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    ...persuasive, professional and formal copy for a radio advertisement - Generating content that captures the attention of professionals, while maintaining a sense of formality It is essential that the copywriter can tailor their style to suit the advertising medium, and specifically the radio platform. This would include ensuring the message is engaging and concise, as well as clear and suitable for oral delivery. The ideal candidate should have: - Proven experience in advertising copywriting, particularly for radio - Familiarity with tailoring content to a professional audience - Ability to write in a formal tone while maintaining engagement - Strong communication skills, ensuring the message is clear and compelling Understanding of the advertising and marketing industry is a p...

    $17 / hr (Avg Bid)
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    I'm looking to automate podcast transcription service. 1. I need a service to follow Podcast Rss Feeds and listen for new episodes 2. I need Listen Notes to download the podcast audio file 3. I need Chatgpt to transcribe the audio file 4. I need an output of the transcribed text made into a google document 5. I need Chatgpt re-write the transcribed text into an article with a Title, meta text and the content of the article. 6. I need the re-written article to be saved in a Google document 7. I need the document to be re-written in 8. I need the re-written document by saved in google document You should know python and have api integration skill set you should know how to use and the process flow

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    I'm looking for a freelancer with extensive knowledge in English Literature who specializes in making IB individual oral scripts. The individual oral presentation will concentrate on: a global issue and how is it present in a literary text. How and what does the author make in order to portray it?

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    ...Specific Tasks for the AI Builder/Programmer 1. Requirement Analysis and Planning Understand Objectives: Collaborate with stakeholders to understand the specific requirements and objectives of the AI app. Technical Specifications: Develop detailed technical specifications and project timelines. 2. Data Collection and Preparation Data Gathering: Collect relevant datasets, including patient histories, lab results, symptoms, and lifestyle information from current database Data Cleaning: Preprocess the data to ensure it is clean, consistent, and free of errors. Data Annotation: Label the data appropriately for training machine learning models. 3. Model Development Feature Engineering: Identify and create relevant features from the raw data that will be used to train the...

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    I need an expert in Optical Character Recognition (OCR) technology to convert text from high-resolution, clear photographs to editable text. Key Project Details: - **Purpose**: The primary objective of this task is to extract data from various documents. - **Image Type**: The text extraction will specifically be from photographs ...task is to extract data from various documents. - **Image Type**: The text extraction will specifically be from photographs of text. - **Image Quality**: All photographs are high resolution and clear. Ideal Skills and Experience: - Proficient in Optical Character Recognition (OCR) technology - Prior experience in extracting data from images - Excellent attention to detail to ensure accurate transcription - Ability to work efficiently with high-resolut...

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    I require a detailed, word-for-word transcription of an educational lecture that is spoken in a combination of English and Marathi. The total audio length is between 1-3 hours. Bird's-eye view transcriptions won't be sufficient; I need a literal translation that captures the exact intent and context of the lecture. Ideal Candidate: - Native English proficiency - Proficient in Marathi - Prior experience in educational transcription - Strong attention to detail. Responsibilities: - Transcribe audio verbatim - Review transcription for errors - Deliver the text in a time-bound manner.

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    I have a simple text-based PDF file that I need to be converted into a Word document. The purpose of this conversion is to enable further editing and formatting. Key Requirements: - The PDF is straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Sk...straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Skills and Experience: - Proficiency in typing and data entry - Familiarity with standard business document formats - Experience in PDF to Word conversion is a plus - Attention to detail to ensure accurate and error-free transcr...

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    Job Description: As a Marketi...Community Manager, or related positions. Previous experience working with SaaS B2B Edtech companies is a plus. Bachelor's degree in Communication Sciences, Marketing, or related field is a plus. Experience executing different social media strategies. Knowledge of Graphic Design focused on Social Networks. Knowledge on building website design for landing pages. Excellent communication, written and oral skills. Teamwork and results-oriented. Creativity and Adaptability. Proficient in AI tools related to content creation. Advanced English level (85% or above) Education, Experience, and Licensing Requirements: Bachelor’s degree in Communication, Marketing or related fields. Certifications or additional studies in related fields to the posit...

