me solve my problem. • Data Structure: At this moment, I don't have a specified structure or format for the scraped product data. If you have any preferred effective methods or structure you have succ...

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    I'm seeking an experienced Python developer, schooled specifically in AI. Essential skills and expertise include: - Proven experience with Python and AI projects - Experience in Finetunning a LLM - Ability to work quickly and efficiently under time pressure The task in hand involves a crucial automation project, requiring a razor-sharp focus and commitment to deliver promptly due to the completion requirement. If you're the Python guru who thrives when the stakes are high, I'm eager to hear from you.

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    I'm in need of an experienced devel...target later. Your key responsibility will be: - Creating a fully functional scraping tool - Ensuring the scraper can run on an automated schedule While applying for this project, you are not required to provide any specific details such as past work experience or detailed project proposals. The frequency at which the scraper should run is also open to discussion. Ideal skills: - Proficiency in Python, JavaScript or other common scripting languages - Familiarity with web scraping tools and libraries - Experience with automation of repetitive tasks - Problem-solving skills Even though many details were skipped, I am looking to have a conversation and collaboration to finalize the details based on your suggested best practices and indu...

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    Hi Avinash D., Here is new project for you. Undetectable automation with SeleniumBase UC Mode and undetected-chromedriver. (Python)

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    I'm in need of a skilled Python developer who is proficient with Django framework for the purpose of backend web development. The task at hand involves: - Constructing a web application using Python and Django. - Developing an efficient and robust backend system. Ideal candidates should have demonstrated experience in Python and Django framework, as well as backend web development. Please be ready with your proven track records and be prepared to discuss how your skills and experience can contribute to this project. Let's build something great together!

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    hello there, i need a software for automate request with POST and GET methods, capability to find API's to do this actions. Desired skills: *HTTP *POST & GET methods *HEADERS *CUSTOM HEADEARS *API *MOBILE APPS *STRINGS *PYTHON / C++ *Selenium WebDriver *URLLIB

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    In search of an experienced developer with specialty in Ruby, Rails, and Python. You'll be tackling various tasks, primarily focusing on the front-end development. Although the specific tasks were not listed, proficiency in HTML/CSS, JavaScript, and UI/UX design is desirable. In your application, provide the following: - Your experience with Ruby, Rails, and Python. - Past projects or work related to these technologies. Scope of the work: I am facing one issue in the front end, Find the attached screenshot and the highlighted yellow color value not getting correct from the backend. You need to check the backend as well.

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    I'm looking for an experienced freelancer who can help me archive old data. Although I didn't specify the kind of data I want to archive, the selected professional should ideally have experience in archiving different types of data including text documents, audio and video files, images and graphics. Without a specific time deadline predetermined, I'm open to discussions about the project timeline. However, efficiency and thoroughness are crucial factors for me. Key requirements: - Expertise in data archiving - Ability to handle multiple data types - Flexibility in project timeline - Efficiency and attention to detail - Excellent communication skills

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    I require assistance in deploying my Python-based machine learning project to a local windows platform. The project can be found at this GitHub link: - **Platform**: The project must be deployed to a Local Windows or mac environment( pick one you like ). - **Python Version**: The project requires Python 3 to run correctly. - **Dependencies**: During deployment, there's a need to factor in the dependency of ML for my project to function appropriately. The ideal freelancer for this task would be experienced handling deployments to a local Windows environment, adept at working with Python and possess proficiency in dealing with ML dependencies.

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    I am in need of a skilled coder to convert a Python project on Github directly into C#. It's an intermediate-level project, so plenty of challenges for an expert coder. Key requirements: - Directly port Python project to C# - Maintain a blend of both original and newly structured architecture, bringing good judgement on optimizing it for the C# environment. Ideal Candidate: - Proficient in both Python and C# - Experienced in code conversion - Good understanding of project structure optimization - Ability to work with intermediate complexity projects. The project I need converted is:

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    I'm looking for an experienced freelancer, well-versed with Python, GitHub and Google Colab to help me deploy my Python-based machine learning project to Google Colab. - The project already has a dedicated GitHub repository. - Knowledge in deploying simple Python-based ML models on Google Colab is needed. - You must ensure the deployed project runs smoothly and rectify any issues during the deployment process. Your background in Python, Machine Learning, and GCP will be extremely crucial for this project. Familiarity with similar projects is a plus.

