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    ViewSeek AI
    6 days left

    I’m building ViewSeek AI as a full-featured web application that puts advanced artificial intelligence directly in the browser. The core of the product is AI itself, so every major workflow must be driven by machine-learning models and thoughtful UX. Here is what the first release needs to deliver: • Image recognition that can tag, classify and return metadata in near real-time. • Natural language processing so users can type questions, receive context-aware answers and carry on multi-turn chats (“Asking AI”). • Predictive analytics modules that surface trends or recommendations based on uploaded data sets. • Generative tools capable of creating both images and short video clips from text prompts, with download options in common formats. All ...

    $16 / hr Average bid
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    6 bids

    We need an experienced AI developer to build an automated phone answering system that integrates OpenAI's conversational models with Twilio's telephony platform. This system will handle incoming calls using natural language AI to engage with callers. Requirements: • Proven experience with Twilio API integration, specifically Programmable Voice and TwiML • Hands-on experience with OpenAI API (ChatGPT or similar models) • Knowledge of telephony protocols (SIP, WebRTC, PSTN) • Experience with voice-based AI applications and speech recognition • Strong skills in error handling and fallback mechanisms for AI responses • Familiarity with cloud platforms (AWS, Azure, or Google Cloud) • Understanding of NLP techniques and frameworks Deliverables: &bul...

    $5 / hr Average bid
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    I need help deploying my H200 GPUs specifically for machine learning tasks using PyTorch, with a focus on Natural Language Processing (NLP) models. Key Requirements: - Set up the H200 GPUs for PyTorch - Optimize the environment for NLP tasks - Ensure scalability and performance Ideal Skills: - Experience with H200 GPUs - Proficiency in PyTorch and NLP - Strong background in machine learning deployment

    $34 / hr Average bid
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    60 bids

    AI & MACHINE LEARNING TRAINING MANUAL DEVELOPMENT We are urgently seeking a highly qualified Expert Trainer to develop a comprehensive, hands-on Manual and deliver specialized training to Customs of an African country. This project aims to enable the beneficiary organization to autonomously design, optimize, and deploy AI/ML solutions for risk management and customs clearance efficiency. Scope of Work: Develop curriculum and content focusing on advanced technical modules, including: Data Science & Machine Learning: Deep Learning and Python Data Science foundations. Generative AI & LLMs: Advanced Prompt Engineering, Fine-tuning, NLP/Transformers, and API Deployment (LangChain). Methodology: Emphasize practical application, real-world customs use cases, and Capstone projects (...

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    I want to deploy an AI-powered agent that can jump straight into sales conversations with brand-new prospects. Its sole focus will be cold calling, introducing our offer, answering basic objections, and—most importantly—pinning down the prospect’s appointment preferences so my human team can take over at the right moment. Here’s what I need done: • Design or configure the voice AI workflow, including a natural-sounding script that can dynamically adjust to common responses. • Integrate the agent with my existing CRM so every call log, recording, and the prospect’s chosen time slot flows directly into the pipeline. • Provide a simple dashboard or reporting method so I can monitor daily call volumes, connection rates, and the number of appoin...

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    Rural Chatbot – AI-Based Government Scheme Discovery Platform I developed a smart chatbot system designed to help rural users easily discover and understand government schemes they are eligible for. The platform solves a major real-world problem: most people in rural areas struggle to find relevant government schemes due to complex websites, lack of awareness, and language barriers. Key Features: • Personalized Scheme Recommendation – Users get schemes based on their profile (age, income, state, category, occupation) • Intelligent Chatbot – Users can ask questions in natural language and receive accurate answers • Eligibility Checker – Instantly shows schemes a user qualifies for • Multilingual Support – Supports English and Hindi for be...

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    The project will be crafted from scratch and must feel as refined as any top-tier SaaS product. A clean Material Design aesthetic guides every screen, so visual polish goes hand-in-hand with smooth interactions. Core functionality is driven by three AI capabilities working together: • Natural Language Processing for conversational and content-generation tasks • Predictive Analysis that surfaces insights from user data in real time • Computer Vision for image understanding and automated tagging I plan to run these through OpenAI, Anthropic, or a custom LLM stack—whichever you wire up most effectively—so experience orchestrating multiple providers is important. The back end lives in Python, ideally Django or Flask, with well-structured APIs that the fron...