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    Sealed NDA
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    6 bids

    I'm in need of a professional who can handle general transcription and create well-formatted CVs. For the transcription part, you should: - Accurately transcribe audio files into text. Proper grammar and spelling are essential. - Include timestamps for easy reference if necessary. Regarding CV writing: - Create professional-looking CVs that focus on highlighting my skills and experience. - Use a professional format and layout. - Make sure the content is concise and effective. Please note that I am unsure whether the CVs need to be optimized for Applicant Tracking Systems (ATS).

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    I have a simple text-based PDF file that I need to be converted into a Word document. The purpose of this conversion is to enable further editing and formatting. Key Requirements: - The PDF is straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Sk...straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Skills and Experience: - Proficiency in typing and data entry - Familiarity with standard business document formats - Experience in PDF to Word conversion is a plus - Attention to detail to ensure accurate and error-free transcr...

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    I require transcription services for English audio or video recordings. I need a skilled transcriber with a good command of English to accurately transcribe audio or video files into text. The quality of the transcription must be high. This job is critical to me and I need someone with a keen ear for detail and a fast turnaround. Key Requirements: - Proficiency in English - Experience in transcribing audio or video files - Attention to detail - Reliability and timeliness - Previous experience with sensitive content is a plus Please bid if you are confident in your transcription abilities and can deliver top-quality work within a reasonable timeframe.

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    ...the LiDAR scanning process. This feature is not merely about recording visuals but is intricately tied to the app's core functionality, providing a live feed of the scanning process and capturing the real-world environment as the LiDAR sensor gathers data. This integration must be seamless, with the video and scanning data synchronized to offer a comprehensive view of the scanned area. Audio transcription adds another layer of complexity and utility to the app. As the app scans and records, it should also listen, capturing every word spoken during the process and transcribing it in real-time. This feature is crucial for users who need to make verbal notes or annotations during the scanning process, offering a hands-free way to document thoughts and observations that are aut...

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    I have a set of handwritten documents that need to be transcribed into a digital format. The data is purely text-based and is to be entered into a PDF file. Key Requirements: - Accurate and efficient transcription of handwritten text - Creation of a well-formatted PDF document Ideal Skills: - Proficiency in data entry - Strong attention to detail - Familiarity with PDF file creation Experience: - Prior experience with handwritten text entry - Past work with PDF file generation Looking forward to receiving bids from freelancers with the appropriate skills and experience.

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    I'm looking for a skilled professional to assist me with transcribing handwritten notes into plain text. Key Requirements: - Efficiently transcribe handwritten notes into plain text format. - Pay attention to detail and ensure accuracy. Ideal Skills: - Proficient in English. - Strong data entry and transcription skills. - Experience working with handwritten documents.

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    Seeking a skilled professional to assist with important data transcription and cleansing tasks. Key Responsibilities: - Transcribing and cleansing a small volume of data, up to 1000 records. - Ensuring the resultant data is perfectly organized and void of errors. Ideal Candidate Skills: - Expertise in data transcription and data cleansing. - Proven ability to manage small volumes of data. - Proficiency in using Excel spreadsheets. The finished output must be delivered in an Excel spreadsheet. With your keen attention to detail and accuracy, you'll help push our project to successful completion.

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    I have a simple text-based PDF file that I need to be converted into a Word document. The purpose of this conversion is to enable further editing and formatting. Key Requirements: - The PDF is straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Sk...straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Skills and Experience: - Proficiency in typing and data entry - Familiarity with standard business document formats - Experience in PDF to Word conversion is a plus - Attention to detail to ensure accurate and error-free transcr...

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    I'm seeking a digital marketing expert to boost the online presence and visibility of an oral contraceptive pill in India. Key Objectives: - Increase Brand Awareness: Drive attention towards the product, ensuring it's recognized and trusted. - Drive Website Traffic: Encourage interaction by directing potential customers to our website. - Generate Leads: Help us establish a customer base for the product. Target Audience: - Women aged 18-35: This demographic is a key market for contraceptive pills. - Healthcare professionals: Doctors and pharmacists who can recommend and dispense the product. - Married Persons: Specifically targeting the married population in India. Key Platforms: - Facebook: Utilize this platform for widespread reach and targeted ads. - Instagram: Create...

