Testing Uk Projects
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opportunity
Expert Data Scientist in Unsupervised Fraud/Outlier Detection
Position: Expert Data Scientist Specialization: Unsupervised Fraud Detection/Outlier Detection Type: Part-time that may become full-time(minimum 20 hours/week) Please find here a blog that is an introductory to the challenge that we're handling with: https://medium.com/dataman-in-ai/2-features-for-healthcare-fraud-waste-and-abuse-7c262ac59859 ** The project has already commenced. The data scientist must be prepared to join our team and possess skills in rapid learning, agility, and experience. Company Overview: Our company is a cutting-edge insurtech-healthtech company that is revolutionizing the way of finding frauds and diagnosis. We are dedicated to leveraging advanced machine learning, deep learning, and artificial intelligence techniques to solve complex problems in insurtech-healthtech. As we continue to grow, we are seeking a talented and experienced ML/DL/AI Expert Data Scientist to join our team and play a pivotal role in enhancing our fraud detection and outlier detection capabilities. An example of this project can be - If we have 3 cases where Chest X-RAY (medical test) was ordered - in the first, patient has infection and fever and Chest X-RAY was ordered. In the second case, a procedure was scheduled to a patient and Chest X-RAY was ordered. In the third case, a patient came to the hospital with a broken leg, and Chest X-RAY was ordered. The third case is an outlier, because a broken leg and Chest X-RAY are not related. We need to flag on the third case, and specifically on the Chest X-RAY. About the data - structured dataset consists majorly Boolean features of medical conditions, medical history, medical test, demographics, financial. Role and Responsibilities: As an ML/DL/AI Expert Data Scientist specializing in Fraud Detection/Outlier Detection, you will be responsible for: Model Development: Design, develop, and implement models, etc. for fraud detection and outlier detection. Feature Engineering: Wise Feature Engineering to add to our working pipeline, we would like to add a couple of additional features, add additional model that will cover some other angels, for example, similarity model (Spectral/Contextual Clustering), and time series analysis model, and plug them into our current processes. Learning Event Sequences: Utilize your expertise in handling learning event sequences and similarities to build models that can effectively capture and analyze sequential data patterns for fraud detection. Collaboration: Collaborate with cross-functional teams including data engineers, domain experts, and software developers to integrate the developed models into our existing systems and applications. Contribute to a cohesive team environment that fosters knowledge sharing and innovation. ** It is not anomaly detection, it is fraud detection. Qualifications: - Proven experience (at least 3 years) working on fraud detection and/or outlier detection projects, Python and Data Science. - Strong background in Feature Engineering, handling imbalanced datasets and designing solutions to address data class imbalance. - Proficiency in programming languages such as Python, ML - Experience in analyzing and interpreting complex learning event sequences for fraud detection purposes. - Exceptional ability to communicate complex technical concepts to both technical and non-technical stakeholders. - Prior experience with insurance and/or healthcare data is a significant advantage. - Strong problem-solving skills and the ability to work independently in a dynamic environment. Benefits: Opportunity to work on cutting-edge projects that have a meaningful impact on healthcare. Collaborative and innovative work culture that values learning and growth. Access to the latest tools, resources, and research in the field of ML/DL/AI. If you're a passionate and experienced ML/DL/AI Expert with a focus and experience with Fraud Detection/Outlier Detection and are excited about contributing to the growth and success of our Company, we encourage you to apply. Join us in our mission to revolutionize healthcare through advanced data science and AI techniques.