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    ...sophisticated page builder with functionalities I can quickly and conveniently manage. Key requirements of note: - Page builder should have a drag and drop feature. - Drag and drop feature should support advanced elements, particularly forms and maps. - The page builder should integrate with databases, as well as e-commerce systems. Ideal Skills and Experience: - Proficiency in Flask, a python-based micro web framework is imperative for this job. - Experience with developing drag and drop user interfaces. - Familiarity with advanced UI components like forms and maps. - Proven track record with integrating systems with databases and e-commerce platforms. I am looking forward to getting proposals from Flask developers who are excited by the challenge of designing a cutti...

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    ...able to generate a variety of video styles namely, anime, realistic, and also offer developer-chosen unique styles for creating next-gen videos. - It must have the capability of producing animated explainer videos, product demonstration videos, and training videos. - The generated videos are intended for a general audience, hence they need to be engaging, comprehensible, and visually appealing. - Audio in the videos is crucial, the tool should incorporate a computer-generated voice feature. Quality synthetic voice that mimics human speech is preferred. - Developer Should Do SEO of Website - Developer Should Do Advertisement of Website on Trending Platforms Like Instagram, Facebook, Youtube, Do Sponsors With Tech Influencers - I want tool like 'Runwayml', 'Heiper A...

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    I am in search of a proficient Image Processing Expert who can skillfully handle python-based machine learning code within a GAN architecture. I intend to significantly enhance the quality of my project images through the application of advanced image processing techniques. Tasks & Responsibilities: * Handle and manage python-based machine learning code * Utilize GAN (Generative adversarial networks) architecture to process images * Augment, classify, and generate images as necessary Ideal Skills and Experience: * Proficiency in Python * Deep understanding of GANs * Substantial experience in machine learning & image processing Desired Outcome: The ultimate goal of this project is to significantly enhance the quality of the processed images to achieve more ...

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    I'm searching for a video editor to help craft enticing 15-30 minute videos from my action-adventure dirtbike riding footage. The ideal candidate will: - Have expertise in action/adventu...Edit approx 2-3 videos per month - Be able to create 30-60 second reels from longer footage - Have a strong portfolio showcasing the above - We will pay per video project Our YouTube audience loves videos that are funny and capture entertainment between our crew including mishaps and the beautiful scenery. Voiceovers can be completed via our team once the video has been completed so no voice audio is required by the editor. If this type of position is of interest to you, please contact me and include ADVENTURE FUELS YOUR SOUL at the beginning of your application. We look forward to he...

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    I'm looking for an experienced GIS developer who is proficient in Python programming, qgis, Mapbox, rasterio, postGIS and other integration. Your primary role will be to explain GIS concepts relevant to my project; specifically, spatial analysis, cartography, and remote sensing. The ideal candidate: - Is confident in their ability to simplify complex GIS concepts - Possesses expert knowledge in Python and Mapbox - Can deliver the project as soon as possible Your input will significantly enhance my understanding of these GIS concepts and enable me to better navigate the system. Please state your relevant experience and availability in your bid.

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    ...streaming networks. You should also be comfortable with handling and managing pre-recorded content. The features should include, to have first of all just the standard concept being made.. but after, after having the radio-station being configured with many songs... it should be even (please check that software - SAM BROADCASTER - RADIO SOFTWARE!!!!!!!) importing the news by a mp3 - news-audio feed for playing the news delivered by as we must pay them... Beside that option... can you please check and try to find out how that will work with us... CAN YOU TRY to create a voice for us?!?!?!? We want a standard voice, which is simply being played after each song... like a template.... telling stupidly the name of the song... as well as the artist... like that people hear

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    I am looking for a skilled professional to complete a 1-3 hour transcription of a business meeting audio recording. This isn't a typical transcription job as the conversation contains some legal terminology. Here's what I expect for this project: - Full transcription of the audio recording - Accurate documentation of business and legal terminology The freelancer ideally has: - A strong grasp of English language - Experience in transcribing audio files - Familiarity with business and legal jargon - Superb listening and typing skills Feel free to bid if you possess these qualifications. Your attention to details will be much appreciated.