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    I have a simple text-based PDF file that I need to be converted into a Word document. The purpose of this conversion is to enable further editing and formatting. Key Requirements: - The PDF is straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Sk...straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Skills and Experience: - Proficiency in typing and data entry - Familiarity with standard business document formats - Experience in PDF to Word conversion is a plus - Attention to detail to ensure accurate and error-free transcr...

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    Text Data Analysis & Entry 4 days left
    VERIFIED

    I'm looking for a data entry professional who can handle digital text data entry. - Data Entry: The primary task will be to transcribe and input text data from digital files into a database. This requires exceptional attention to detail to ensure accuracy in transcription. - Data Analysis: Beyond simple data entry, I'm also seeking someone who can perform basic data analysis on the entered text data. This includes checking for patterns or trends within the data, as well as ensuring the data is organized in a manner that facilitates further analysis. Ideal Skills: - Proficient in data entry and management - Strong attention to detail - Basic data analysis capabilities - Familiarity with database software Experience with similar projects or relevant academic background w...

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    I need a skilled and experienced transcriber to convert a live recording of pop music into sheet music for my personal study. This initiative requires: - Proficiency in transcribing live recordings to written format - Familiarity with pop music genre to capture unique elements accurately - Ability to complete the task timely without compromising quality. I don't have an ear for music but play piano and guitar. Bruce Springsteen, from his Broadway recording, performs a piano version of "My Hometown" and I'd like to learn it, but don't have the sheet music.

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    ...end result should be a clear transcription of everything that is said in the audio file, including any noises or sounds that are part of the recording. You will need to have excellent listening skills and attention to detail to accurately transcribe this audio. Additionally, it would be helpful if you have experience in audio editing to filter out any background noises that could make the transcription process difficult. Key requirements: - Transcribe a 33:05-minute audio file accurately. - Filter audio to ensure clear transcription. - Include all sounds and noises in the transcription. - No time stamps are needed, just the audio in text form. Ideal Skills and Experience: - Proficient listening skills. - Attention to detail. - Experience in audio tra...

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    ? Hey Dear, Hope you are doing well. Can you help me with Japanese interception and transcription? We just started a new project with 500 valid hours required, which will last for about two to three months. DM if you are interested in more details. You can start this week if you are available. You can find more details on the link below: For Japanese audio transcription projects, the specific requirements are as follows: Language: Japanese Project type: transcription, material taken from short video app, audio content close to daily life Personnel requirements: must be based overseas, and must be Japanese native-level. Educational background is at least high school. Original audio length: 6-8s Effectiveness rate: 70% Project

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    I have a set of handwritten notes that I need to be typed out. The content is not complicated at all, but it's important to have excellent typing skills and attention to detail so as not to miss any information. - Content: The notes are not extensive, so it's a manageable task for a proficient typist. - Legibility: The writing is very clear and ...Content: The notes are not extensive, so it's a manageable task for a proficient typist. - Legibility: The writing is very clear and easy to read. - Quantity: The number of pages is relatively moderate, so this is not an overly demanding task in terms of volume. Ideal freelancer for this task should possess: - Excellent typing skills - High level of attention to detail - Experience in accurate transcription - Familiarit...

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    PDF to Word Typing 4 days left
    VERIFIED

    I have a simple text-based PDF file that I need to be converted into a Word document. The purpose of this conversion is to enable further editing and formatting. Key Requirements: - The PDF is straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Sk...straightforward, with no images or tables, just plain text. - The Word document should follow a standard business format, so no specific styling or custom style guide is needed. Ideal Skills and Experience: - Proficiency in typing and data entry - Familiarity with standard business document formats - Experience in PDF to Word conversion is a plus - Attention to detail to ensure accurate and error-free transcr...

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    ...Excellent English writing and editing skills, with a keen eye for detail. Proficiency in using AI tools for transcription and image generation. Experience with WordPress and basic SEO principles. Ability to create engaging, high-quality content consistently. Strong organizational and time-management skills to meet weekly deadlines. Experience with social media, particularly Twitter, is a plus. Application Process: To apply, please submit: A brief cover letter explaining why you are the ideal candidate for this role. Links to your previous work, particularly blog posts or content that demonstrates your writing and editing skills. An example of how you would transform a video transcription into a blog post, including how you would generate and caption relevant images. Sele...