a month ago25 proposalsRemoteopportunity
EBay Product Page Template + Store Front Design and Build
Please review the job description below and submit your application including: A brief introduction about yourself and your experience. A portfolio of your recent work, particularly projects related to e-commerce and eBay store designs. Your availability and estimated timeline to complete the project. Your proposed rate for the project. While the rate published on PeoplePerHour is set at £125, this is not a fixed amount and is only listed due to platform requirements. We are open to negotiating the project rate based on your experience, the services you offer, and competitive market rates. Please provide your proposed rate for the project, keeping in mind that we value quality and are willing to pay for expertise and exceptional service. Job Description: We are seeking a talented and experienced web designer to create a modern, mobile-responsive eBay store front template and product page template for our business. The ideal candidate will have a strong portfolio showcasing modern design skills and previous experience with eBay stores or similar platforms. Project Objectives: Modern Design: The design should adhere to the latest eBay standards, ensuring a clean, professional, and engaging user experience. Mobile Responsive: It is crucial that the design is fully responsive, providing a seamless shopping experience across all devices. Slider Header Banner: Incorporate a dynamic slider header banner to showcase featured products or promotions. Internal Store Category Links: Design easy navigation through internal links to different categories within our store. Feedback Integration: Include a feed from our eBay feedback to build trust with potential customers. 'Add Store as Favourite' Link: Implement a feature that encourages users to add our store to their eBay favourites for easy access. Consultation on Images: Our own graphic designer will provide images for the store. We need you to advise on the size specifications required for eBay and consult with our designer to ensure the visuals align perfectly with the overall design. Requirements: Proven experience in web design, particularly with eBay store fronts or similar e-commerce platforms. Strong knowledge of modern design principles and mobile responsiveness. Ability to work collaboratively with graphic designers and provide clear specifications. Excellent communication skills and attention to detail. Portfolio of previous work that demonstrates your ability to meet our project objectives. We are particularly interested in partnering with UK-based designers to facilitate easier communication and collaboration
11 days ago21 proposalsRemoteMarketing Strategist & Ads Manager
Job Title: Digital Marketing / Ad Manager Employment Type: Part-time to Full-time Company Description: Raja Homewares is a fast-growing e-commerce business specializing in unique and high-quality Rattan homeware products for the nursery. With a focus on customer satisfaction and excellence in product design, we are dedicated to bringing the best in home decor and accessories to our clients. We are looking for a dynamic and experienced Digital Marketing / Ad Manager to join our team and help us reach our ambitious goals. Job Overview: As a Digital Marketing / Ad Manager, you will play a crucial role in executing and managing our digital marketing strategies and online advertising campaigns. You will work closely with the marketing and sales teams to optimize campaigns and drive growth. The ideal candidate is data-driven, creative, and passionate about digital marketing and e-commerce. Responsibilities: Develop and implement digital marketing strategies to drive brand awareness, customer acquisition, and revenue growth Plan and execute online advertising campaigns across various platforms (e.g., Google Ads, Facebook Ads, Instagram Ads) Analyze campaign performance and make data-driven recommendations for optimization Manage the budget for digital advertising campaigns and ensure maximum ROI Stay updated on industry trends and best practices in digital marketing and e-commerce Collaborate with the marketing and creative teams to develop compelling ad creative and messaging Monitor and report on key performance indicators (KPIs) for digital marketing campaigns Conduct A/B tests to optimize ad creative, landing pages, and other elements of campaigns Manage relationships with external partners (e.g., advertising agencies, media platforms) Qualifications: 3+ years of experience in digital marketing, preferably in e-commerce or a related field Proven track record of managing successful online advertising campaigns and driving growth Strong analytical skills and proficiency in data analysis tools (e.g., Google Analytics, Excel) Excellent communication skills, both written and verbal Creative thinking and ability to develop innovative marketing strategies Bachelor's degree in marketing, business, or a related field (preferred) If you are passionate about digital marketing, data-driven, and excited to work in a fast-paced e-commerce environment, we encourage you to apply. Please submit your resume and a cover letter explaining why you would be a great fit for this position.