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    I'm in need of an experienced Python developer to optimize and automate my existing Python functions. This role does not only involve data analysis; it also involves file manipulation and web scraping. Now let's check out what you'll be working on: - Revamping Function: The existing function needs to be automated so it works effectively and efficiently. This includes working with modifying and optimizing the code. - Mobile Signature: Another crucial area you'll be dealing with is to implement mobile signature in the script to facilitate its operation. - Task Automation: The function should be programmed to undertake specific tasks. These include fetching data from a website and updating a database accordingly. Ideal Skills: - Python scripting -...

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    ...includes: - The ability to connect to multiple studios effectively to take in transmitted audio streams - These streams we're delivering are based on a MPEG-TS coding format, with an approximate bitrate of 80 kbit/s - The developed server needs to be capable of generating one approximately 50 Mbit/s DVB-T2 mux - I would also like the server to be compatible with DVB-C and DVB-S2 broadcast standards, as these will be deliverables from our source. Ideal skills for this project are a deep understanding of broadcasting servers, experiencing with MPEG-TS coding format, familiarity with DVB-T2, DVB-C and DVB-S2 broadcast standards, and a knack for problem-solving and innovative thinking. Understanding of audio stream processing and solid software engineering skills are a...

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    I am seeking assistance with a Python script. While there was no specific functionality specified, it would be great if the freelancer boasts a versatile skill set to handle different tasks that may involve: - Data parsing - Web scraping - File manipulation Due to the lack of a specified timeline, I'm somewhat flexible with the delivery date, but I'd appreciate consistent progress and updates. I am especially interested in working with individuals who have extensive experience in Python, but strong general coding knowledge is also useful in anticipating and troubleshooting issues. This open-ended project is perfect for someone who enjoys problem-solving and taking the initiative.

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    I have a CSV file with my Apple Music play history and I'm seeking a Python programmer to help reduce the redundancy within it. Specifically, I need: - Condensation of textual data: Whittle away superfluous data to Playlist ID, artist, play count (this is optional), and album (also optional). +not every song has a unique playlist ID in the same column, there are several different ways a unique playlist ID could populate, some data points will use more than one column's ID, some only have a unique ID in one column. Unfortunately each column has a different format for each ID. - Criteria for duplicates: Only one row of data for each song. I define "duplicates" based on both the artist and the song title. To avoid two songs with the same title but different a...

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    As a professional involved with video creation, I find myself in need of a talented video editor for an upcoming project. The distinguished professional should perform advanced editing techniques, which encompass color correction, audio enhancement, and special effects, all with a cinematic slant. • Advanced Video Editing: The assigned editor needs to perform color correction, audio enhancement, and add special effects to the current raw footage. • Cinematic Style: The video should mimic a cinematic style. Any examples you provide should ideally showcase your abilities in producing similar style videos. • Footage: The project uniquely combines footage that I will provide, and stock footage. The freelancer will be responsible for locating, selecting, and integr...

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    ...successful candidate will demonstrate expertise in Python programming, servo control, and Modbus communication. Scope of Work: Phase 1: Raspberry Pi Setup & Servo Motors Control Description: Set up the Raspberry Pi 4b to control servo motors, including connecting it to the Delta Touch Screen (DOP-110WS) and configuring communication with the Panasonic Minas Driver (MADLN05NE) and Panasonic Servo Motor (MHMF092L1U2M). Install Modbus server software and develop custom Python scripts for Modbus communication and servo motor control. Conduct thorough testing to ensure alignment with project specifications. Deliverables: Raspberry Pi configured for communication with Delta Touch Screen and servo motors. Modbus server software installed. Custom Python scripts for s...

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    Hi, I'm looking for proficient programmers to join my team. We need expertise in JavaScript, Python, and C++. Your tasks will involve working on various cloud-based and desktop software projects. Key requirements: - Proficient in JavaScript, Python, and C++ - Experienced with React and Angular frameworks - Capable of following specific design and UX/UI requirements for websites/software projects Incredible attention to detail, good analytical skills, and ability to brainstorm and troubleshoot are essential for this role. I look forward to your bids!

