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    2,000 deploy machine learning model to production python jobs found, pricing in AUD

    I'm looking for a...and Justification, Data Selection, data cleaning, Multivariate Analysis, Normalisation, Weighting and Aggregation, Link to Other Indicators, Visualisation of Results, and Version Control. Skills/experience required: - Proficiency in data analysis techniques - Experience with data cleaning and normalization - Strong knowledge of multivariate analysis - Ability to create visual representations of data - Experience in version control of analytical work The specific data you'll be working with is open to your choice. Your expertise in selecting, cleaning, and analyzing the data will play a key role in the successful completion of this project. Needed strong knowledge of python and use of GitHub and virtual studio. Selected candidate w...

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    IT Training Blog Developer 6 days left
    VERIFIED

    ...construct an e-learning blog portal that specializes in online IT training courses. This site will primarily focus on providing network security courses, catering to a diverse user base. Thus, preference will be given to candidates with an understanding of tech-related content, or conversely, a willingness to become attuned to the nuances of the end-user's requirements. Key Features Needed: - Subscription functionality: Enable users to subscribe to and pay for our services. - Post sharing: Let users share our courses on various social platforms. - Q&A: Allow questions and answers from the community for each lesson. - Partial content view: People should be able to see a small portion of each lesson/blog and be shown a pa...

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    I require a freelancer with experience in video editing and production to create a promo video from my kid's birthday pictures and video. The ideal candidate would have a mastery in creating engaging music videos to encapsulate the joy of the occasion. - Length: The final product should be 1-3 minutes long, making it perfect for social media sharing and keeping friends and family engaged. - Style: I prefer a music video style, as I believe these videos are engaging and lively. - Music: I don't have specific songs in mind. Therefore, I trust the freelancer would incorporate kid-friendly music that enhances the tone of the video. The perfect freelancer for this project needs to have prior experience producing promotional and event videos, specifically...

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    ...States. My primary goal is the B2B segment: reaching out to e-commerce sellers with stores in American online markets and establishing a strong network of dealers. My sales model involves supplying wholesale products to store owners I find through advertisements. Among the advantages I offer are the opportunity to have exclusive sales rights for certain products of a brand and early entry advantages. The critical point is to manage advertising correctly by accurately identifying the target audience on Facebook and Instagram. I aim to advertise to three different audiences: Turkish store owners on online marketplaces (Amazon, Ebay, Walmart) American store owners on online marketplaces (Amazon, Ebay, Walmart) Individuals providing servic...

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    ...worked incredibly hard for over a year to bring you a top-notch learning program with Freelancer.com that was never revealed before… It's not just about teaching you everything I know and sharing my journey to the #1 amongst 70 million people; it's also about connecting you with a great community.. Once you complete the program and pass the test, you'll earn an exclusive badge that very few people get.. But.. Also, you get all of the following INCLUDED with NO HIDDEN COST in a YEARLY price of 129 USD: ➡️ Be among the elite few to earn the new IFC badge on your profile so that you can stand out! (Upon successful completion of the test) - Priceless! ➡️ Unlock hours of groundbreaking video content I’ve been working on for months ...

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    I'm looking to develop a highly functional AI chatbot for my website. This chatbot should be able to do the following: - Generate a set of questions real time (Not predefined FAQ's but real time based on topic provided) and records answers in real-time during a video call. - Be able to analyze face expressions/body language for confidence/conviction/nervousness etc. - Past meeting analyze the recorded answers and correlate them with body language This will NOT a typical chatbot in which questions and answers are pre-defined. I estimate that during the video calls, the chatbot will need to generate between 10-12 questions. Ideal skills for this project include: - Proficiency in Artificial Intelligence and Deep Learning - Experience in dev...

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    I'm looking for a professional video editor to create an engaging Marvel-style video, with character animations (can be stills, with voiceovers) and dynamic text overlays (not a necessity, perhaps just comic book-style quotes). The video should be between about 3 minutes long. Key Requirements: - Video Duration: The video should be about 3 minutes long. Video Elements: - Character animations: I'm looking for unique and engaging animations for the characters in the video. The animations should have a Marvel-style feel, showcasing the characters' superpowers and abilities. - Dynamic text overlays: The video should include dynamic text overlays that help narrate the storyline and enhance viewer engagement. Storyline: - The main theme of the video is a team of superher...