25 days ago30 proposalsRemoteLinkedIn Marketing Expert Needed for Organic Funnel Growth
LinkedIn Marketing Manager for Growing Amazon Marketing Agency About Us: We are a dynamic Amazon marketing agency based in the UK, poised for rapid expansion. Our mission is to enhance our visibility and establish ourselves as thought leaders within LinkedIn alongside our other lead funnels. We believe in the power of organic engagement to attract our network. If you're passionate about crafting engaging content and building strategic relationships on LinkedIn, we'd love to hear from you. Responsibilities: - Develop and implement a comprehensive LinkedIn marketing strategy to enhance our agency’s profile and exposure. - Craft high-quality, engaging content that positions our agency (and founders) as thought leaders in the Amazon marketing space, including articles, posts, and discussions. - Manage our LinkedIn page, ensuring consistent branding and voice across all content. - Utilise LinkedIn analytics tools to track performance, gain insights, and adjust strategies accordingly. - Engage with our community by responding to comments, messages and participating in relevant groups and discussions. - Collaborate with our team to align LinkedIn marketing efforts with overall business goals and other social media strategies. - Stay updated with LinkedIn trends, algorithm changes, and best practices to keep our strategy ahead of the curve. Requirements: - Proven experience as a LinkedIn Marketing Manager or similar role, with a portfolio demonstrating successful LinkedIn campaigns and engagement growth. - Excellent writing and communication skills, with the ability to craft content that educates, engages, and inspires. - Strong understanding of LinkedIn analytics and SEO principles to maximise reach and engagement. - Experience in B2B marketing. - Ability to work independently, manage multiple priorities, and adapt strategy in a dynamic environment. - Creative thinker with strong problem-solving skills and attention to detail. Goals We are open to different ways of working, whether that is a done for you or done with you proposal. Ultimately, our goal is to create an automated funnel of new business through the platform of LinkedIn. We know this is not an overnight solution, but we need steer in understanding the best type of content, how and when to publish and how to increase engagement with our posts. If you can help us achieve this then we'd be interested in chatting further!
17 days ago17 proposalsRemotepre-funded
Need 10 promotional leaflets to for social media advert post
1) I need 10 promotional leaflets created similar to these ones attached (example 1- with this blue, yellow and white, black colours ) and another one with predominantly a white colour background with touches of yellow and blue colour(another poster example will be sent to show example) . Please replicate the information from Dr Nick (the man ) poster (called Youth and Moms project) using the design style and colours and from the Dr Adeshola Cole's poster(example 1- name of the file) The headline of the poster will be called YOUTHS & MOTHERS Empowerment project. a paragraph to be inserted saying 'Join us instantly learn excellent tips and strategies to support and empower your child to achieve their full potential in school and life'. Free meeting (insert a zoom logo) Thursday 7.30PM (UK TIME) to 9PM CHINEDU Mentor Please Register at Follow us (facebook) @Chinedu-m insta@ @Chinedu-m www.chi/events I should be able to post it as an insta or facebook post to advertise and event for the above please use my picture below and flip it (rotate it) round so I am looking towards the left side. this needs to editable content so I can make future alterations to the text. Hope we can work on this exciting project for the 2 posters 2) I need another flyer saying the below YOUTH MENTOR PROGRAM BY CHINEDU Do you want to transform your mindset from a lack to an abundance mindset by a man of great life experience? If yes, this programme is for you. Empowering young men to become high value men within 90 days with excellent wisdom that can change the lives of many. The picture for this will be the full body picture with shoes 3) a 4th flyer saying UNLOCK YOUR POTENTIAL this below: Build Self-Confidence , Self-Worth and Self Love : Join my workshop. The workshop is designed to empower and support young people, particularly those from underprivileged backgrounds, in achieving their academic, career, and personal goals. My images for the flyer are IMG_6558.JPG and IMG_6620.jpg The reference example flyers are below (Dr Adeshola Cole, Dr Nick, Eno Eka
21 days ago44 proposalsRemoteopportunity
C++ .NET based Stand Alone Platform that connects to Trading API