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    We are currently looking for contributors proficient in the Santhali language for an audio data collection project. Project Details: Language: Santhali Total Effort: 15 hours Task Type: Audio Data Collection via Gemini App Activity: Record conversations with the Gemini application Requirements: Must be able to read and write in Santhali Should have basic communication skills in the language Must have access to 2 mobile devices (required for recording the conversation) Ability to follow instructions and complete tasks within the given guidelines Objective behind the task: Your task is to evaluate the quality of Gemini Live's responses in Indic expansion languages (Maithili, Santali, Kashmiri, and others). You will be provided with a set of English queries in the GEMINI Live ...

    $3 / hr Average bid
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    7 bids

    I have a collection of scientific articles in text form and I want a clear, reproducible way to uncover the key themes and topics running through them. The core of the task is natural-language processing: ingest the articles, clean and normalize the text, then apply topic-modeling or similar techniques to surface the dominant concepts. My preference is a Python-based workflow—think spaCy, NLTK, gensim, BERTopic, or comparable libraries—but I’m open to whatever stack you feel will give the most coherent results. Visual summaries such as word clouds or interactive topic maps are definitely welcome if they help make the findings intuitive. Deliverables • Well-commented code or notebook that I can run locally without tweaks • A short methodological write-up ...

    $17 / hr Average bid
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    53 bids

    Budget : 3k -5k : architecture is alredy created !!!URGENT support IT's Debuging job your job is to work and cunsult me and my team I have a full-length company financial report that arrives only as a PDF file and I want to turn it into something my local LLM (running through Ollama) can understand and answer questions on with reliable accuracy. The goal is a hands-off pipeline: I drop a fresh PDF into a folder, run a command, and then query the model for any figure—whether it sits in the balance sheet, income statement, or cash-flow section—and get a clean, correct response every time. What I need built • A script (Python preferred) that parses the PDF, captures every table and key figure, and outputs a structured data store (CSV, JSON, or SQLite—wh...

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    17 bids

    Description I am building a research-driven job market analytics system (US market). This is not just a development project — it requires designing, executing, and evaluating data science experiments. The goal is to analyze job data and produce validated insights, not just build a working pipeline. Scope of Work The project includes: • Data processing of large job datasets (10k–50k+ rows) • Extracting technical skills (Python, SQL, AWS, etc.) from job descriptions • Salary analysis and estimation (validated using official BLS data) • Job demand trend analysis and forecasting • Building an interactive dashboard (Streamlit preferred) • Designing and executing research experiments with clear evaluation metrics Research Requirements (Core o...

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    23 bids

    I’m building an AI-driven web application that combines Natural Language Processing and Predictive Analytics to deliver real-time insights for end users. The stack is already defined: • Front-end: React.js • Service layer: Node.js • Core business logic: .NET (C#) microservices, Firebase • High-speed caching/pub-sub: Redis • Infrastructure & DevOps: Microsoft Azure (App Service, Functions, Container Apps, Azure SQL/Storage, and Redis Cache) Scope of work 1. Design a clean React interface that consumes RESTful and WebSocket endpoints. 2. Build scalable Node.js gateways that route traffic to .NET microservices and manage authentication/authorization. 3. Implement NLP and predictive models (Azure Cognitive Services or custom models) and exp...

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    My pathway already performs smoothly in text, but the moment we switch to voice a few critical problems appear. The system starts throwing spelling errors, misunderstands certain words, and the overall exchange stops sounding human-like. I need these pain points fixed so the voice experience feels just as polished as the text one. What I want improved • Spelling accuracy and consistent transcription • Better word understanding, especially in everyday speech • A natural conversation flow that doesn’t break when the user pauses or re-phrases Primary use-cases The pathway has to handle casual conversations and customer service inquiries without stumbling. Think quick back-and-forth chats where clarity and tone matter. Acceptance criteria • A/B voice tes...

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    Our client runs a call center with Nigerian agents calling US businesses. They need a Python script that makes the agents' accent sound more neutral and clear to American ears in real time during live phone calls. The hard part is already done. There is a fully built Node.js server that handles the live call audio. We just need you to write one Python script that plugs into it. What the script needs to do: Receive live audio from the server, process it through a voice conversion model to soften the Nigerian accent, and send the processed audio back. The whole process must happen in under 150ms so the conversation feels natural with no delay. Tech details: Audio comes in as mulaw 8kHz chunks. You can resample internally for better model performance then convert back before sending ...