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    I have a python scrape that collects data from a website but the cookie and csrf have changed and I am not sure how to obtain the ones from dev tools. Here is the top part of the broken scrape code. Can you fix it? Full code attached. # Scraping import os import datetime from time import sleep import requests import pyodbc from import InsecureRequestWarning requests.packages.urllib3.disable_warnings(category=InsecureRequestWarning) def terminate(error_message, code, data, d_type): print(f"[{d_type}]{error_message}, Check Logs. Exiting...") dt = str(()).replace(".", "_").replace(":", "_").replace(" ", "_").replace("-", "_") print(f"nPlease Check File: scraper_logs/{dt}...

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    ...that can handle a large amount of data would be beneficial. This is an intricate project requiring advanced skills in image processing and machine learning. The better the accuracy, the higher the chance you will land this project. I more so need to detect vehicles. Humans/pedestrians can be a later input. I need to be able to keep a count of the cars that drive over a certain spot. I have used Python and YOLO and created a test version, but it needs a lot of improvements. Ultimately, I would like to be able to detect and count cars going different directions. I would like to have multiple lines that I can draw or move around in order to choose where I want the program to count. I have a lot of videos that need to be counted so I will need to be able to apply this to different...

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    As a proactive client, I...experienced web developers to bring a website idea to life. The primary purpose of the website hasn't been finalized yet hence, it could either be for ecommerce purposes, information-sharing or as a portfolio. I am flexible in the technologies being used, so whether you're proficient in Java, PHP or Python, feel free to express your preference. As for your applications, please focus on highlighting your experience. Ideal Skills: - Proficiency in any Web development languages (Java, PHP, Python) - Strong experience in website development Please place your bid if you match the criteria and are able to bring innovative ideas to the table. A successful partnership on this project could lead to further opportunities down the line. Looking f...

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    I'm in need of a proficient Python Flask developer capable of designing and implementing a job recommendation system. NOTE: Please refer this link to get an idea of the workflow: ,259,3953,2589&p=FhX5d9EK3JOT1u3pIHqp1 Key Features: - System Development: Design and implement the backend logic and frontend components of the job matching platform using Flask, ensuring high performance, reliability, and security. - User Authentication and Authorization: Develop user registration and authentication functionalities to allow secure access to the platform for job seekers and recruiters. - Profile Management: Implement features for job seekers to create and manage their profiles, providing essential information such as skills, experience

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    ...successful candidate will demonstrate expertise in Python programming, servo control, and Modbus communication. Scope of Work: Phase 1: Raspberry Pi Setup & Servo Motors Control Description: Set up the Raspberry Pi 4b to control servo motors, including connecting it to the Delta Touch Screen (DOP-110WS) and configuring communication with the Panasonic Minas Driver (MADLN05NE) and Panasonic Servo Motor (MHMF092L1U2M). Install Modbus server software and develop custom Python scripts for Modbus communication and servo motor control. Conduct thorough testing to ensure alignment with project specifications. Deliverables: Raspberry Pi configured for communication with Delta Touch Screen and servo motors. Modbus server software installed. Custom Python scripts for s...

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    As a client, I'm searching for an ...schedule. - Accurately recording attendance of all participants. Recordings: - Recording all participants individually and the entire meeting, this includes both visual and audio content. Deployment & Coding: - The bot should be developed using Python and FastAPI. - It should be deployed as a microservice in a docker, with exposed APIs. - The bot should live store the meeting's files in real-time to Azure blob storage. Security Measures: - At least a basic level of security is required for the unique email generation and bot's ability to join meetings. The ideal candidate for this project should have solid experience in Python, FastAPI, Azure, and MS Teams API. Practical experience in bot developing, specific...

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    I have an intricate Python code focused on algorithm implementation. My primary aim is to have this code converted to Scheme language. This initiative is part of my learning process for Scheme programming. The complexity of my Python code is quite high. It contains several modules and dependencies that need accurate and expert conversion. Due to the complexity of the task, the ideal freelancer should be proficient in both Python and Scheme languages. Key Job Requirements: • Strong Python programming skills • Expertise in Scheme language • Experience with complex code conversions • In-depth understanding of algorithm implementation • Experience with handling multiple modules and dependencies Your solid understanding of the two langua...

