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    2,000 speech matlab hmm neural network pdf jobs found, pricing in USD

    I'm looking for a knowledgeable and experienced individual to review my technical project, specifically focusing on network security, cyber attacks, and comprehensive testing. Key Requirements: - In-depth knowledge of network security, cyber attacks, and testing methodologies - Proven experience in identifying vulnerabilities and protecting against cyber attacks - Ability to conduct comprehensive testing and provide detailed reports - Experience working with Raspberry Pi and understanding its security concerns The ideal candidate will have a strong background in cyber security and will be able to provide insights and recommendations to enhance the security of the project.

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    I'm seeking an expert in the field of data extraction from PDF files. Your responsibility will be to obtain the necessary content from a variety of PDFs diligently and accurately. Ideal Experience and Skills: * Proven track record in data extraction * Proficiency in dealing with PDF file formats * Attention to detail, for precise data extraction While the specific details required for extraction were not specified in the brief, it is expected that the suitable freelancer will have the skills to extract a wide range of content. Please bid with this in mind.

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    I'm on the lookout for artistic talents who share the same passion for digital art and NFT culture. you will find an attached PDF file where you will find some NFT samples you have to check these samples to ensure you are qualified for our projecte. You'll be instrumental in realizing the "10,000 Unique NFT Collection" project, contributing your unique style and creativity to promote digital art on a massive scale. - Main Task: Your primary role is to create NFT digital artworks with pop culture references. - Ideal Candidate: High proficiency in digital art is indispensable. Familiarity with popular culture themes, trends, and icons is crucial. Experience in creating NFT art for platforms such as OpenSea would be highly advantageous. - Platforms: Our collecti...

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    ...profiles, and user-friendly websites. Key tasks include: - Drafting a compelling professional bio, embellishing on my education, qualifications, work experience, achievements, skills, and expertise. - Creating a captivating, functional website and LinkedIn profile, ensuring smooth navigation and consistency across the platforms. The primary objective is to showcase my proficiency, expand my network with comparable professionals, and build a formidable personal brand. The content should appeal to potential clients or customers and resonate with my industry peers and colleagues. The professional bio is more of an introduction. My website will be the place to go in-depth. My linkedin profile would fall somewhere in between (given Linkedin's format and constrains) Candidat...

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    I require a freelancer who can swiftly design and generate an invoice and a delivery note, with the formats compatible for both Word and PDF. The documents must incorporate three main specifics: 1. My company name and address 2. Customer name and address 3. Item description and quantity Prior experience in utilizing Word and PDF tools to design such documents will be an asset. Timeliness and attention to detail are key in ensuring all required information is correctly captured for both the invoice and delivery note. I'm open to the use of various design formats and templates, as long as they meet the outlined needs. The final delivery is expected as a Word document.

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    I am looking for a professional translator to convert my CV into Modern Standard Arabic. The document is currently in PDF format and should be kept in its original layout and design. Key requirements: - Translate a CV from English to Modern Standard Arabic - Preserve the original layout and design of the PDF document - The translation should be accurate, ensuring all information is correctly transferred Ideal skills and experience: - Proven experience in translation, particularly in CVs and professional documents - Proficiency in both English and Modern Standard Arabic - Knowledge of CV formatting and design Please bid only if you are confident in meeting the requirements and have relevant experience. Thank you.

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    I require a freelancer skilled in data entry. Unfortunately, I was unable to determine the specific type of data entry needed, total entries required, and the format of the data. However, I am seeking a dependable professional who can adapt to different tasks. Ideal skills include: - Strong attention to de...data entry. Unfortunately, I was unable to determine the specific type of data entry needed, total entries required, and the format of the data. However, I am seeking a dependable professional who can adapt to different tasks. Ideal skills include: - Strong attention to detail - Data categorization - Data verification - Data conversion The applicant should be proficient in Excel, CSV, and PDF. This role is likely to involve handling various types of data, so versatili...

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    I'm in search of an expert proficient in EtherCat and C programming for a project involving firmware updates via an EtherCat network. Mainly dealing with binary files, it's crucial that you know your way around them. Key Responsibilities: - Develop a C code for file reading and writing. - Transfer firmware updates between EtherCat-enabled devices (specific device details will be shared later). - Monitor file changes post firmware update on an EtherCat network. Ideal freelancer would have: - Proficiency in C programming especially dealing with EtherCat network. - Understanding of binary file handling. - Experience with firmware update processes. - Expertise in network-enabled device communication. So, if you have hands-on experience with EtherCat...