Description Experience Level: Expert Experience Level: Expert Exclusive Opportunity for Elite Programmers: Cutting-Edge Standalone Linebreak Charting Software Fixed Price!!! We are seeking top-tier programmers to develop a sophisticated charting window equipped with comprehensive charting tools tailored for trading purposes. The charting window will seamlessly integrate tick data from our Mexc API and generate its own aggregated tick data to support the creation of linebreaks at intervals less than 1. It's imperative to emphasize that any attempts to utilize pre-existing templates or repositories, such as those found on GitHub, or relying on automated platforms like ChatGbt to write code, will result in immediate termination. We are committed to collaborating with dedicated programmers who can deliver a bespoke solution characterized by precision and seamless functionality. The line break charting window will necessitate the aggregation of custom data, potentially involving the use of spreadsheets for calculating aggregated tick data. Furthermore, the software should offer the flexibility to define custom time intervals. For instance, users should have the capability to generate historical data for various intervals (e.g., 713 minutes, seconds, hours, days, months) with a customizable (EXAMPLE: 1 tick OHLC data with 713 MINUTE CUSTOM INTERVAL) to populate the linebreak chart Just like Trading View does. Accept you will need to created your own OHLC custom data probably. I am only assuming. Since special functions will need to be Created to populate Linebreaks at less than 1 Linebreak. It's essential to address common misconceptions among programmers. The default setting on all platforms is limited to 1 linebreak, making it impossible to achieve linebreaks below this threshold. Therefore, traditional methods such as splitting 1-minute candlestick charts into segments and recreating linebreak charts are invalid and must not be pursued. In addition to the fundamental functionality, the software should include a diverse range of charting tools, indicators, including but not limited to Fibonacci tools, to cater to advanced trading strategies. Moreover, we require a feature that allows users to effortlessly insert horizontal lines positioned 10% above and below the range of each bar. These lines should be applied to every bar, resulting in four horizontal lines per bar, with overlapping lines accepted. For clarity, line 1 will be positioned at -10%, line 2 at 10%, line 3 at 90%, and line 4 at 110% relative to the range of each bar. I want to be able to populate many different windows running different assets as I’d like simultaneously. I will eventually want to create a program that can execute trade orders automatically from this platform. Just not at this time. This project offers a unique opportunity to contribute to the development of innovative charting software that meets the demands of the modern trading landscape. We are seeking dedicated programmers who can rise to the challenge and deliver a groundbreaking solution that exceeds industry standards. It must have Back-testing and easy Ai improvement support for the program. Meaning: A communication panel in the program that allows me to communicate with ChatGPT 4 API, And this connection needs to allow ChatGPT to analyze the chart data and created the best possible trading bot that it can utilizing the Technical information on the chart, and the indicators to create the best possible program strategy to buy and sell on all of my open chart windows simultaneously. Please allow Ai to calculate, and directly make changes to my charts when needed for its Bot creations. Fix Price for a COMPLETED PROJECT!!!!!!
17 days ago20 proposalsRemoteopportunity
Redesign of Consulting Services Website
Please read carefully and include the words "I AM NOT A BOT" in your proposal. We are seeking a talented and experienced web developer to undertake the complete redesign of our current website www.emdeeglobal.com hosted by Hostinger in the UK. Our firm specializes in management consulting, offering a suite of services to help businesses achieve strategic objectives. The new website should be a one-stop shop, fully responsive, fast, secure, and integrated with Stripe for payments. We aim to repackage our services for better client engagement. Objectives: Fully Responsive Design: Ensure the website is mobile-friendly and adapts seamlessly to all devices. Speed and Security Enhancements: Implement optimizations for faster loading times and strengthen security measures. Stripe Integration: Embed Stripe to streamline the payment process for services. Content Revamp: Utilize provided content to highlight our consulting services and solutions, making them accessible and comprehensible to visitors. SEO and Social Media Integration: Optimize the site for search engines and include social media links for enhanced visibility and engagement. Visual and Layout Improvements: Refresh current images and layouts with a modern touch, open to suggestions for enhancements. Packaging Services: Creatively bundle our offerings to showcase our comprehensive solutions in business and management consulting. Requirements: Proven experience in web design and development, especially with responsive and secure websites. Expertise in SEO, social media integration, and payment gateway integration (Stripe). Ability to work with existing content and visuals while proposing innovative improvements. Excellent communication skills and a collaborative approach to incorporate feedback and suggestions. Deliverables: A project plan outlining the redesign process, timelines, and milestones. Design mockups for approval before development begins. Final, live website that meets all specified objectives and requirements. Documentation for the site's maintenance and update procedures. Please provide your portfolio showcasing similar projects, a detailed quote, and your approach to fulfilling the project objectives. NO COPY & PASTE OR BOT RESPONSES PLEASE - INSTANT DELETE!