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    I'm looking for a professional video editor to create an engaging Marvel-style video, with character animations (can be stills, with voiceovers) and dynamic text overlays (not a necessity, perhaps just comic book-style quotes). The video should be between about 3 minutes long. Key Requirements: - Video Duration: The video should be about 3 minutes long. Video Elements: - Character animations: I'm looking for unique and engaging animations for the characters in the video. The animations should have a Marvel-style feel, showcasing the characters' superpowers and abilities. - Dynamic text overlays: The video should include dynamic text overlays that help narrate the storyline and enhance viewer engagement. Storyline: - The main theme of the video is a team o...

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    I'm in need of a video editor to handle the post-production of my YouTube videos. The ideal candidate will be able to bring the creative and artistic touch I'm looking for to my content. Key Responsibilities: - Edit 5-10 minute videos based on scripts and voiceovers provided. - Incorporate animations and transitions to enhance visual appeal. - Add text overlays and captions to aid viewer understanding. I'm looking for someone who is not just proficient with video editing software, but also has a good eye for creative detail and has experience specifically with YouTube content. The ability to bring scripts to life with engaging visuals is a key requirement. Key Skills: - Proficiency with video editing software. -...

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    ...designs. The project involves creating an illustration to promote my new course. I need you to create something almost identical to the illustration design attached, except: 1. Without the stripe notification/boxes in the back of it 2. Changing "Low ticket starter kit" to "The Newsletter Machine" and below it replace the start selling... part with "Turn your brand's email list into your #1 marketing channel in just a few hours" 3. Changing the left box copy to just say "The 4 Honeypot Emails ... so you never run out of ideas" 5. Changing the right box copy to just say "Our Copy & Paste Conversion Template" 6. Change the text in the iPad at the bottom from "Get our ex...

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    Trophy icon SQL and Python Assistance Needed 2 days left

    I'm looking for someone who can assist me with a combination of SQL and Python tasks. - SQL: I need help with SQL in three specific areas: 1. **SQL Syntax:** Assistance with basic SQL commands, especially in working with subqueries. 2. **SQL Queries Optimization:** You should be able to optimize SQL queries for data retrieval accuracy. Your goal should be to ensure that the data collected is as accurate as possible. 3. **SQL Database Design:** You should be able to assist with database design, ensuring proper schema design and normalization. - Python: While the primary focus is SQL, some tasks may require basic Python knowledge. If you are proficient in both SQL and Python, even better. **Ideal Skills:** - Strong understanding ...

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    I'm on the look...combination logo that speaks to the modern and minimalist style. The logo should be a perfect blend of text and icon that instantly catches the eye of my potential customers. - I'm also in need of some captivating video content, specifically tailored for social media. The videos should be engaging and creative, helping to boost my online presence. I need someone who is: - Proficient in graphic design, with a strong understanding of modern, minimalist aesthetic. - Experienced in logo design, particularly with creating combination logos. - Skilled in video editing, with a good understanding of creating content for social media. If you're someone who can bring a fresh perspective to my brand and help me stand out in the crowded digita...

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    ...can help me produce a social media video to promote a specific product. Key Objectives: - The primary goal of the video is to promote our product and its unique features. Therefore, the video should be designed with a strong focus on highlighting these features and their benefits in a compelling way. - The target audience for the video is professionals aged 25-45, so the content and tone should be tailored to resonate with this demographic. Key Requirements: - The video should be engaging, informative, and professionally executed. - It should effectively communicate the key message - the product's features and benefits. - The video should be suitable for sharing on various social media platforms. Ideal Skills: - Proficiency in video production and e...

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    I'm in need of a proficient Hugging Face professional to set up an Inference Endpoint for my photoMaker model on AWS. The main goal is to enable users to generate images from text descriptions through the model's API. Key Responsibilities: - Deploy the photoMaker model on AWS and establish an Inference Endpoint. - Ensure the Inference Endpoint is secure, scalable, and performs efficiently. - Implement the API functionality to allow users to generate images from text descriptions. Ideal Skills and Experience: - Proficiency in Hugging Face and deploying models on AWS. - Strong understanding of API development. - Experience in setting up secure and scalable Inference Endpoints. - Knowledge of image generation from text descr...

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    Adding 10 Years 9 days left

    Increasing the model by 10 more years. Update all sheets and summary for new months and years.