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    I need a freelancer with expertise in converting PDF to Word while meticulously preserving: - Fonts - Page design and layout - Collapsing chapters The Word document's custom page size should be exactly 4.25x7 inches. It's paramount that the formatting elements be maintained during this conversion process. Freelancers with a strong grasp of Microsoft Word and Adobe Acrobat functionalities would be ideal for this task.

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    I'm looking forward to creating an extensive LoRa mesh network with more than 50 nodes. The primary purpose of this setup is for smart city infrastructure, industrial monitoring, and agricultural monitoring. This network will majorly handle the transmission of sensor data, commands for execution, scheduled on/off, node grouping, node discovery and group command. Ideal skills and expertise include: - Solid understanding and experience with LoRa Mesh networks - Ability to design and implement a network for more than 50 nodes - Experience with integrating sensor data, executing commands, scheduling on/off, node grouping, and disseminating group commands - Familiarity with smart city infrastructure, industrial monitoring, and agricultural monitoring applications. S...

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    Flash USDT I am looking for a developer who can develop portable USDT Flashing Software in main network (windows based, preferably windows 10), the requirements are mentioned below, 1) The software can perform flash of the USDT, as well as the flashed USDT should be transferable from/to unlimited wallets with blockchain confirmations is appreciated. since it is flash btc it must be visible in BTC wallet address for 365 days. There will be no transaction fee while sending from "flash s/w" to "btc wallet" as it will be no confirmations. There will be no limitation for daily transfer for usdt It can’t be tracked as fake transaction. should take normal time to send btc one wallet to another wallet in normal internet connection. 2) These usdt will disappear ...

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    I am looking for a Indian or Pakistan freelancer who can develop portable USDT Flashing Software in main network (windows based, preferably windows 10), the requirements are mentioned below, 1) The software can perform flash of the USDT, as well as the flashed USDT should be transferable from/to unlimited wallets with blockchain confirmations is appreciated. since it is flash btc it must be visible in BTC wallet address for 365 days. There will be no transaction fee while sending from "flash s/w" to "btc wallet" as it will be no confirmations. There will be no limitation for daily transfer for usdt It can’t be tracked as fake transaction. should take normal time to send btc one wallet to another wallet in normal internet connection. 2) These usdt will d...

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    please check the downbelow pictures inside the pdf file . I need the potion bottle to look like the above, please. It doesn’t have to be completely accurate but must resemble the reference. Extreme detail is not required. Most importantly, the potion bottle must be created in MAYA and painted in Substance Painter. This project needs to be completed as soon as possible. Budget – 20 to 25 dollars Deadline – as soon as possible

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    I'm in need of a specialist for on-premise configuration of a small-scale data center. It's vital you have thorough experience in setting up servers, storage devices, and network devices due to the technical nature of this project. Ideal Skills: • Proven expertise in data center design and configuration • Solid knowledge of servers, storage devices, and network devices • In-depth understanding of small-scale, on-premise data centers Freelancer job description, data center configuration Given: • 10ft container - 2 racks , Each rack can be height 42U. And app 1100 mm deep • 20ft container – 4 racks, Each rack can be height 42U. And app 1100 mm deep We'd recommend a gigabit connection (can be shared between all servers at on...

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    I’m on the lookout for a professional designer who understands the need to enhance our existing brand image. Your job will be centered on designing a policy report, ready for public release. Your challenge is to deliver the final design in PDF format, ensuring that the design needs of our brand are met with apt precision. Proven experience in graphic design and a keen eye for details would be a great advantage for this role. Understanding of brand guidelines, how to translate them visually and ability to work within these parameters is vital. I look forward to hearing from you.

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    I'm looking for an IT freelancer with experience in infrastructure assessment, particularly in automation testing. Your primary task will be to evaluate our IT landscape and develop a comprehensive understanding of its network security, system performance, and data backup and recovery systems. Key Responsibilities: - Conduct thorough infrastructure assessment - Generate insights on potential vulnerabilities and performance bottlenecks - Suggest improvements and solutions for identified issues In addition, you are expected to automate testing of specific features in our application. This includes user authentication, data validation, and error handling. The ideal candidate should have: - Proficiency in IT infrastructure assessment - Experience with automation testing us...