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    Hello! Can you create digital math study notes for me? The textbook is: The pages to do: SKIP the Oral and Written Exercises, Chapter Tests, Reviews and Problems, Chapter Summaries, and Extras for Experts sections. Create high quality study notes like this (Images taken from the internet must be cited): For samples on how I want the math study notes to look like: (After every subtopic concept, please include an example with visual representation to help students understand better) I would want study notes for more textbooks in the future, so if you are good, will work with

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    I have a 4 pages in a PDF document that I need typed into Microsoft Word. The text in the PDF is mostly clear, but there are some minor issues with clarity. There are no images or diagrams in this document - it's purely text but it will need more copy typing than straightforward PDF conve...have a 4 pages in a PDF document that I need typed into Microsoft Word. The text in the PDF is mostly clear, but there are some minor issues with clarity. There are no images or diagrams in this document - it's purely text but it will need more copy typing than straightforward PDF conversion. Ideal Skills and Experience: - Proficient in Microsoft Word - Attention to detail to ensure accurate transcription - Experience with typing from PDFs is a plus - Ability to decipher and make out s...

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    I am seeking a professional with experience in clinical prediction model development to create a tailored system for my organization. This project will focus on using patient demographic information, medical histories, and clinical observations to identify high-risk patients. The desired output of this model is twofold: 1. The Probability of high-risk classification - this will enable us to determine the likelihood of a patient being categorized as high risk. 2. The Severity level of risk - this information will quantify the degree of risk associated with each patient. Preferred skills and experiences for this project are: - Clear understanding of clinical data and how to interpret it. - Proven experience building predictive models, especially in a clinical or medical setting. - ...

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    I have a PDF file containing 1-10 pages that I need to be converted to a Word file. The main purpose of this conversion is to copy the text content in the PDF and have it in a Word document. The PDF doesn't contain any images. Ideal Skills: - Proficiency in converting PDF to Word - Excellent typing and transcription skills - Attention to detail to ensure all text is accurately copied - Ability to maintain the original document's formatting (if any)

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    I have a set of PDF documents that need to be accurately typed into Word format. The final Word document needs to be an exact match to the original PDFs. Key requirements: - Expertise in data typing and document conversion - Ability to maintain the exact formatting of the PDF in the Word document - High attention to detail to ensure accuracy - Proficiency in English to ensure accurate transcription of text This project is perfect for someone who is meticulous, detail-oriented, and experienced in data typing. Your work will be crucial in maintaining the integrity of the original documents.

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    I'm looking for a seasoned developer to create an AI Meeting Tool that will be compatible with both Windows and Mac operating systems. This tool should have the following features: - Advanced speech recognition and transcription capabilities to accurately capture and transcribe meeting conversations - Integrated with major calendar apps for seamless meeting scheduling - Automated email notifications for meeting reminders and updates Preferred Skills: - Proficient in AI, specifically in speech recognition and natural language processing - Experience in developing software compatible with Windows and Mac - Strong understanding of calendar integration and email automation On-Prem Client: Quivr Agent * Installation * Install Quivr Agent on Windows or macOS * Configure Qu...

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    I need someone to help me with a data entry project. The task involves entering handwritt...with a data entry project. The task involves entering handwritten text into a digital format. You should be able to accurately read and transcribe the handwritten documents into text. Skills needed: - Proficiency in English language - Excellent typing skills - Attention to detail - Experience with text data entry - Familiarity with handling handwritten documents Expectations: - Accurate transcription of the handwritten documents into a digital format - Basic formatting is sufficient, no specific template required - Maintain confidentiality of the content of the documents Please bid if you have experience in similar projects and are confident in your ability to ensure accurate and timely d...

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    I have a collection of handwritten documents in English that need to be converted into a digital format. The final output should be a Word document. Key Requirements: - Capability to accurately type out handwritten English text. - Proficiency in using Microsoft Word. - Attention to detail in maintaining the original text's structure, punctuation, and...converted into a digital format. The final output should be a Word document. Key Requirements: - Capability to accurately type out handwritten English text. - Proficiency in using Microsoft Word. - Attention to detail in maintaining the original text's structure, punctuation, and formatting. It's important to maintain the original document's integrity, so accuracy is crucial. Experience in transcription or co...