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    I'm looking for an experienced music producer to handle both mixing/mastering and beat production for a hip hop single track. Key Requirements: - Proficiency in hip hop music production and sound engineering - Skills in both mixing/mastering and beat production Your role will be to take my raw vocals and ideas and turn them into a polished, professional hip hop track. Your work will be crucial in shaping the sound and feel of the music. Previous experience in hip hop music production is essential, as well as a strong portfolio of similar work. If you have the skills, passion, and creativity to bring my track to life, I'd love to hear from you.

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    I'm looking for an expert to write an academic paper focusing on the design considerations and optimization of a magnetron. This project requires: - Comprehensive understanding of magnetrons and their design intricacies - Ability to provide a basic CST file model of a magnetron Key elements should include: - In-depth research and understanding of magnetron design considerations and optimization - Expertise in creating and interpreting basic CST files - Strong technical writing skills for clear and concise academic paper While the academic paper should be in-depth, the CST file should provide a basic overview of the design. Having experience in electromagnetics and microwave technology would greatly benefit the execution of this project.

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    The project is about the launch of new gucci purse…we have to make 3d model of that launch window

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    As an AWS user, I'm seeking a seasoned Terraform professional to assist with the network configuration and security setup for my cloud infrastructure. Key Responsibilities: - Implement best practices for Network and Security: You'll be tasked with configuring my Virtual Private Cloud (VPC), setting up firewalls and security groups, and configuring VPN connections. These components are critical for ensuring my AWS environment is both accessible and secure. - Terraform Infrastructure as Code (IaC): Your understanding of Terraform is vital in translating our network and security requirements into code. We'll rely on your expertise to efficiently deploy these configurations in a scalable and reproducible manner. Ideal Skills and Experience: - Expertise i...

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    I am gearing up for renovation planning and I need a highly deta...AutoCAD layout of my factory. You'll focus on capturing everything on the floors, including: - The Production Area - Storage Area - Office Area Within these sections, I am interested in a meticulous level of detail, down to the walls, major equipment, furniture, and even labels. Crucial to this project are the following skills and experience: - Extensive AutoCAD expertise - Industrial structures or factory layout experience - Keen eye for detail and accuracy Your final deliverable will enable me to visualise and plan efficient renovations for my factory site. I would appreciate it if you can provide me with a work sample of a similar project, showcasing your abilit...

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    Laravel Programmer 6 days left
    VERIFIED

    Custom Task Management System By ARABIC Language RTL , From Scratch SDLC To Deploy. I have Some Screens to understand Most Requirement> Requirement: PHP Laravel 11 MySQL Jquery CSS Bootstrap All Must be the last versions.

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    I'm...who can assist in developing a Quantum Machine Learning model with a particular focus on optimizing computational time. Key Requirements: - Proficient in Quantum Machine Learning: You should have prior experience in developing ML models using quantum computing techniques. - Python Programming: Solid understanding and experience with Python are essential as you'll be implementing the model predominantly using this language. - Numerical Data Handling: The model will be working specifically with numerical data, so prior experience in this area is a plus. The primary aim of this project is to reduce the computational time of the Quantum Machine Learning model. Your expertise in this are...

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    We are seeking a highly skilled freelance Web Developer to undertake an innovative project involving the development of a Google Maps overlay application. The application will be used to manage and display events, with functionalities tailored for two different user types: commercial users and normal users. This project will integrate advanced features including user authentication, payment processing, and dynamic interaction with the map. Project Details: Development of Two Different Forms: Create user-specific forms for event entry. Commercial users' forms will include membership management and payment functionalities. Google Maps API Integration: Utilize Google Maps JavaScript API to overlay event data on a map, employing custom markers and interactive elemen...

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    We are looking for an AI expert to train us in the deployment and fine-tuning phases of an AI model. The Training session will need to: - Provide comprehensive training on AI model deployment and fine tuning. - Ensure focus on enhancing performance and improving accuracy. - Propose innovative approaches for creating new features. Ideal Skills and Experience: - Proficiency in AI and ML concepts. - Familiar with Python, TensorFlow, and PyTorch. - Experience in deploying multiple types of AI models, with expertise in Natural language processing models, Mathematical models and recommendation system models being a notable advantage. Please note this project primarily requires guiding and training, not actual execution of tasks.