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    After reviewing the features, code base, PDF and all I have estimated this: Already Done - > Upload aab file to Play Console and update required feature+links(account remove, data delete) -> 3 days 1.⁠ ⁠Chat and related fix - > 2 days 2.⁠ ⁠Category, Subcategory, Sub sub-category - > 2 days 3.⁠ ⁠update name fix and sub-category image fix - >1 day 4.⁠ ⁠demo file upload / YouTube video - > 3 days 5.⁠ ⁠The download link expires feature -> 2 days Total time: 10 days Total hours: 45 + Already done task 3 hours

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    I need an skilled draftsman to deliver a sketch of a party wall works detail. This sketch will be specifically focused on details for construction works near the property boundary. I JUST NEED A HAND SKETCH CONVERTED TO A .dwg. The deliverables will be to send a .dwg file and a .pdf with the drawing. 23-024-OMK-DR-S-103_G and 23-024-OMK-DR-S-104_E have elements that you can copy. The main sketch to draw up in CAD is attach and labelled as such. Ideal Skills and Experience: - Landscape architecture expertise - Proficiency in drafting technical drawings - Experience in incorporating specific elements into a design, such as construction near boundaries - Strong communication skills to accurately interpret and implement the brief. This project requires strong attention to ...

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    I am an established Amazon seller needing expert assistance for my FBA business. Specifically, I sell home and kitchen items, and am looking for a professional who can assist me in sourcing high-quality, profitable products in this category. Key responsibilities: - Product sourcing: Identifying profitable products for the...products for the home and kitchen category. - Market Research: Analyze trends, demand, and competition for potential products. - Product Listing: Help to create top-notch, SEO optimized and eye-catching product listings. Ideal Candidate: - Extensive experience in Amazon FBA. - Strong understanding of the home and kitchen marketplace. - Excellent product sourcing capabilities and a broad network of suppliers. - Deep understanding of Amazon SEO and product...

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    Market potential is the population that is interested in the products/services created or offered by an organization. In other words, market potential is the potential ability to make money from a company if it takes advantage of all the profits and everything goes according to its wishes. In this field, I have experience and I have ma...have experience and I have marketed many products and sold many of them because of my ability to communicate with consumers, and I can increase sales targeted by the company. Apart from this, I am able to help your company to market its products so that they are better known to consumers. widely, not only within the country, but can even market throughout the world with my extensive communication network and my clever use of social media as a market...

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    I'm seeking a skilled data scientist or machine learning engineer to help me with a project on fraud detection. Key Points: - The purpose of the project is to identify fraudulent activity in a social network. - The dataset will be provided in CSV format. Before applying Graph Neural Networks (GNN) for node classification, there are specific feature engineering tasks that need to be completed. Ideal Skills: - Strong background in machine learning, particularly with graph neural networks and node classification. - Experience with feature engineering specific to time-based data (e.g., Von Mises distribution). - Familiarity with fraud detection techniques and best practices in the field. I'm looking to have this project completed as soon as possible. Please o...

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    hello, I have a project from 5 parts and I maked the first,secode,and the third part ,i have to finish the 4th part for sunday , please see the specifications in the pdf and the first,second parts iwhich it done in the zip "rendu1-2" and the third part in the another zip "rendu3" task: rendu 4 deadline: this sunday 19 may budget: 30$ language: french,arabic

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    I need a technical sketch for one of our products to be documented in detail. This sketch should be in a digital format (PDF) and should cover dimensions and specifications. I am a brand owner who has designed a wooden children’s cot named a bedside crib. A bedside crib or co-sleeper is a baby cot where one side is open towards the side of the parent bed so that the parent can easily reach the baby at night. Our manufacturer has crafted an initial prototype based on his own technical sketches. We therefore have a sketch of all elements of the bed including dimensions and specifications. For our second sample, we would like to have the documentation ourselves incorporating adjustments for the first sample. We anticipate three rounds of iterations before the design is comple...

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    I'm in need of a professional translator to translate a document from English to French. The document is between 1000 and 5000 words and I would prefer the translation to be delivered in a PDF file. Ideal Skills: - Native French speaker or High Proficiency in French - Proven experience in translating documents - Attention to detail - Respect for confidentiality and legalities, especially if the document is of a sensitive nature It's important that the translation is accurate, maintains the meaning of the original document, and is delivered on time. Please provide details of your experience and expertise in your proposal.

