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    2,000 how to find accuracy of random forest in python jobs found, pricing in SGD

    I'm looking for a meticulous data entry freelancer to assist with inputting numeric data. The data is sourced from physical documents and needs to be accurately recorded into an Excel spreadsheet. Key requirements: - Proficiency in data entry, particularly with numeric data - Experience with handling physical documents and converting their content to digital format - Excellent attention to detail to ensure accurate data entry - Proficiency with Excel for data manipulation and management The successful candidate will play a crucial role in transforming paper-based information into a digital, organized format. This work requires accuracy and a methodical approach.

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    UDP/IP NETWORK PYTHON EXPERT 6 days left
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    .The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.

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    Python Project 9 days left

    Hi Miloud S., I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    I am looking for a proficient web development expert to help build a modern, minimalist website focused on home purchasing. Key Features: - Advanced search filters based on location, size, and price to help potential buyers find exactly what they require. - A registration module for both real estate agencies and potential buyers. - A chat system to facilitate immediate communication between all parties involved. Ideal Skills and Experience: - Experience in web development and UI/UX design - Familiarity with real estate platforms or marketplaces would be beneficial. - Ability to develop website in Spanish. In a nutshell, I need a user-friendly website that excels in function and form while catering to the very specifi...

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    I'm in need of a talented graphic designer who can create a modern and minimalist logo for my brand "Valentius Kryptix". The primary use of this logo will be for brand recognition, hence it needs to be unique, memorable and easily identifiable. It should represent my brand and its values in a sleek and contemporary way. It MUST include/highlight the letters V & K. Key Requirements: - Modern and minimalist design style - Ability to craft a sleek and unique logo - Understanding of brand recognition principles - All file formats including CDR file The logo will be used across multiple channels like my website, social media, business cards, flyers and even merchandise such as apparel and mugs. Therefore, the design should be...

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    I'm in need of a full-time, mid-level software developer to join our e-commerce company. You should be proficient in Python, Java, and PHP. Your primary responsibilities will include: - Coding and programming: Developing robust, scalable software solutions for our e-commerce platform. - Database management: Ensuring the efficient operation of our databases and managing related processes. - Bug fixing and troubleshooting: Identifying and addressing software issues to maximize performance. Your experience should ideally span 2-5 years, giving you a good understanding of the nuances of software development. In addition to your technical prowess, you should be able to work efficiently within a team and ...

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    As a client, I'm in need of a gifted freelancer who will design an AI chatbot that works hand-in-hand with Google Assistant. This chatbot will be programmed to carry out multiple tasks: - Answer typical queries - Offer relevant advice - Schedule meetings - Perform any function that is currently possible for it to do verbally The AI chatbot should be compatible with Slack and eventually extend to all phone applications. The chatbot should integrate with a database. We could explore other data integration requirements during our discussions. Ideal applicants are those familiar with AI chatbot programming, Google Assistant integration, and broad-reaching app compatibility. Database integration knowledge is essential, with bonus points for th...

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    I am in need of a skilled Machine Learning Developer who can help me build a causal model. I have a specific dataset that I would like to use for building the model. This dataset is of moderate complexity, featuring multiple variables. The primary goal of the model will be to understand the relationships between these variables. Key Responsibilities: - Utilize the provided dataset to develop a causal model - Ensure that the model is capable of effectively illustrating relationships between variables - Optimize the model for performance Ideal Candidate: - Proficient in Machine Learning and Python - Experience with building causal models - must have worked on techniques like robust synthetic control, dowhy, econml, tr...

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    ...Data Retrieval from Websites Using CRM and CID Numbers Description: We are looking for an experienced developer to automate the process of retrieving data from specific websites using CRM and CID numbers. The goal is to develop a script or tool that will: Look up Doctor's Specialization: Use CRM numbers to search on the website: CFM Doctors Search Extract doctor's information including their specialization. Look up Disease Descriptions: Use CID numbers to search on the website: MedicinaNet CID10 Search Extract the disease description. Deliverables: ( ) A script or tool that can take a list of CRM and CID numbers as input. Automate the search process on the specified websites. Extract the required data

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    I'm looking for an expert in numerical analysis who can help me with a range of tasks. Here's what the job involves: - Solving Linear Equations - Interpolation - Integration While I haven't specified a programming language in the options, I'm currently working on this project by hand. If you're proficient in Python, MATLAB, or C++, your insight into these languages might be helpful. The project is urgent and needs to be completed ASAP. If you're skilled in numerical analysis and can deliver quality work under tight deadlines, I'd love to hear from you.