23 days ago70 proposalsRemoteopportunity
1100, very simple illustrations to be created
1. Introduction Infinity is a powerful educational application that enables teachers to curate interactive digital quizzes from a bank of procedurally generated questions, providing infinite possibility. A native Android and iOS application will be available for students to use to complete these quizzes and their results and answers to be tracked by the teacher. This document outlines the image and picture specifications for the Infinity application. It provides a structured breakdown of required images. The primary purpose of this specification is to offer clear guidance on the image expectations and requirements set forth for the Infinity project. The specifications defined below are subject to amendments as the requirements for the Infinity application grow. Objective The objective of this specification document is to: Clearly define the image requirements of the Infinity application. Ensure consistency in images across various mathematical topics. 2. Deliverables To maintain a consistent, high-quality visual experience for Infinity users while also optimizing application performance, specific deliverable standards have been set. 2.1 File Format For every image produced we require an AI (Adobe Illustrator) file. Using AI files will allow the developers to convert these images into SVG files. 2.2 Size The Infinity application has been designed to fit into a 16:9 ratio screen that is 1280px by 720px. The imagesshould fit within these dimensions. However, the images will scale depending on the space requirements of the question. 2.3 Existing Images Due to the number of images required, any images that already exist should be reused as they are, for now. Due to the changing space requirements, it may not be possible to make all the lines appear the same thickness between images. However, it may be deemed that after testing any existing images once in the software, newer versions may be required. 2.4 Colours The colours of the existing images don’t need changing either. We are happy for these to remain as they are. 2.5 Delivery Mechanism All image files should: Be appropriately labelled and organized for easy reference. Be delivered via a shared Google drive specific to the Infinity project, to be determined later. Please communicate any challenges or concerns regarding these deliverables as early as possible. Collaboration and open communication will ensure the timely and high-quality completion of this project. 2.5 Access to Application Development Builds White Rose Education will provide: Access to a server containing a development build of the Infinity software. This is to be used as a demonstration application to gain experience of using the application. This server will be subject to on-going change as the application is developed. 3. Images Specification Below is the detailed list of images that are required for the Infinity application. Where necessary, details regarding the image have been provided. Where details haven’t been provided please design an image that is consistent with the other images in the specification. The images provided are for reference to the UI that will trigger the sound in the application. It has also been flagged where the UI is subject to change upon review. Some images contain multiple states of the UI (for example the buttons).
a month ago45 proposalsRemoteopportunity
Financial Model for Optimal Product Bundling Strategy
Description: We are a dynamic start-up set to redefine the beverage industry with our innovative product. As we chart our course for success, we recognize the need for a sophisticated financial model to guide our product bundling strategy, ensuring profitability and market competitiveness. Project Overview: We are seeking an experienced financial modeler to craft a comprehensive financial model that will aid in determining the most profitable quantity sizes for our direct-to-consumer sales and wholesale distribution. The primary focus will be on creating optimal bundle packages for different consumer segments. Key Deliverables: 1. Consumer Bundle Packages: Develop a dynamic model to analyse and optimize bundle packages for direct-to-consumer sales. Evaluate profitability and market demand for various quantities, such as packs of 4, 20, 50, and 100. 2. Wholesale Quantity Analysis: Model the ideal quantities for wholesale distribution, considering factors such as packaging, transport logistics, and the preferences of wholesale partners. 3. Profitability Scenarios: Conduct scenario analysis to assess the profitability of different bundle configurations under varying market conditions and sales volumes. 4. User-Friendly Interface: Design the financial model with a user-friendly interface, allowing us to manipulate variables for ongoing analysis and strategic decision-making. Requirements: • Proven expertise in developing financial models, specifically for product bundling and pricing strategies would be ideal. • In-depth understanding of the beverage industry, including production costs, market trends, and distribution dynamics would be ideal. • Proficient in spreadsheet software (e.g., Microsoft Excel, Google Sheets). • Ability to integrate key business assumptions into the model and provide insights for strategic decision-making. Confirmation of Assumptions Required for the Exercise: • Detailed production costs for each product size. • Market research data on consumer preferences for bundle sizes. • Transportation and packaging costs for different quantities. • Wholesale partner requirements and preferences. CANDIDATES WILL BE REQUIRED TO HAVE AN INTIAL CALL TO DISCUSS PROJECT, PLEASE ENSURE YOU HAVE THE CORRECT MEANS OF COMMUNICATION AS THIS PROJECT WILL REQUIRE CONTINUIOUS INPUT AND FEEDBACK. UK BASED CANDIDATES ARE PREFERED HOWEVER ALL OTHER LOCATION WILL BE CONSIDERED.