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    pdf to word 6 days left

    I urgently require a meticulous freelancer who can execute data entry from both scanned handwritten pages and typed PDF documents to MS Word. The task involves a precise copy paste of multiple-choice questions. Great attention to detail is essential, as is proficiency in data entry and proofreading skills. A knack for reading and understanding basic handwriting from scanned documents is of utmost importance. Must-Have Skills: - Data Entry proficiency - Proficient in MS Word and PDF - Excellent reading and comprehension ability

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    I need a seasoned GNN specialist, highly skilled in machine learning and data analysis. The project requires support as domain expertise, rather than specific application to finance, healthcare or marketing. Key Responsibilities: - Act as a domain expert - Guide through broader concepts of GNN Ide...specialist, highly skilled in machine learning and data analysis. The project requires support as domain expertise, rather than specific application to finance, healthcare or marketing. Key Responsibilities: - Act as a domain expert - Guide through broader concepts of GNN Ideal skills and experience: - Proficient in Machine Learning - Strong Data Analysis abilities - Deep understanding of Graph Neural Networks - Prior experience acting as a domain expert within GNN projects would b...

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    I need a highly skilled R5RS developer to complete the attached tasks in the pdf by May 17 at 9 AM EST. All programs must be completed on DrRacket. Let me know if doing the proofs is not possible, but doing them would be a huge plus. Please ensure the code is fully functional and bug-free.

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    I am on the hunt for an ambitious, entry level Cybersecurity Analyst to secure the digital assets and ensure the integrity of the Windows systems utilized by SecureGuard Solutions. Key responsibilities include: - Monitoring network traffic continuously - Conducting vulnerability assessments regularly - Implementing robust security measures promptly The ideal candidate must demonstrate a solid understanding of Windows systems and an unwavering dedication to cybersecurity. This entry level position is a unique opportunity for the right individual to contribute to our enterprise's wider cybersecurity strategy by detecting and preventing threats before they materialize.

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    I'm in need of a professional translator to translate a document from English to French. The document is between 1000 and 5000 words and I would prefer the translation to be delivered in a PDF file. Ideal Skills: - Native French speaker or High Proficiency in French - Proven experience in translating documents - Attention to detail - Respect for confidentiality and legalities, especially if the document is of a sensitive nature It's important that the translation is accurate, maintains the meaning of the original document, and is delivered on time. Please provide details of your experience and expertise in your proposal.

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    ...- Photo editing and retouching: Some of the images I would like to use may need to be edited or retouched. - Graphic design and illustration: I need help with creating new designs and illustrations to be used in various projects. - Logo design and branding: Assistance with creating logo designs that fit the branding guidelines of my projects. Final designs should be delivered in JPEG, PNG, and PDF formats. It's important that the designs adhere to some key preferences and guidelines I have, including: - Specific colors and color schemes: There are certain color combinations that I would like to see in the designs. - Incorporating specific images or graphics: Some designs will have predefined images or graphics that need to be integrated seamlessly. - Following a specific st...

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    I'm in need of a professional presenter to help me with a minimalistic and modern logo presentation. This is a crucial aspect for my business and I'm keen on making an impression. I will provide a PDF of the logo, and it's expected that you will have to present it in front of stakeholders on Google Meet. Key Requirements: - Prior experience in presenting presentations with professionalism. - Proficiency in explaining design and editing tools to enhance the presentation technical mode. - Ability to understand and convey the essence of a logo effectively. - To make sure the attendants of meeting will accept the logo. If you're someone who can make a logo shine through a presentation and are adept at communicating a modern and minimalistic style to stakeholders, I...

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    We're looking for a skilled PHP developer to help us implement a feature that will allow digital signatures to be added to contracts and agreements. The ideal candidate will have: - Extensive experience with PHP - Pleasant knowledge in working with PDF file formats - A strong grasp on security in digital authentication methods The exact execution of the signing process is still being determined, so the developer should be open to adjustments and be able to offer their professional insight on this aspect. Your role will be crucial in making our agreements more accessible and verifiable, ensuring a smoother business operation.