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    I'm in need of a skilled freelancer who can assist me in collecting contact information for recruitment companies specifically operating in Saudi Arabia. Those companies are NOT necessarily based inside Saudi Arabia, could be based anywhere in the world, but they recruit for companies/entities inside Saudi Arabia. Please note that I do not need recruitment people in certain sectors such as Oil, Gas, IT, Engineering, Aviation, Procurement, Transportation, Architecture and Finance. Everyone else is yes needed. Key Requirement: You will need to find the contact name, position, email and LinkedIn account for each and every recruitment/HR/Headhunting person within each company. This could be anywhere between 10 to 30 people p...

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    Chrome Extension modify -- 2 6 days left
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    I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be able to receive and process the values extracted by the extension. Iam using a multiple AWS windows instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to ...

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    Chrome Extension modify 6 days left
    VERIFIED

    I'm looking for a developer to create a Chrome extension that will communicate with a server. The extension should be able to: - Extract the first value from the first document that is loaded - Select the second value from the second document that is loaded The communication between the Chrome extension and the server should be seamless and efficient. The server should be able to receive and process the values extracted by the extension. Iam using a multiple AWS windows instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to ...

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    I am in need of a Python developer with expertise in hardware oriented programming to add some additional functionality to an already written script of mine. The existing functions also need to be double-checked for correctness. Key requirements include: - Modify the existing Python script to incorporate the additional features required - Review the current script and ascertain that all existing functions are properly written and functioning as they should - Build a Debian OS image for COM (Computer-On-Module) installation that can be used to implement the updated python script seamlessly. Success in this role will require: - Proven experience with Python, specifically in writing an...

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    ...Role: Senior Business Analyst Job Location: Remote Experience: 4 + Years as Business Analyst – VBA , Advance Excel 3+ years of experience is required in creating dashboards in Manufacturing, Banking, Retail Industry. Working Hour: 3 hour per day (per day) Salary: 150 – 300 INR Per Hour Job Responsibilities : • Understanding Company requirements. • Understanding, consolidating and analyzing data from spreadsheets. • Creating dashboards, reports and charts in Analytics tools. • Working on financial and other types of modeling projects. • Having knowledge Dashboard Creation, Mainframe automation through VBA. • Good Technical knowledge of VBAs, Macro, MS Office skills to drive automation opportunities...

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    I'm in need of a seasoned AI developer to assist with a project that involves a variety of AI tasks. The ideal candidate should be proficient in Python and Java, with a solid understanding and experience in the following areas: - Natural Language Processing - Machine Learning - Computer Vision The project will involve a mix of training machine learning models and using pre-trained models. The output of the project will be a functional AI system that integrates these three areas seamlessly. Ideal candidates will have a deep comprehension of AI-related algorithms, excellent problem-solving skills, and an ability to work both independently and as part of a team.

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    I have a Python notebook containing well-structured code that effectively translates a sample of a large dataset from English to Arabic. However, the current code cannot handle the entire dataset due to its size. using : model_name = 'Helsinki-NLP/opus-mt-en-ar' Tasks: - Modify the existing Python code in the provided notebook to translate the entire dataset from English to Arabic. - Ensure the translated data is saved in two formats: Comma-Separated Values (CSV), and Apache Parquet (.parquet) - Provide the CSV and parquet files after saving (most run and give results)

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    Hello, We are seeking an experienced Python developer to help maintain and enhance our Telegram bot. Your responsibilities will include fixing bugs and adding new services as requested. The bot is already fully developed, so you will be notified of any new features we want to implement or bugs that need fixing. We are looking for someone with extensive experience in hosting environments, including virtual private servers, cPanels, domains, etc. Experience with Telegram bots and the Telegram API key is also required. If you believe you are a good fit for this role, please let us know. Our services are sold via cryptocurrency through the company "Cryptomus," using their API key. Additionally, experience with "SolusVM" is required, as ...