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    106 bids

    This implementation leverages the ASI Alliance (the 2024–2026 merger of , SingularityNET, and Ocean Protocol) and the uAgents 2026 platform you are interacting with is a decentralized "Agentic Commerce" ecosystem. Below is the breakdown of the specific platforms and the framework being used in your provided implementation.1. The Core Framework: uAgents 2026 ()The logic is built on uAgents, an open-source Python framework developed by : It allows for the creation of autonomous AI agents that can communicate, negotiate, and transact without human Almanac: In the code, the Agent registers itself on the Almanac. This is a smart contract on the ASI Alliance Mainnet that serves as a decentralized "Yellow Pages," allowing other agents to find your "Sentinel" ...

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    39 bids
    AI Agent Development
    3 days left
    Verified

    I'm looking for an experienced developer to create an AI agent. Essential skills and experience include: - Proficiency in AI technologies - Strong coding skills, preferably in Python or JavaScript - Experience with NLP, machine learning, or predictive analytics Please provide a portfolio of similar work.

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    191 bids

    The AI Medical Diagnosis Chatbot is an intelligent healthcare assistance system developed using Machine Learning, Natural Language Processing (NLP), and Conversational AI technologies. The main objective of this project is to help users analyze symptoms, predict possible diseases, and generate preliminary medical guidance through a conversational chat interface. The chatbot interacts with users in a human-like manner by accepting symptom-related queries in natural language, such as fever, cough, headache, fatigue, or other health concerns. Using trained machine learning models, the system processes the user’s symptoms and predicts the most probable disease or medical condition. The project integrates NLP techniques to understand user input, extract symptoms, and convert them into a...

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    I'm looking for an AI system that can extract and compare text data from documents, specifically PDF and Word files. Key Requirements: - Develop an AI model to process and analyze text. - Extract data from PDF and Word documents. - Compare extracted data for insights. Ideal Skills and Experience: - Expertise in AI and machine learning. - Experience with NLP (Natural Language Processing). - Proficiency in handling PDF and Word document parsing. - Strong background in data comparison and analysis. If you have a proven track record in building similar systems, please reach out.

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    I’ve gathered a list of 35 top-tier YouTube influencers and need every one of their videos turned into clean, accurate text. All the specifics—including the exact channel list, file-naming rules, and workflow—are laid out here: Please read that page closely before you place a bid; it will serve as the checklist I use to approve the work. What you’ll do • Pull or generate a transcript for each video on the list. • Proofread and lightly edit for punctuation, filler words, and obvious AI mistakes so the text reads naturally. • Save each finished transcript in a separate Word (DOCX) file, using the naming convention described in the brief. • Deliver the full set in a single shared folder or zipped archive. Acceptance criteria ✔ Every vid...

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    I’m creating an interactive AI avatar that can talk users through their symptoms and suggest the most likely illnesses behind them. The goal is not to replace a physician, but to give people an informed, friendly first step before deciding whether to seek professional care. What I need from you • A conversational engine that accepts free-text and Voice, asks follow-up questions, then maps answers against a clinically vetted symptom database ( Health LLMs ) to produce a probable diagnosis for conditions such as colds, flu, allergies, minor infections, stomach upsets, etc. and for severe disease refers to other online doctors. • A 2D avatar front-end that lip-syncs and delivers the advice naturally. WebGL, Unity, or similar frameworks are fine as long as performance is sm...

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    28 bids

    I have a complete service manual in PDF form for one of our production machines and I need a mobile app that can turn that document into an interactive assistant. The core idea is simple: the user selects a symptom from a dropdown list, the app searches the converted knowledge base built from the PDF, and then returns step-by-step troubleshooting suggestions. Because technicians in the field may not always know the exact name of a component, the same screen should also let them type a plain-language part description; the corresponding part number pulled from the manual must then auto-populate so they can order it instantly. Key points you will be handling: • Build once, run on both iOS and Android. • A clean, graphical interface with images pulled or referenced from the m...

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    86 bids

    I want to breathe some old-school power into my SEO by placing roughly fifty new backlinks across trusted general directories and business-profile sites. The core of the job is to create or update full profiles on the URLs I have already shortlisted—think , , , BrownBook, SiteJabber, MerchantCircle, CitySearch and the rest of the list I provided—then round out the total with comparable, reputable directories you may already use. Here is exactly what I need from you: • Complete profile fill-outs: company name, description, logo, NAP, social links, and any GEO fields the site allows. • Natural anchor-text variation that fits the directory’s guidelines. I’ll hand over the target URLs and preferred keyword mix the moment we start. • Live-link report...