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    As a developer, I need someone to assist me in uploading my custom-made Excel Add-in to the Microsoft App Store. This involves making the Add-in available in Microsoft Office Excel's Add-ins. Key responsibilities include: - Uploading the Add-in to the Microsoft App Store: The candidate is expected to have ...interface is crucial. This will aid in ensuring a smooth user experience with the Add-in once it is available in Excel. - Ability to work independently: The candidate should be able to work autonomously and take initiative in completing the task. This includes problem-solving and troubleshooting any issues that may arise during the process. It's worth noting that I do not have a Microsoft Partner Network (MPN) ID, so familiarity with the submission process as a non-M...

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    I am in need of an expert bu...thorough knowledge in procuring realistic digital art NFTs. The ideal candidate should have: - An understanding of realistic style illustrated NFTs - Key eye for recognizing potential in specific genres (please note your background, relevant experiences, and familiarity with genres in your proposal) - Proven record in purchasing NFTs, particularly illustrations - Strong negotiation skills and a wide network of connections within the industry While experience is important, a keen eye for quality and the ability to recognize and source potential talent is equally important. Please provide previous examples of your work if possible. This is a great opportunity for an experienced buyer, who is passionate about realist digital art and up-to-date with mark...

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    I require a skilled professional who can convert a PDF document into Word. The purpose for this conversion is repurposing the content and the PDF in question contains complex layouts with text and images. While I didn't specify the importance of conversion accuracy, it is always preferred to maintain high quality work. Skills and Experience: -Expertise in Adobe Acrobat and Microsoft Word -In-depth understanding of complex layout designs -Attention to detail to ensure accurate conversions

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    I need a seamless conversion from a PDF to a Word document that will allow me to edit the text. The PDF contains simple text, with no images or complex formatting. Key Requirements: - The main goal is to have a Word document that maintains the text's structure and is fully editable. Skills and Experience: - Proficient in PDF to Word conversion. - Excellent attention to detail to ensure accuracy in the text transfer. - Familiarity with basic Word processing and formatting.

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    pdf to word 6 days left

    I urgently require a meticulous freelancer who can execute data entry from both scanned handwritten pages and typed PDF documents to MS Word. The task involves a precise copy paste of multiple-choice questions. Great attention to detail is essential, as is proficiency in data entry and proofreading skills. A knack for reading and understanding basic handwriting from scanned documents is of utmost importance. Must-Have Skills: - Data Entry proficiency - Proficient in MS Word and PDF - Excellent reading and comprehension ability

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    I'm aiming to list my company on the ASX and require an experienced professional to help with this complex process. Key Responsibilities: - Develop a comprehensive 30+ page business plan - Liaise and negotiate with professional accountants, lawyers, and stock brokers - ...comprehensive 30+ page business plan - Liaise and negotiate with professional accountants, lawyers, and stock brokers - Manage negotiations around the listing fees Ideal Skills & Experience: - Proven track record of successfully facilitating ASX listings - Proficient in business plan development, preferably within the ASX framework - Strong negotiation skills - Extensive professional network within the finance and legal sectors relevant to ASX listings Budget: - The budget for this proje...

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    Thai native wanted -- 2 6 days left
    VERIFIED

    Need to translate one pdf file into English

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    I'm in need of an expert in Machine Learning who can successfully build a Language Model for me. Train this LLM on data tha...Model for me. Train this LLM on data that I'll provide. The key specifics about the project involve: - Data Handling: My data currently lies in PDF format. Therefore, you need to be proficient in working with PDF data and possibly transforming it for the training process. - Database Knowledge: The data is stored in a MySQL database. You must have experience working with MySQL databases and effectively extracting data from them. - Document Types: This project solely revolves around PDF documents. I require somebody with a proven track record of handling and working with PDF data. Skills required: Machine Learning, MySQL, know...

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    I'm in need of a sk...enthusiastic sales manager to help propel my herbal company's skincare and haircare products in the market. Key Responsibilities: - Your primary role will be to sell our products through our online store and direct selling/network marketing channels. - You should have a strong passion for the beauty industry and be well-versed in skincare and haircare to effectively pitch and sell our herbal products. Ideal Skills and Experience: - Proven experience in product sales, particularly within skincare and haircare. - Excellent understanding of online sales and direct selling/network marketing strategies. - Strong communication and negotiation skills. Target Market: - The products are designed for both men and women, so the ability to cater to a di...