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    Money and all it takes to make it in easy steps even a 14 y/o can deal with

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    I'm seeking an expert in Autodesk Fusion 360 to create a 3D architectural visualization of a residential building. Key expectations include: - Developing the basic geometry and layout. - Accurately capturing architectural specifics. Ideal candidates should have: - Proficient skills in 3D modeling with Fusion 360. - Prior experience in architectural visualizations, particularly residential. - Ability to interpret and implement basic architectural layout. - Attention to detail and accuracy in the modeling process. Please note, no furniture, fixtures, textures or material details are required for this project.

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    Job Title: Dating App Specialist Responsibilities: Matchmaking: Curate high-quality matches within our dating app based on user preferences. Profile Evaluation: Ensure profile accuracy and identify potential matches. Engagement: Facilitate connections and encourage interaction between users. Social Media Integration: Funnel matched users to our Instagram platform. Data Analysis: Use analytics to optimize matchmaking and engagement strategies. User Feedback: Gather and communicate user insights for product improvement.

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    I am in search of a proficient individual in crafting an impressive resume for a Senior-level AI Lead position I aim to apply for. Key requirements: - Knowledge and understanding of the AI industry, especially machine learning - An understanding of the programming languages utilized in AI, specifically Python Ideal skills and experience: - Previous experience developing resumes for Senior-level roles in tech industries. - Proficiency in Python, ideally within the context of AI and machine learning - An understanding of the relevance and applicability of various programming languages and machine learning in the AI field could be a great advantage in writing this resume. Ove...

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    I'm in need of converting a short story of roughly 180 words into Universal Networking Language (UNL). This conversion is for linguistic research purposes. You'd ideally also provide a recommendation on how to use UNLarium, or any other websits, to verify the accuracy of the UNL rendition. Suitable freelancers would have: - Intermediate fluency in UNL - Familiarity with UNLarium and UNL system - Proven accuracy in their work Please note the quality of the conversion is important for my project. I'm looking forward to fruitful collaborations!

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    I'm seeking an experienced Python freelancer to implement RLlib's PPO for a custom multi-agent environment, where agents act independently. Your tasks will be: - Solving the issue with the learning process. Despite configuring the simplest setting with just one agent, the model fails to find the optimal action. Additionally, the model seems unable to distinguish between the optimal actions for agents with the same action space but different endowments. Ideal skills include proficiency in Python, familiarity with RLlib's PPO algorithm, and previous work dealing with agent-based environments. Experience in crafting efficient reward functions is a plus.

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    I'm looking to have a custom aimbot script made for a game that was released in 2004. This game has no anti-cheat, making the development process seemingly straight-forward for someone with experience in coding Gunbound scripts. The aim of this project is to create a basic aimbot script. I'm open to programming language suggestions, as long as it's optimal for the task at hand. I'm not interested in additional features at this stage, just a simple script to enhance aiming in the game. Ideal Skills: - Proficiency in coding custom aimbot scripts - Experience in Gunbound or similar game - Proficient in C++, Python, or AutoHotkey (preferred, but not mandatory) - Strong understandin...

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    ...CEARFLY BEFORE APPLING !! I am looking for a talented graphic designer to create 5 graphic designs for my website, which provides services for students and researchers. The graphics will help visually represent our main message and core services. ---The first image represent the following text (the main text in home page): - Transform Your Study Experience: Engage with your study materials like never before. Simplify content, create custom presentations, generate tests, and get expert writing support—all in one place. ===The other 4 designs represent the following 4 services: 1 - Interact with your study materials: Engage in interactive conversations with your study materials. Ask question, get simplified summaries and find relevant points w...