a month ago11 proposalsRemoteopportunity
Automated Semantic Text Analysis Pipeline
Comprehensive Use Case Specification: Automated Semantic Text Analysis Pipeline Objective Develop an automated semantic text analysis pipeline that processes and analyses textual data extracted from documents. This pipeline enriches text with metadata for deeper insights and enables semantic search capabilities through a user-friendly interface. This stage of the project is for a MVP system should leverage AWS services such as Textract for text extraction, a text categorising stage with a simple to use GUI, all-mpnet-base-v2 for embedding, and Postgres with a vector extension. This job posting is for the MPV stage only, but we must be mindful of the stage two development and facilitate rapid and straightforward scalability in any stage one MPV processes. System Overview The solution encompasses AWS services for storage and processing, a custom interface for metadata enrichment, all-mpnet-base-v2 for generating text embeddings, Postgres and a vector extension for efficient storage and retrieval of vectors, and a custom-built web interface for user interaction. RAG will be implemented with a broad a context as possible to the model across a large document set. Phase 1: MVP Stage 1. Document Storage and Processing Trigger - Tool: Amazon S3. - Process: Upload documents (PDFs initially) to designated S3 buckets, documents will be remained in accordance with a set naming convention and key metadata relating to the document entered into the database for future reference. This triggers the subsequent text extraction process. For test purposes the uploads will be made manually, and at later stages a web scraper will be added that automatically places PDF documents into relevant S3 buckets. 2. Text Extraction - Tool: AWS Textract. - Process: Text is extracted from uploaded PDF documents and temporarily stored in A3 buckets to facilitate further processing. 3. Text Enrichment Developer to advise on best method of adding labels / categories to the text, via an easy to use interface. Labels to be added at a granular level to allow the return of text snippets, providing context to the LLM in formulating it's responses from a broad range of documents without exceeding the token limit. 4. Text Vectorization - Embedding tool: all-mpnet-base-v2 - LLM: Amazon SageMaker (using LLaMA 2). - Process: The text is processed with LLaMA 2 to generate vector embeddings, capturing semantic information for advanced analysis and search functionalities. 5. Vector Storage - Tool: Postgres with a vector extension - Process: Text vectors are stored in the database, allowing for efficient management and retrieval of vectorized data for semantic searches. 6. Front-end Web Application and Search Functionality - Front-end Technology: React.js. - Key Features: - Semantic search input and results display. - email input field for collecting contact information for marketing purposes, forwarding to the client's email address. - Homepage containing descriptive marketing text. - 3 pages total: home page, interaction page, contact page, plus a pop up with GDPR info. Graphics provided as template guidance. - Back-end Technology: Python with FastAPI. Phase 2: Full Automation and Scaling 1. Automated Document Ingestion - Process: A web scraping tool is implemented to automatically identify and upload new documents to the S3 bucket, facilitating a continuous flow of data into the pipeline without manual intervention. 2. Scalable Architecture - Deployment: The application components are containerized using Docker and managed with Kubernetes (Amazon EKS), ensuring the system can scale efficiently to accommodate increased data volumes and user queries. 3. Enhanced Processing Capabilities - Improvements: Integrate additional NLP and ML models for broader and more nuanced text analysis. Consider fine-tuning custom models for specific domain applications. 4. User registration and user management system integration. Please note the attached contract agreement that will be deemed agreed to upon acceptance of the project. Your price given on PPH will be deemed to be your full and final price, and you will be deemed to have fully understood the scope, brief, and specification. To provide context, the project business plan has been uploaded. This is for context only and does not form part of the brief.
22 days ago11 proposalsRemoteopportunity
Local Council Chatbot utilising Llama2 and dataset of PDF docs.