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    36 bids
    Social Media NLP Classifier
    1 day left
    Verified

    I need a Natural Language Processing solution that accurately classifies social-media posts into predefined categories. The raw text will be provided in CSV format; it comes directly from public platforms and carries the usual noise—emojis, hashtags, abbreviations, and mixed languages—so an effective preprocessing pipeline is as important as the model itself. Here is how I picture the workflow. • Data handling: robust cleaning, tokenisation, and normalisation that respects emojis and common social-media shorthand. • Model building: a modern text-classification architecture (transformers via HuggingFace, or a lightweight scikit-learn baseline if you can justify comparable performance). • Training & evaluation: use train/validation/test splits and report ...

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    92 bids

    I need to refresh the conversational flow of my existing WhatsApp bot that runs on AWS Connect, Amazon Lex and AWS Lambda. The core functionality works well; what I’m after is a cleaner, better-structured message sequence inside Lex. Scope of work • Add several new bot messages where the current flow feels abrupt. • Modify a handful of existing prompts so wording, tone and variable placeholders are consistent. • Delete a few outdated messages that are confusing users. Because the journey spans multiple turns, the edits must slot neatly into the current intent structure without breaking any Lambda fulfilment logic or Connect channel settings. I will provide the Lex bot export, sample chat transcripts and a quick overview of the Lambda code so you can trace whe...

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    I need an AI-powered receptionist whose core duty is to guide visitors on my website from their initial query straight to a confirmed appointment. The bot must converse naturally, collect the necessary details, check calendar availability in real time, and lock the booking without human help. Everything happens on the website, so the solution has to embed cleanly in the current WordPress front end and sync with Calendly (or a similarly robust API of your choice). While the scheduling flow is the top priority, the bot should also be able to answer service and product questions drawn from a knowledge base I will supply. Deliverables • Embedded chatbot or widget fully operational on the site • Two-way calendar sync that prevents double-booking • Brief setup and traini...

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    111 bids

    I’m launching a new training calendar and the first item on the list is an Artificial Intelligence & Machine Learning batch that must dive straight into advanced territory. The cohort already has solid foundations, so the sessions need to centre on Deep Learning—building, tuning and deploying neural-network models with real-world datasets. If you’re also comfortable branching into Reinforcement Learning or NLP later, that flexibility will be a plus for the longer roadmap, but the immediate priority is Deep Learning mastery. The sessions will be delivered live (online or hybrid can be arranged), and I’ll rely on you to: • Shape a clear, week-by-week syllabus covering CNNs, RNNs, transformers, optimisation tricks, model interpretability and MLOps basics usi...

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    Looking for an AI Developer (Freelance Opportunity) We are seeking a skilled and innovative AI Developer to build and implement intelligent automation solutions for our business. If you have experience in AI, automation, and building scalable systems, we’d love to collaborate with you! Project Scope We are looking to develop the following AI-powered solutions: 1. AI Customer Support & Sales Agent Automated chat assistant for website, WhatsApp, and Instagram 24/7 multilingual customer interaction Handles queries, lead qualification, and basic support 2. AI Marketing & Social Media Agent Content creation and scheduling across platforms Performance analysis and optimization Data-driven recommendations 3. AI CRM (Customer Relationship Management) Centralized customer dat...

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    Build AI Credit Analyst Bot
    7 hours left
    Verified

    I want to spin up a data-analysis bot that can be trained to act as a credit analyst. Its core duties will be credit risk assessment, financial reporting, and running predictive analysis on lending portfolios. I have not yet settled on the underlying LLM—Claude, GPT-4, or possibly a hybrid approach—so part of this engagement is your guidance on the best stack (e.g., LangChain orchestration, vector store, retrieval strategy) for accuracy, cost-efficiency, and explainability. Here is what I need to walk away with: • A working agent hosted in a cloud environment (or locally if more practical) that ingests structured and unstructured financial data, runs the three tasks above, and produces clear, exportable outputs. • A concise technical document covering architectu...