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    Need a native Croatian translator who can translate from Croatian to English manually and accuracy. Please bid only native bidders. No agencies or firm. Total: 7 pages (100 words max per page) Budget: Depend on the quality Deadline: Asap

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    I'm looking for a Python developer who can help me debug my code. The project involves: - Debugging logic errors: The Python code has some underlying logic errors that are causing the program to behave unexpectedly. I need someone who can identify the root cause of these issues and provide solutions. The ideal candidate should have: - Proficiency in Python: You should be well-versed in Python programming, with a strong understanding of Python syntax. - Experience with debugging: Previous experience in debugging Python code, particularly with logic errors, would be advantageous. - Problem-solving skills: You should be able to think critically and logically to identify the issues in...

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    ...skilled freelancer to create a series of short ebooks/scripts about artificial intelligence. Below are the project details: Content Scope: The series should consist of 15 scripts, covering topics from Beginner to Medium levels. We make no books for AI-experts. Pages: 15-25 per script You can use ChatGPT for this Writing Guidelines: You can utilize ChatGPT or similar AI tools to assist in writing the content. Ensure all content is original and not copied from other books to comply with copyright laws. Write in a conversational style, as the scripts will be converted into audiobooks. Free visual graphics are welcome but not mandatory. If you use images, ensure they are properly licensed and provide the license information below the i...

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    I'm in need of a greatly skilled mural artist to inject life into a petite space through creative forest artistry on a wall. Think a peaceful forest encapsulating the breath-taking elements of nature - mature, leafy trees, playful animals and a picturesque waterfall. These elements aren't mere adornments, but integral parts of an oasis that doubles as a meditation zone, reading nook, and an alfresco dining area. A candidate with a proven track record in painting natural landscapes on indoor spaces is most desired. Ability to create designs that visually expand small spaces would be a valuable asset.

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    I'm looking for an experienced data entry specialist who can efficiently and accurately convert English handwritten documents into digital text format. Key Requirements: - Data Entry Skills: Proficient in entering handwritten English text with a high level of accuracy. - Language Proficiency: Fluent in English for understanding and translating handwritten content. - Patience and Attention to Detail: Meticulous and careful when transcribing the text to prevent errors. It's important that the freelancer has a good quality keyboard, as well as a quiet work space to avoid any errors in transcription.

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    use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acceptance: I can run your code on my computer ; all code work on my computer when I run it by myself You have 2 days you provide code to simulate input data (both code versions: python and sql)-> transactions data *****you provide SQL code to calculate per day summary for each day for each product for each store for 3 years SIMULATION data for 3 years 100 products 20 stores 5 USA states random dates and prices promotion for 30 promotions per year , each promotion happen for 7 to 15 products, for example promotion at may 10, 2023 happen for product ids: 34, 65, 12, 78, 5, 23, 41. When 34 for 20%; 65 for 30%; 12 for 40%; 78 for 10%; 5 for 15%; 23 f...

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    ...is proficient in setting up Zoho Inventory. The system should accurately reflect the inventory I have and allow for easy tracking and management. - Brand Segregation: The primary focus of this project is to segregate the inventory based on brands. This means I need to be able to easily identify different brands and their respective inventory. - Keeping track of inventory Going in and out. Ideal Experience and Skills: - Zoho Inventory Proficiency: The freelancer should have prior experience in setting up and configuring Zoho Inventory. - Inventory Management: A background in inventory management or similar projects would be advantageous. - Prompt Delivery: Demonstrated ability to deliver projects under tight deadlines...

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    App Sales Expert Needed 6 days left
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    I'm seeking a seasoned professional who can help me sell my productivity app on platforms like Flippa. My primary goal is to find a passionate buyer who can truly appreciate the value of my product. Key Requirements: - Proven track record in selling apps or digital products - Familiarity with Flippa and other similar platforms - Experience in targeting and attracting the right audience for a digital product - Knowledge of the productivity app market Your responsibilities will include but not limited to: - Developing a solid sales strategy - Crafting compelling product descriptions - Managing communications and negotiations with potential buyers - Ensuring a smooth and secure transaction The ideal candidate should be a strategic thin...