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    ...open-source LLM chatbot model using Python, with integration to the Ethereum blockchain. Key Requirements: - Create an LLM chatbot model with Python: I need a chatbot that can engage in conversations, learn from them, and improve over time. The chatbot should be able to be trained by users on various topics. - Integration with Ethereum: The chatbot should be able to interact with the Ethereum blockchain. This could involve transactions, smart contracts, or other blockchain capabilities. Ideal Skills and Experience: - Strong Python knowledge: Essential since the chatbot will be built using Python. - Experience with building chatbots: Previous experience building chatbots, especially LLM models, would be a significant advant...

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    I'm in need of a professional video producer who can create a captivating video for my school's upcoming graduation event. Key Requirements: - The video needs to be engaging and suitable for a school audience. - Experience in producing educational videos, particularly for school events, would be a great advantage. - Please suggest a suitable length for the video based on your experience, as I haven't yet decided on the duration. Ideal Skills: - Video Production - Educational Video Creation - School Event Video Experience

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    I require a competent designer to draft manufacturing drawings for industrial sewing machine stands. My requirements are as follows: - Skill in drafting manufacturing designs for metal structures, specifically for industrial equipment. - Capability to apply custom measurements provided into the designing process. Experience working with industrial sewing machines is a plus, but isn't mandatory. The ideal candidate should have a solid understanding of how to make a stable, durable stand to handle the weight and operation of an industrial sewing machine. The stands will be made of metal, showing your expertise in metal materials and manufacturing will be beneficial in this project. Looking forward to collaborations.

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    Python Task Automation Expert 6 days left
    VERIFIED

    I need a highly skilled Python developer to work on creating automation scripts. Your work will involve: - Developing scripts for task automation within other software. Desired skills and experience: - Proficient in Python scripting language - Proven experience in automation scripting - Capable of integrating scripts with various software platforms. Previous work on similar tasks would be advantageous. Please include any relevant examples in your proposal. I look forward to seeing the innovative solutions you can offer to enhance my project.

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    I'm looking for a talented writer to create a 250-word dystopian short story. The plot revolves around a girl who is dissected by scientists after a machine controlling her world marks her as a threat for not following societal rules. - Desired Tone: 'Suspenseful and Thrilling' - Literary Devices: I'd like the story to prominently feature: - Metaphors and Similes - Foreshadowing and Irony - Imagery and Personification - Tripling/Repetition - In media res - Hyperbole - Pathetic Fallacy (optional) The story should be in the third person limited perspective, narrating the events in a way that intensifies the suspense and creates a thrilling experience for the reader. I'm also looking for the story to be writte...

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    I'm seeking an experienced English instructor to provide advanced level Business English instruction in an in-person setting. Key Requirements: - Proficiency: You should have a strong command of English, particularly in business-related contexts. - Teaching Experience: Experience in teaching English, especially at an advanced level, is essential. - Business Acumen: It's important to have a good understanding of business concepts and practices, so you can effectively incorporate them into the English lessons. - Interpersonal Skills: The ability to communicate clearly and effectively, and to tailor your teaching style to suit individual learning styles is crucial. - Cultural Sensitivity: An awareness of different cultural norms and custom...

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    Gmail Scraper and notifier 6 days left
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    ...The aim of the project is to: - Extract and display specific emails from Gmail in a user-friendly card format within an application grid. - The information to display on each card will include part of email body, phone numbers and web links. The phone numbers should be displayed in a clickable link format so that they seamlessly work with a soft phone application like RingCentral without need to use their API. Emails containing web link will have the option to automatically open the link in new tab in default browser. Skills required: - Proficiency in data scraping - Experience with Gmail API - Excellent knowledge in Python or any other similar coding language - Understanding of UI design for user-friendly display - Knowledge of link formations for ...

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    I have a bas...low-detail PNG image that I would like to convert into an STL file. This file will be used for 3D printing a simple, 3D object. Key Requirements: - Convert a single, low-detail PNG image into an STL file that is suitable for 3D printing. Other Considerations: - As the image is low-detail, the requirements for intricate texturing or complex geometries are minimal. The final 3D model should accurately represent the basic forms and shapes from the original PNG image. Ideal Freelancer: - Proficient in 3D modeling, specifically in converting 2D images into 3D printable files. - Familiarity with the STL file format and its requirements for 3D printing. Please provide a brief overview of your experience with similar projects and the tools you intend to ...