Full stack developer with relevant experience in AWS services and LLM deployment. Description Develop an MVP that provides a chat interface allowing users to query a dataset of local council documents, which will variously include minutes and policy documents. A dataset that contains all information relating to the purpose, policies, news, information, and decision making by that council. The dataset would contain approximately 100 PDF documents, and the chatbot would return meaningful and coherent answers to user prompts, while providing reference links to documents that information in the response is taken from. The client acknowledges the current limitations of LLMs in returning responses from queries across multiple documents, especially given current token limits and processing cost restrictions. A developer is sought that can leverage techniques to embed metadata in the text, allowing techniques such as RAG to extract snippets of data from multiple documents relating to the query and collate them into a response to the user, while adhering to token limits. Objective Develop an automated semantic text analysis pipeline that processes and analyses textual data extracted from documents using Llama2. This pipeline enriches text with metadata for deeper insights and enables semantic search capabilities through a user-friendly interface. This stage of the project is for a MVP system, leveraging AWS services such as Textract for text extraction, a text categorising stage with a simple to use GUI, all-mpnet-base-v2 for embedding, and Postgres with a vector extension. This job posting is for the MPV stage only, but we must be mindful of the stage two development and facilitate rapid and straightforward scalability in any stage one MPV processes. System Overview The solution encompasses AWS services for storage and processing, a custom interface for metadata enrichment, all-mpnet-base-v2 for generating text embeddings, Postgres and a vector extension for efficient storage and retrieval of vectors, and a custom-built web interface for user interaction. RAG will be implemented with a broad a context as possible to the model across a large document set. Phase 1: MVP Stage 1. Document Storage and Processing Trigger Tool: Amazon S3. Process: Upload documents (PDFs initially) to designated S3 buckets, documents will be renamed in accordance with a set naming convention and details of the document entered into the database. This triggers the subsequent text extraction process. For test purposes the uploads will be made manually, and at later stages a web scraper will be added that automatically places PDF documents into relevant S3 buckets. 2. Text Extraction - Tool: AWS Textract. - Process: Text is extracted from uploaded PDF documents and temporarily stored in A3 buckets to facilitate further processing. 3. Text Enrichment Developer to advise on best method of adding labels / categories to the text, via an easy to use interface. Labels to be added at a granular level to allow the return of text snippets from within the chunks of data, but with relevant metadata. The purpose of this is to provide context to the LLM in formulating responses from a broad range of documents without exceeding the token limit. 4. Text Vectorization • Embedding tool: all-mpnet-base-v2 • LLM: Amazon SageMaker (using LLaMA 2). Process: The text is processed with LLaMA 2 to generate vector embeddings, capturing semantic information for advanced analysis and search functionalities. 5. Vector Storage Tool: Postgres with a vector extension Process: Text vectors are stored in the database, allowing for efficient management and retrieval of vectorized data for semantic searches. 6. Front-end Web Application and Search Functionality Front-end Technology: • React.js. Key Features: • Semantic search input and results display. • email input field for collecting contact information for marketing purposes, forwarding to the client's email address. • Homepage containing descriptive marketing text. 3 pages total: home page, interaction page, contact page, plus a pop up with GDPR info. Graphics provided as template guidance. Back-end Technology: • Python with FastAPI. 7. Fine Tuning Allow for fine tuning based on a series of questions and responses to be provided by the client, until such point that coherent responses to queries are achieved. Phase 2: Full Automation and Scaling Beyond the scope of this job. Notes: The developer is to provide guidance and feedback on the capabilities of the technologies and is free to provide their own guidance and suggestions. However, the functionality of the system in providing coherent responses based on text snippets drawn from a large dataset is both the challenge and the absolute requirement. Please only bid with your full and final price. Placeholders will not be accepted. Completion with approximately two weeks. Please respond by explaining how you would handle the text enrichment?
22 days ago17 proposalsRemoteNeed people who used different hostings to write real reviews
We are looking for people who used and tested different hosting services provided by various companies on their real experience and wish to write reviews on https://hostings.info/ (payment guaranteed). The reviews should be written in English. They should be short but informative: contain information regarding the hosting service pros and cons, its pricing and quality, e.g. website performance speed, customer support level, reliability. In order to leave a review on our portal, you need to login via LinkedIn or Facebook.
a year ago246 proposalsRemote