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    I am in search of a reliable and experienced administrative support specialist who can assist me with data entry and scheduling/appointment management. Key Responsibilities: - Help with data entry tasks on a weekly basis. The volume is estimated to be less than 50 entries, so efficiency and accuracy are crucial. - Manage my schedule and appointments effectively using Google Calendar and Microsoft Outlook. You'll need to coordinate with me to ensure everything runs smoothly. Ideal Skills and Experience: - Proficient in data entry and scheduling management. - Prior experience with Google Calendar and Microsoft Outlook. - Organized, detail-oriented, and able to work independently. - Good communication skills and the ability to...

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    ...copywriter to transcribe a storybook into a Word document. The job involves typing out the entire content of a storybook into a digital format. The storybook is approximately 100 pages long and contains a mix of text and illustrations. Responsibilities: - Type out the entire content of the storybook into a Word document. - Ensure accurate transcription of text, including proper formatting and punctuation. - Maintain consistency with the original text and illustrations. - Complete the task within the specified deadline of 1 day. Requirements: - Proficiency in English language and grammar. - Excellent typing speed and accuracy. - Experience in copywriting or transcription preferred. - Attention to detail and ability ...

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    AD Meta data capture 6 days left
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    Active Directory Expert to create a Python script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, AD RMS (Rights management Services) group policy GPO etc. and export to a MS Excel File. More information attached.

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    I'm looking for a machine learning expert to create a sentiment classification model for customer reviews. The main objective of this project is to classify customer reviews into one of three categories: Positive, Negative, or Neutral. The sentiment classification model should be able to accurately and reliably analyze the sentiment of a given customer review. Key requirements include: - Data Source: The data to be analyzed will be sourced exclusively from customer reviews. - Sentiment Detail: The model should identify and categorize the sentiment of reviews into Positive, Negative, or Neutral. Ideally, you should have: - Proven experience in machine learning, particularly in sentiment analysis - A strong unders...

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    ...developer to create a Windows-based low level keyboard emulator primarily for gaming purposes. Key Requirements: - OS Compatibility: The emulator should work on Windows systems only. - Emulation Focus: The main target of this project is to mimic keyboard inputs for gaming applications. Ideal Skills and Experience: - Proficient in Windows application development. - Knowledge in gaming input emulation. - Strong understanding of keyboard input simulation. - Experienced in backend applications. This is a unique project that requires a developer with a good understanding of both Windows systems and gaming input. A passion for gaming would be an advantage in understanding the user requirements. "Note: There is a firewall...

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    I'm in need of a professional who can seamlessly transfer all product data from my WooCommerce store to Shopify. The ideal candidate should have experience and expertise in handling such data migrations and must be able to ensure: - Product Titles, Descriptions, and Prices: It's crucial that all product information is accurately transferred to Shopify, ensuring consistency and accuracy. - Product Images and Stock Levels: Images play a key role in attracting customers and stock levels need to be correctly maintained for each product. - Categories, Tags, and SEO Data: Proper categorization and tagging are essential for a smooth shopping experience. Also, SEO data should be transferred to ensure my products main...

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    Data Entry Virtual Assistant 6 days left
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    I'm looking for a dedicated virtual assistant to assist me with simple data entry tasks. The data will be provided in handwritten notes. Ideal Skills and Experience: - Proficiency in data entry - Ability to handle simple copy-pasting tasks - Experience with handwritten notes data entry is a plus - Attention to detail and accuracy - Excellent time management skills - Familiarity with tools like Excel or Google Sheets for organizing the data Please note that while the tasks are straightforward, attention to detail is crucial. I'm looking for someone who can deliver accurate and timely results.

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    I'm in need of an all-round developer who has strong experience in both Python and PHP, specifically for the creation of an e-commerce website. The desired professional should be well-versed in crafting custom web solutions as well as knowledgeable in leveraging the WordPress CMS beneficially. Skills and Experience Required: - Demonstrated expertise in Python and PHP web development. - Proven experience in developing successful e-commerce websites. - Proficiency with WordPress CMS. - Understanding of e-commerce website security essentials. - Articulate in communicating project progress and potential hurdles. Freelancers who can showcase previous work on similar projects will be given priority. I l...