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    Hello, I'm excited to offer my expertise in audio re-mastering for your project. With a keen ear for detail and years of experience in the field, I can enhance the quality of your audio recordings to achieve a professional and polished sound. Whether it's removing noise, balancing levels, or improving overall clarity, I have the skills necessary to elevate your audio to its fullest potential. I am dedicated to delivering top-notch results and am always available to provide demos of my previous work. Let's work together to bring your audio to life. Best regards, MD Sher-E Ali

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    I am looking for an experienced Python Django Flask developer who can handle a robust web scraping task. Due to the uncertainty of my specific needs: - The successful freelancer should be versatile and experienced in scraping varies content (text, images, and links) from different websites to ensure readiness for any requirements that may arise. - The exact websites for scraping haven't been decided yet. Hence, potential candidates should have the ability to scrape data from any relevant websites using the best suited methods. - As the frequency of the web scraping process is currently undefined, it will be an advantage if you can offer flexible solutions for daily, weekly or even monthly executions. Your proven experience in web scraping is essential, alongside your abili...

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    ...Agents. As a Call Center Data Collection Agent, you will be responsible for engaging in natural conversations over the phone on a wide range of topics to help us collect diverse call centre data. You will play a crucial role in gathering audio recordings that will be used for sentiment analysis and behaviour identification purposes. Responsibilities: -Engage in natural conversations over the phone on various topics as instructed. -Collect audio recordings from call center interactions following specific guidelines and requirements. -Ensure high-quality audio recordings with clear speech and minimal background noise. -Adhere to project specifications and guidelines provided by the project manager. -Provide feedback and insights to improve data collection processes....

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    Hello, I'm excited to offer my expertise in audio re-mastering for your project. With a keen ear for detail and years of experience in the field, I can enhance the quality of your audio recordings to achieve a professional and polished sound. Whether it's removing noise, balancing levels, or improving overall clarity, I have the skills necessary to elevate your audio to its fullest potential. I am dedicated to delivering top-notch results and am always available to provide demos of my previous work. Let's work together to bring your audio to life. Best regards, MD Sher-E Ali

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    ...audiobook. This project will require a professional with an in-depth understanding of audiobook production and an ability to deliver a neutral tone throughout the narration. Your tasks will include: - Non-fiction audiobook narration - Audiobook editing - Quality assurance to verify a clean and high-quality audio production The ideal candidate will have: - Proven experience narrating and editing non-fiction audiobooks - Great attention to detail and commitment to delivering high-quality audio - Ability to deliver a neutral narration tone This project involves a manuscript that falls within the range of 10,000 - 50,000 words. Thus, candidates should have experience with medium-sized projects and be able to comfortably handle this workload. Please share relevant exampl...

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    I'm seeking a proficient developer with experience in Python and Rust, who can craft a robust trading bot on the Solana blockchain. Characteristics I require include: - Implementation of LP tracking and limit order strategies. - Seamless Integration with the Raydium API. Ideal candidates will have proven experience in developing similar trading bots and a deep understanding of blockchain technology, especially Solana and Raydium.

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    Trophy icon Language Learning App UI Contest 6 days left

    ...like on the "Words" tab [Next] SECOND PAGE (After Next is picked) [ Large Image exemplifying the sentence ~ You can use a generic stock image for examples, dw about this. E.g. if the sentence is "Hace frio", the image is of a man shivering in snow. ] "Me gusta correr" <- The sentence to learn, the keyword "correr" is highlighted and selectable, and will bring up word card if you press it. [ Play Audio Button ] [ Next ~ When you press next, you get another version of this page ] ==== If you want to deviate from this plan, feel free to. This is in an ideation stage. ====...

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    I am currently seeking an experienced Python developer who can efficiently download next-GPT into my Colab Pro. In addition to integrating the model, the successful candidate should be proficient in setting up the user interface in Colab Pro accurately. Key Responsibilities: - download the GPT into my Colab Pro using Python. - make it run in my environment. - Construct and fine-tune the UI in Colab Pro.

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