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Vector Database as a Big Data Analysis Tool for AI Agents Workflows from the webinar "Build production-ready AI Agents with Qdrant and n8n". This series of workflows shows how to build big data analysis tools for production-ready AI agents with the help of vector databases. These pipelines are adaptable to any dataset of images, hence, many production use cases. Uploading (image) datasets to Qdrant Set up meta-variables for anomaly detection in Qdrant Anomaly detection tool KNN classifier tool For anomaly detection 1. This is the first pipeline to upload an image dataset to Qdrant. The second pipeline is to set up cluster (class) centres & cluster (class) threshold scores needed for anomaly detection. The third is the anomaly detection tool, which takes any image as input and uses all preparatory work done with Qdrant to detect if it's an anomaly to the uploaded dataset. For KNN (k nearest neighbours) classification 1. This is the first pipeline to upload an image dataset to Qdrant. The second is the KNN classifier tool, which takes any image as input and classifies it on the uploaded to Qdrant dataset. To recreate both You'll have to upload crops and lands datasets from Kaggle to your own Google Storage bucket, and re-create APIs/connections to Qdrant Cloud (you can use Free Tier cluster), Voyage AI API & Google Cloud Storage. [This workflow] Batch Uploading Images Dataset to Qdrant This template imports dataset images from Google Could Storage, creates Voyage AI embeddings for them in batches, and uploads them to Qdrant, also in batches. In this particular template, we work with crops dataset. However, it's analogous to uploading lands dataset, and in general, it's adaptable to any dataset consisting of image URLs (as the following pipelines are). First, check for an existing Qdrant collection to use; otherwise, create it here. Additionally, when creating the collection, we'll create a payload index, which is required for a particular type of Qdrant requests we will use later. Next, import all (dataset) images from Google Cloud Storage but keep only non-tomato-related ones (for anomaly detection testing). Create (per batch) embeddings for all imported images using the Voyage AI multimodal embeddings API. Finally, upload the resulting embeddings and image descriptors to Qdrant via batch upload.

Automated YouTube Shorts Creator from Google News Trends Transform trending Google News articles into engaging YouTube Shorts with this fully automated workflow. Save time and effort while creating dynamic, eye-catching videos that are perfect for content creators, journalists, and digital marketers. Key Features Trend Analysis: Automatically fetch Google News articles and entertainment trends every 24 hours. AI-Powered Video Creation: Generate accurate transcripts from articles using Deepseek AI. Create visually appealing backgrounds with AI image generation tools. Add voiceovers with ElevenLabs TTS or similar services. Dynamic Video Compilation: Combine images, audio, and background music to craft short, dynamic videos. Fully customizable video length and music selection. YouTube Integration: Upload videos directly to YouTube, complete with autogenerated titles and descriptions. Organized Management: Titles and descriptions are saved to a Google Sheet for easy tracking and editing. How It Works Fetch trending topics from Google News using Deepseek. Convert the article's content into a readable transcript. Automatically create a voiceover, generate visuals, and combine them into a complete video. Upload the video to YouTube with a dynamic caption and description. Who Is It For? Content creators looking to expand their reach on YouTube Shorts. News agencies aiming to deliver content faster. Digital marketers needing quick, engaging videos. Setup Requirements API keys for Google News, ElevenLabs, OpenAI, and Deepseek. Basic knowledge of API integration and video content creation. Start creating trending, eye-catching YouTube Shorts in minutes. Automate your workflow and stay ahead in the content game!