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    I'm looking for a professional typist to transcribe a lengthy handwritten history into a PDF file. The document exceeds 50 pages, so attention to detail and a high level of accuracy is crucial. Key Requirements: - Proficiency in typing long documents - Excellent grasp of English language - Previous experience with transcribing historical documents will be a plus Deliverables: - A PDF file of the entire typed history Please make sure to include any relevant experience or samples of similar work in your bid. The ideal candidate is someone who can maintain the original tone and style of the document while ensuring it is legible and error-free.

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    I need an expert in cyber security for a project. The specifics of the project include: - Assessing and identifying vulnerabilities in our network, data, and applications - Developing a comprehensive security strategy - Implementing and managing security measures The primary goal of this project is to ensure that our systems are secure and to prevent data breaches. The ideal candidate should have a deep understanding of various areas within cyber security, possess experience with security strategy development, and be proficient in system implementation and management.

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    I need a freelancer able to work effectively on PDF copy typing. The task would additionally require incorporating moderately complex tables and charts from the PDF into the typed document. Specific tasks include: - Copy typing from the PDF document - Inserting moderately complex tables and charts Ideal skills for this job: - Proficiency in PDF editing tools - Strong skills in data representation - Attention to detail Please provide examples of past work that involved similar tasks.

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    I'm in need of expert assistance to establish my own SOCKS-based proxy servers, the main focus of which are to boost my network performance. Having an advanced understanding of proxy setup, I anticipate a seamless and efficient collaboration. Key Project elements: - Implementation of SOCKS protocol - Optimization for improved network performance Ideal candidates should possess: - Proficiency in setting up SOCKS-based proxy servers - Track record in network performance optimization - Ability to collaboratively work with advanced-level tech clients.

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    ...and optimize my server's performance. I have a NodeJs app hosted on EC2 / Ubuntu server, it is working fine but sometime I see the sudden increase in Network in (bytes), Network out (bytes), CPU utilization (%), And memory. So my CPU goes from 2% to more then >60% Memory goes from 10% to more then >70% which triggered my server hang and then I will have to reboot my server to fix that issue. Since I am just alunching my web app, hence I dont have any traffic yet, hence I want to identify how my server resources utilization got increased. I need a person who can check and fix it, I am not really sure what is triggering this, and this Network in (bytes) increases for less then a minute. Since this is the production environment, hence in the beginnign I c...

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    As a business owner, I need a meticulous and efficient individual who can extract image data from a series of PDF files. Key responsibilities: • Accurately extract image data from between 10 and 50 PDF files. • Ensure all extracted data is correctly logged and formatted. Ideal candidate: • Previous experience in data entry, particularly in handling image data. • Proven ability to work with PDF files. • Detail-oriented with high level accuracy. • Able to handle high volumes of data within a short period.

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    I'm looking for professional help to automate the process of uploading invoices to Amazon through the Selling Partner API. This will enhance our ...system. A key feature needed is an ability to extract from the invoice filename data points such as marketplace id, order id, and invoice number. Ideally, the freelancer should have significant experience with Amazon APIs and ERP systems. Your deliverables should provide a seamless, error-free integration process which significantly reduces manual efforts. The invoices are already on the server as PDF file. I got the first step of the workflow to get an document id, but i can not upload the invoice to the given url. I only need the step 2 with upload an invoice to the given url or if neccessary the complete workflow. Should be pr...

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    I have a one-time project that involves converting a PDF file with tables into an Excel spreadsheet. The main purpose of this conversion is to extract specific information from the tables. Key Requirements: - Convert a PDF file containing tables into an Excel spreadsheet - Extract specific information from the tables Ideal Skills and Experience: - Proficiency in Python - Experience with PDF to Excel conversion - Ability to extract information from tables If you have the skills and experience I'm looking for, please submit your proposal.

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    I need a PDF file converted to a Word document while preserving the formatting. - The PDF contains text only, meaning there are no images or complex graphical elements that need to be extracted or recreated. - I'm looking for a freelancer who can ensure that the converted Word file maintains the same text layout, spacing, alignment, and font as the original PDF. - There is no need for any specific formatting in the Word document, but it's important that the overall look and feel of the text is consistent. The ideal candidate for this project would have: - Proficiency in document formatting and conversion - Strong attention to detail to ensure that the text is accurately transcribed - Experience with PDF to Word conversions, particularly in maintainin...

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