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    I am looking for someone to transcribe an interview spoken in Mongolian into English. The final file will need to be a properly timestamped .srt that can be input into video editing software. You must be fluent in both languages ...have provided a short clip of the interview to help you gauge your ability to understand the language. I will ask you to provide a sample of your work using this clip to be considered for the project. The full interview is 45 minutes long and the audio clarity is good. Throughout the interview, there are many pauses where a rough, verbal translation is given. You do not need to include any transcription during these portions—you only need to transcribe the parts spoken in Mongolian by the interview subject, and the questions asked by the interview...

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    I'm seeking an experienced freelancer who can proficiently handle my business, technology, and creative writing tasks. You'll be in charge of copywriting and transcription duties, working with documents that average around 500-1000 words in length. Key Responsibilities: - Craft compelling copies that align with my business, technology, and creative niches. - Transcribe audio or video materials accurately. Ideal Candidate's Skills and Experience: - Proven track record in copywriting and transcription - Expertise in business, technology, and creative writing - Attention to detail for producing error-free copies and transcriptions - Ability to meet deadlines. Please include samples of your previous work in your bid. Looking forward to working with the right ...

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    I need manual data lookup and entry of segment codes from Electronic Data Interchange (EDI) file formats specifically related to US medical insurance claim/billing transactions (HL7/X12). This detailed project does NOT involve transcription of EDI files however. So it's exacting but not difficult work. Ideal Skills: - Prior exposure to EDI files, particularly HL7/X12 - Data entry from different lists of codes with high level of accuracy - Excellent attention to detail so that nothing is missing or mistyped. - Familiar with JSON and GoogleDocs or GoogleSheets. See the attached document for the exact details.

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    I have a collection of handwritten documents in English that need to be converted into a digital format. The final output should be a Word document. Key Requirements: - Capability to accurately type out handwritten English text. - Proficiency in using Microsoft Word. - Attention to detail in maintaining the original text's structure, punctuation, and...converted into a digital format. The final output should be a Word document. Key Requirements: - Capability to accurately type out handwritten English text. - Proficiency in using Microsoft Word. - Attention to detail in maintaining the original text's structure, punctuation, and formatting. It's important to maintain the original document's integrity, so accuracy is crucial. Experience in transcription or co...

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    I have a data entry task involving typing information from scanned documents into a Word file. The data is procured from scanned documents, so the freelancer must possess a keen ...requirements: - Accurate Data Entry: The task demands a high level of accuracy. The information must be copied exactly as it appears in the scanned documents, even if errors are present. - Typing Proficiency: The ideal candidate should be a proficient typist, ensuring a timely completion of the project. - Attention to Detail: It's crucial to maintain the integrity of the original documents during transcription. Your experience in data entry, particularly with scanned documents, will be an asset. I'm seeking a reliable and detail-oriented professional who can deliver quality results within a r...

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    As one aiming to maximize my productivity, I'm in need of a proficient data entry professional who can assist in data transcription, processing, and validation. This task revolves around: - Handling a medium scale data volume, approximately between 100-1000 records. - Processing data I have currently stored in an Excel Spreadsheet. Freelancers with the following skills are ideal for this job: - Expertise in Excel and data entry practices. - Experience in data validation. - Strong attention to detail. Your primary responsibility would be to ensure the accuracy and usefulness of my data efficiently. Your proficiency and speed are key to the success of this project.

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    I'm looking for a skilled freelancer who is proficient in setting up Azure Speech Services for my application. The primary objectives of this project are to configure Azure for speech-to-text transcription for real-time transcription of meetings and implement text highlighting functionality in the application. Key Requirements: Azure Speech-to-Text Configuration: Set up Azure Speech Services to ensure accurate and efficient transcription of audio recordings. The freelancer should have expertise in configuring Azure Speech Services for optimal performance and accuracy. Text Highlighting Implementation: Implement text highlighting functionality in our application. When users play recorded meetings, the corresponding words in the transcript should be highlighted as...