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    ...and organized in a logical manner - Incorporating multimedia elements where appropriate to enhance learning outcomes - Designing visually appealing slides that maintain a professional look - Adapting content to suit the needs and learning styles of employees Ideal candidates should have: - Proven experience in designing training materials for corporate employees - Proficiency in PowerPoint or other relevant presentation software - Strong understanding of adult learning principles - Creative flair and ability to think outside the box in terms of design and delivery - Excellent communication skills to ensure understanding and alignment with project goals Target Audience: HR Consultants New Hires catering to external clients Topic...

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    Small update on app code -- 3 6 days left
    VERIFIED

    Small update to the android app. Change the payment gateway "cryptomus" to stripe. After that. Compile the code to obtain the apk version and an .aab version that will be used in the Google Play Store. In turn, upload the updated code to the app server. Send me the updated source code as well. The app is made on react Native, and the backend is Python. All the API's are made on Python. Maximum budget $300

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    ...able to understand ReactJS but also understand a large existing project with little help from me. We're looking for a full-time programmer who is hard working, honest, and enjoys learning. Are you the kind of person where your yes means yes and your no means no? Do you have several years of programming experience with all things ReactJS? Place, "ReactJS developer" on the top of your bid. This full-time position requires attention to detail - someone that understands spoken and written English, fluently. We have enough work for over a year. On the top, after "ReactJS developer", please tell me what was your most difficult ReactJS project you completed and why. Also, how many years of ReactJS experience do you have? Read this job descriptio...

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    I'm looking for a Python developer to assist with web scraping and script automation tasks. Key Responsibilities: - Web Scraping: You need to be proficient in web scraping techniques using Python, specifically with BeautifulSoup. The task will involve extracting data from websites. - Script Automation: Automating repetitive tasks will be another key aspect of this role. Experience in automation is a must. Ideal Candidate: - Proficient in Python with experience in Flask and BeautifulSoup. - Prior experience in web scraping and automation. - Detail-oriented, with the ability to follow instructions carefully. - Open to both experienced professionals and newbies with a strong grasp of Python. Looking forward to hearing from...

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    I am seeking a proficient AI expert for the installatio...installation and setup of Autoclaude in a Google Collab notebook. The main purpose of this setup is to have Autoclaude effectively generate Python codes. (MAYBE ALSO: Auto GPT, Reworkd Agents, must be able to either write code or execute code) Installation capabilities should include: - A seamless and efficient setup process for Autoclaude - An understanding of handling GPT models, particularly Autoclaude Functionality requirements: - After installation, Autoclaude should generate Python codes successfully within the Google Collab notebook Ideally, you should also be adept at writing files to space without any issues encountered. An understanding of Google Collab notebooks and proficiency i...

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    3D booth render 9 days left

    I will create a 3d model of booth and give you multiple renders from different camera angles.

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    I am looking for a professional who can create an Excel sheet that will help me manage my product list and other essential production data. The excel file requires: - Filtering and Sorting Capabilities: The sheet should be able to sort and filter data easily. - Inventory Tracking: It is crucial that the sheet can track inventory levels to prevent overstocking or shortages. - Report Generation: The ability to generate reports will help me keep track of my production and make informed decisions. I need the excel file to have less than 10 columns, as I believe this will keep the sheet concise and easy to manage. The level of automation I am looking for is manual data entry with some formulas. This will help reduce manual work and ensure the da...

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    webscraping 9 days left

    webscraping cdiscount using python and export it into excel

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    Looking for someone to help lay out a very basic WordPress site for eCommerce on Bluehost. I've already started on the site and have enjoyed learning WP but simply don't have the time to finish it. Most of these items should be simple for someone with existing WP experience. Deliverables: • Clean up layout of the site • Add "Blog" section for product reviews • Shipping Calculations ○ Based on Item… some will be fixed shipping • Confirm cart is configured correctly to use my card processor (ePN) • Automatically update Inventory quantities via FTP file • Allow Discount Codes by User to Show Alternate Prices Please read through the description carefully and provide a quote for the total p...