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    Exciting opportunity to convert ten non-fiction books into audiobooks for Amazon! Ultimately, we aim to provide our audience with high-quality, engaging and easy-to-understand audio content that aligns with our written works. **Requirements** - Experience in audiobook production or similar projects - Expertise in AI-based text-to-speech systems, ideally Revoicer or similar quality - Ability to produce a neutral English accent for wide accessibility **About the Books** These are non-fiction books and require clear, concise, and professional narration. Accuracy and maintaining the tone of the original text is essential. **Scope of the Project** The successful applicant will fully produce ten complete audiob...

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    ...engineer or data scientist to create an automaton for recognising handwritten digits specifically within mathematical problems. Responsibilities: - Develop a machine learning algorithm capable of recognising handwritten digits - The primary focus will be on mathematical problems - Ensure accuracy and adaptability to various handwriting styles - Configure the algorithm to output recognized digits as digital numbers Ideal skills & experience: - Proficiency in machine learning algorithms and principles - Extensive experience with handwriting recognition software - Demonstrate capabilities in Python, TensorFlow or similar platforms - Have a deep understanding of Optical Character Recognition (OCR) - Familiarity with math...

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    use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acceptance: I can run your code on my computer ; all code work on my computer when I run it by myself You have 2 days *****you provide code to simulate input data -> transactions data *****you provide SQL code to calculate per day summary for each day for each product for each store for 3 years SIMULATION data for 3 years 100 products 20 stores 5 USA states randomly 30 to 170 transactions per day for given product for usual price randomly 200 to 600 transactions per day for given product for promotion random dates and prices promotion for 30 promotions per year , each promotion happen for 7 to 15 products, for example promotion at may 10, 20...

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    I need an expert in Python for maintenance tasks on some existing code. Key Tasks: - **Bug Fixing:** This code has some bugs that need to be identified and fixed to ensure its proper functioning. - **Code Optimization:** Your expertise is crucial to streamline and optimize the performance of the existing code. Ideal Candidate: - Proficient in Python - Experienced in code maintenance - Skilled in bug fixing and code optimization.

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    I'm in need of a professional who can convert both scanned documents and photos into simple data in Excel format (language is not in English workable when one can use translate and understand the few terms that are there). The ideal candidate will have the following skills and experience: - Proficient with MS office - Expert in handling MS Excel - Ability to follow a specific Excel template provided - Attention to detail to ensure accurate data entry ***The task is very simple and just requires attention to detail. I need mainly 4 Data Rows: 1. Date 2. Payor/Payee 3. Amount 4. Short Description of Transaction (if given in the doc) Please message me to talk about the project and the realistic bi...

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    I'm searching for an experienced Python developer to handle data collection and processing in the financial sector. Your tasks will consist of two core elements: - Data Collection: Obtaining data from diverse financial sources, including stock market data, cryptocurrency data, and financial news data. - Data Processing: Once collected, you'll perform various calculations and analyses, including statistical analysis, trend analysis, and calculations with a focus on historical data. Familiarity with these tasks and the financial sector is crucial to delivering the results needed. Your expertise in Python and financial data processing will contribute significantly to the project's success.

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    I have a prompt to 3D generation source code written in Python. Unfortunately, the current code is riddled with bugs, specifically syntax errors, runtime errors, and logic errors. I'm in need of a Python expert who can help me debug and fix these issues. Key responsibilities: - Execute a thorough debugging process to locate and correct syntax, runtime, and logic errors. - Ensure the model is running efficiently and effectively. Ideal skills and experience for this job: - Proficiency in Python with a focus on debugging. - Prior experience working with 3D models is a plus. - Good understanding of software development and bug fixing processes.

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    I need someone to convert my current trading bot that was written in Node.js into Python, specifically version 3.10. The bot, which uses Puppeteer for browser automation on the Quotex platform, needs to be programmed to use Selenium in the Python version. Key features to incorporate into the new Python bot include: - Real-time data monitoring - Regular trading automation - Custom trading strategies Freelancers should have an extensive understanding of Python and Selenium, along with experience in trading automation. The end goal is to have a Python version of the trading bot that works flawlessly round the clock without any hitches, preserving all the functional features of th...

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