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    My project needs a Flutter/Flutterflow developer who can produce a flutterflow control/widget or system capable of recording all microphone audio to file and transcribe the audio to text on the fly. The transcription will be used from voice command processing and must be local to the mobile device (android and ios). Your work will contribute to an innovative application. Here are more details: - Output Format: The recorded audio input shall be saved to a local file (on a mobile device) with an option to use AAC format or MP3. - Multi-functional Processing: Once commands are parsed from the audio stream, they should initiate specified actions and produce textual output. - Command Complexity: The system you construct must be able to handle short phrase commands. Ideal Skills: E...

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    I require a skilled graphic designer to support me with a design task, and someone proficient in creating spreadsheets or reports. - Graphics: I need a designer to help me complete a design task. It will involve creating visual elements for a project I'm working on. - Spreadsheet/Reports: I need someone wh...visual elements for a project I'm working on. - Spreadsheet/Reports: I need someone who can input data into a spreadsheet and create reports. The data will be provided in audio recordings. You must be able to transcribe these recordings accurately and efficiently. Ideal Skills: - Proficiency in Graphic Design tools - Experience in creating spreadsheets and reports - Excellent listening and transcription skills Please ensure you have previous experience in both t...

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    This project requires the skills of an individual adept at transcribing from handwritten manuscripts to sheet music. As it involves the transcription of advanced-level string instrument music, your experience and knowledge in this domain will be highly instrumental. Key attributes: - Proficiency in sight-reading - Exceptional knowledge on the string instruments notation - Familiarity with advanced-level music - Accurate transcription abilities Preference will go to candidates who can demonstrate prior experience in this area of work, particularly those familiar with advanced-level string compositions. This is an exciting opportunity for those with a passion for and deep understanding of intricate musical compositions. Excited to hear from the right expert to bring ...

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    As one aiming to maximize my productivity, I'm in need of a proficient data entry professional who can assist in data transcription, processing, and validation. This task revolves around: - Handling a medium scale data volume, approximately between 100-1000 records. - Processing data I have currently stored in an Excel Spreadsheet. Freelancers with the following skills are ideal for this job: - Expertise in Excel and data entry practices. - Experience in data validation. - Strong attention to detail. Your primary responsibility would be to ensure the accuracy and usefulness of my data efficiently. Your proficiency and speed are key to the success of this project.

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    The work consists of a guitar transcription of the following video . Respecting the key and all fingerings the same as the video. It will be delivered the tuxguitar file and the tablature in pdf.

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    ...Google Translate Stage Three: • Search AI: Customize the Perplexica interface to align with our design and integrate it into the existing framework • Upload PDF: Allow premium users to upload up to 15 MB or 2-3 PDFs into chats • System Prompt: Allow system prompt input like Ollama UI does • Admin Panel Final: 1. Add a button to gift a 1-month subscription when editing user info 2. Access chat histories when editing user details 3. Provide daily, weekly, monthly, and total token usage statistics for both 3.5 and 4.5 4. Display the number of daily, weekly, monthly, and total premium subscriptions purchased 5. Show a graph of the top 10 countries with the highest recent access • User Settings: 1. Edit username, password, and full name; update language and co...

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    I need a proficient web developer to design and build a website revolving around financial products, specifically cryptocurrency investments. The website will include both front-end and back-end elements and needs to support USDT payment. Front-end Functionalities: - Live price updates - A section showing a user's transaction history - Cryptocurre...needs to be user-friendly, visually attractive, and secure. Ideal Skills and Experience: - Proven track record in web design, especially with sites related to financial products or cryptocurrency - Understanding of and experience with USDT payment systems - Ability to integrate live update modules for cryptocurrency prices - Proficiency in back-end development to ensure seamless transaction histories and purchase options - Stron...

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    ...convert the transcribed text to audio using tts and send it back as a stream to the user over the same ws session/consumer that initiated it. This pipeline should have min latency and hence we prefer using local speech to text and text to speech instead of making external api calls. We could also use external services using apis if the quality of these services is not good - we need high quality transcription and tts. The pipeline components should be modular so it is easy to change or replace components in order to benefit from higher quality apis that become available. If the user starts speaking again (ie if your backend starts receiving audio over the open websocket connection) then the output stream has to be stopped. For this you will need to design a queueing system or an...

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