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    AI Cold Calling Voice System
    5 hours left
    Verified

    I need a full-stack voice AI that can automatically call a list of prospects I upload, speak with them in a natural-sounding voice, and switch fluidly between Hindi, English, and everyday Hinglish. The goal is to make the conversation feel as human as possible—no robotic intonation—while capturing key data from each call. The application must run smoothly on mobile devices, in a browser, and as a desktop client so my sales team can launch and monitor campaigns from anywhere. While the call is in progress the system should detect regional accents accurately, filter typical background noise found in Indian office or field environments, and generate real-time transcriptions that I can download or push to my CRM. I do not need highly philosophical chat; moderately complex, busine...

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    I need a turnkey solution that converts my voice in real time on my MacBook Air M2 (16 GB, Apple Silicon). The cloned output must preserve tone, naturalness and emotional nuance while keeping latency to an absolute minimum—that is the single most critical factor for me. The system must run natively on macOS; Windows-only toolchains are not an option. I would like it wired into my daily workflow, specifically so it can be used during real-time voice calls (e.g., WhatsApp). Whether you rely on RVC, so-vits-svc, or another comparable model is up to you, as long as performance and stability match the spec. Before we start, I’ll need: • a clear, plain-English walkthrough of the architecture and how it will operate on Apple Silicon • a live session where I can hea...

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    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): Dutch (nl-NL) ...

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    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): European French ...

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    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): Swedish (sv-SE) ...

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    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): European French ...

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    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): Canadian French ...

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    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): European Portugu...

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    3 bids

    Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): Brazilian Portuguese (pt-BR)...

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    Quiero desarrollar un sistema de finanzas personales que me permita registrar cada gasto simplemente enviando un mensaje —de voz o escrito— a mi número de WhatsApp. La idea es que el bot transcriba, entienda el importe y la descripción, y asigne automáticamente la categoría correcta (Alimentación, Transporte o Entretenimiento) valiéndose de IA y NLP. Una vez almacenados, esos datos deben verse reflejados en un dashboard claro y atractivo donde pueda: • visualizar gráficos de rendimiento en tiempo real, • consultar un resumen mensual detallado, y • recibir alertas cuando un rubro exceda el límite que yo defina. Me interesa una solución robusta, basada en la API de WhatsApp Business, con un ...

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    Saya ingin mengembangkan aplikasi berbasis AI yang dapat membantu pelajar merangkum, menerjemahkan, dan menjelaskan pesan dari teman mereka. Target utama pengguna adalah pelajar. Proyek ini membutuhkan pengembang aplikasi dengan pengalaman dalam AI, natural language processing (NLP), dan user interface yang ramah pelajar. Saya siap memulai segera dan memiliki anggaran yang sudah disiapkan. Freelancer yang ideal adalah yang mampu bekerja cepat, kreatif, dan komunikatif. Saya terbuka untuk diskusi fitur utama dan pengembangan tahap awal.

    $40 / hr Average bid
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    Freelance Opportunity | Full Stack Developer (m/w/d) | ANÜ-Projekt Für ein strategisch wichtiges Projekt im Umfeld Climate Risk & Naturgefahrenbewertung suchen wir einen erfahrenen Full Stack Entwickler (freiberuflich). Projektinhalt Du arbeitest an der Neu- und Weiterentwicklung einer cloudbasierten Plattform zur Analyse von Klima- und Naturkatastrophenrisiken. Dabei kombinierst du moderne Softwareentwicklung mit Daten-, Geo- und KI-Komponenten. Deine Aufgaben Entwicklung von Frontend- & Backend-Komponenten (Java / Spring Boot & Angular) Integration neuer Features in bestehende Systemlandschaften Mitarbeit an Cloud- & DevOps-Strukturen (Azure) Einbindung von Machine Learning & NLP-Komponenten Verarbeitung & Analyse geographischer Daten Qualitätssic...

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    Estou procurando um desenvolvedor de IA habilidoso para criar um agente de vendas que interaja com meus clientes pelo WhatsApp. O agente de IA será responsável por responder perguntas frequentes para auxiliar nas vendas de nossos produtos físicos. Requisitos principais: - O agente deve ser capaz de responder a perguntas frequentes dos clientes. - O sistema deve ser integrado ao WhatsApp para uma comunicação fácil. - O candidato ideal deve ter experiência em desenvolvimento de IA e integração de chatbots com plataformas de mensagens. Habilidades e experiências ideais: - Proficiente em processamento de linguagem natural (PNL) - Experiência em desenvolvimento de chatbots - Familiaridade com a API do What...

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