AI-Powered Workflow for Automated Video Creation Overview This workflow is designed for individuals and businesses looking to streamline the creation of engaging promotional videos. Whether you're marketing a product or developing a personal brand, this AI-driven system automates the entire video production process, from script generation to final video upload. Key Features 🎙️ AI-Generated Voiceovers with ElevenLabs Using ElevenLabs, this workflow converts text-based scripts into natural-sounding voiceovers, making your videos more engaging and professional. ✍️ Enhanced Prompt Engineering with Together AI To ensure high-quality content, Together AI refines and optimizes prompts, helping generate more compelling narratives and animations. 🎥 Image-to-Video Conversion with Hailuo AI With Hailuo AI, static images are transformed into dynamic animated videos, allowing for visually appealing content without the need for manual editing. 🧠 Intelligent Processing with OpenAI Various inference tasks, such as text generation and content refinement, are handled by OpenAI, ensuring smooth and efficient video production. Automated Video Upload & Sharing 📊 Google Sheets Integration Once the video is created, its downloadable URL is automatically uploaded to a Google Sheets document, making it easy to access and manage content. Add video title, video url, video status columns for tracking and archiving. 📢 Multi-Platform Distribution Users can download and upload the generated videos to major social media platforms, including Facebook, YouTube, Instagram, and TikTok, maximizing reach and engagement. Who Can Benefit? This workflow is ideal for: Marketers looking to create fast, automated promotional videos Content creators who want to streamline video production Businesses seeking an efficient way to generate engaging product showcases By leveraging the power of AI, this workflow simplifies video creation, saving time while delivering high-quality content. 🚀

Automated YouTube Bedtime Story Video Generator (No Code) n8n Workflow Free Support: Setting up and getting the workflow tailord to your needs. One small free adjustment included. Transform your creative ideas into enchanting bedtime story videos with this fully automated n8n workflow. Designed for content creators, digital marketers, and storytellers, this tool streamlines the process of turning audio recordings into professional, engaging YouTube videos. Samautomation.work You will have the best and cheapest video rendering service online. Check the website for more information. You can customize every video and change all these settings: Change the aspact ratio to 16:9 for long form content. Check the API docs for more information. "settings": { "aspect_ratio": "9:16", "background_volume": 0.15, "voice_volume": 1.0, "font": "bangers", "font_size": 40, "text_color": "blue", "stroke_color": "white", "stroke_width": 10, "disable_captions": "true" More information on: Samautomation.work support Contact our whatsapp support if you have any questions, we are ready to assist with customizing the template if needed. Key Features Seamless Audio-to-Text Conversion:** Utilize OpenAI Whisper to convert audio recordings into accurate transcripts, ensuring every word of your story is captured. AI-Powered Image Generation:** Automatically generate beautiful, thematic visuals using advanced AI image tools that create captivating 16:9 backgrounds tailored for bedtime stories. Dynamic Video Compilation:** Merge images, voiceovers, and background music into a polished video with a few clicks. Customize video length, style, and audio levels to match your vision. Automated YouTube Integration:** Upload your videos directly to YouTube complete with autogenerated titles, descriptions, and metadata. Manage your content easily with real-time updates. Efficient Workflow Management:** Track your projects via Google Sheets and receive instant notifications through Telegram, keeping you always in the loop. Cost Efficiency:** Each video costs only 25 cents to produce, making this solution incredibly affordable for large-scale content creation. How It Works Capture & Transcribe: Record your bedtime story and let OpenAI Whisper transcribe the audio into text. Generate Stunning Visuals: Use integrated AI image generation to create dreamy visuals that complement your narrative. Compile Your Video: Combine the visuals, transcripts, and background music into a complete video ready for distribution. Publish & Manage: Automatically upload your video to YouTube, with all details saved and tracked in Google Sheets for seamless management. Who Is It For? This workflow is perfect for: Content Creators** looking to effortlessly produce engaging bedtime story videos. Digital Marketers** aiming to boost video content output without heavy manual intervention. Storytellers & Educators** who want to bring their narratives to life with a professional finish. Small Businesses & Startups** seeking scalable video production solutions. Setup Requirements API keys for OpenAI, Google Cloud Storage, and YouTube. Basic familiarity with n8n and API integration. A passion for storytelling and creative video production. Video Rendering with samautomation.work Start automating your video creation process today and captivate your audience with enchanting bedtime stories. With this workflow, you can save time, enhance productivity, and focus on what you do best—telling magical stories, all while keeping your production cost at just 25 cents per video! Ready to transform your content game? Get your Automated YouTube Bedtime Story Video Generator now and start creating charming videos in minutes! Demo video Check out the link to the demo video of the end result.