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    I'm looking for a specialist capable of conducting image classification for facial detection using the YOLOv9 model on Colab. The primary goal is to pin-point and categorize human face images. The key tasks include: - Implementing YOLOv9 model on Colab for image classification - Prioritizing faces as the main class for identification and categorization - Enhancing the model to increase its detection degrees of accuracy - Ensuring the solution is scalable and effective The ideal candidate should have robust skills in: - Python programming - Deep Learning (specifically convolutional neural networks) - Proficiency in Google Colab - Prior hands-on experience with YOLOv9 or similar models. Please note that the work does not requ...

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    I require an expert in Python to assist in finding an open source language model that can succinctly summarize a JSON containing a series of statistics. Although it wasn't explicitly stated, let's prepare for interpreting both numeric and textual statistics.

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    I need a step-by-step video created to walk our website visitors through a process. The video's primary purpose is to enhance user experience on our website. It should be engaging, informative, and easy to follow. Key Requirements: - Video Type: Step-by-Step - Platform: Company Website - Goal: Walkthrough a Process Ideal Skills: - Video Production - Video Editing - Script Writing - Web Design (for seamless integration) Experience: - Previous experience with explanatory or tutorial videos is a plus - Good understanding of user experience on websites

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    I require a skilled data scientist who has extensive experience in Python and data science, to help analyze and visualize customer data. This work aims to yield insights that will enhance business decisions and align them with customer needs. Deliverables: - Data analysis and inference from provided customer data. - Creation of visualizations to communicate these insights. Skills and Experience Required: - Proficiency in Python. - Strong background in data science. - Experience with data visualization tools. - Prior work in customer data interpretation is a strong plus.

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    ...experienced audio editor to help clean up the sound of a 50-minute podcast. This requires particular attention to: - Removing static background noise. The podcast seems to have a consistent static noise that I want completely eliminated to improve the listener experience. - Adjusting volume levels: The podcast requires normalization of volume levels across its entirety. It's vital that the editing provides a balanced listening experience that ensures all parts of the conversation are clear and consistent. Ideal skills would be experience in audio editing, noise reduction techniques, and podcast production. Familiarity with professional audio editing software is a must. I appreciate a keen ear for detail and someone who can enhance the podcas...

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    ...a highly skilled Web Developer to build a dynamic and user-friendly website for our branding - website - marketing - PR business. The ideal candidate will have proven experience in web development, with a strong portfolio showcasing successful integration of the following specs. Responsibilities: Design and develop a responsive website that effectively represents our brand and services. Ensure the website is optimized for search engines and meets all accessibility standards. Collaborate with our marketing team to align the website with our promotional strategies. Requirements: PAGES: Home about us White Label Partnership Outsourcing Design & Branding Website Digital Marketing - PPC, SEO, Social Media, Content Marketing Public Relations Video production B...

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    I'm looking for a...looking for a proficient CAD designer to help enhance the efficiency of our BIW jig and fixture design process. This role is crucial for reducing production errors and ensuring the precision of assembly. Key Responsibilities: - Create mechanical parts design to create fixture - Drafting What I Need: - A commitment to providing support on a flexible basis, adjusting to the frequency of design changes. - A good understanding of CAD design and drafting specifically for BIW jig and fixtures. Ideal Skills: - Proficient in CAD design at Siemens NX - Previous experience of BIW jig & fixture design. - Demonstrated ability to adapt to changing requirements. - Strong problem-solving skills and attention to detai...

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    I'm in need of a Python programmer capable of building a license key generator and corresponding API service. The project involves managing license keys for an Excel template product. Key responsibilities are: * Design and develop a License Key Generator using Python. * Create it to have the flexibility of generating unique license keys, verifying these keys, and, if necessary, deactivating them. * Design and implement an API that allows the integration of generated license keys with my existing Excel templates. * Each license key must validate properly in Excel Template PRO. Besides, your work must include: * Order form * Implementing a MySQL database to store all generated license keys. * Building a response system that displays license keys on a '...

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    I...currently looking for a skilled freelancer to provide a solid backend architecture that seamlessly integrates machine learning algorithms for heart disease prediction. Although the specific algorithm to be used has not been decided yet, possible options could include Decision Trees, Random Forests or Support Vector Machines. Ideal Skills and Experience: - Proven and demonstrated experience in building backend systems. - Proficiency in machine learning concepts and their application. Preferably, they will: - Have experience in applying machine learning to healthcare or medical-related projects. When you apply, please include: - Examples of relevant work. - Detailed proposal outlining how you intend to tackle thi...

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