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videodb
VideoDB Documentation
  • Pages
    • Welcome to VideoDB Docs
    • Quick Start Guide
      • Video Indexing Guide
      • Semantic Search
      • How Accurate is Your Search?
      • Collections
      • Public Collections
      • Callback Details
      • Ref: Subtitle Styles
      • Language Support
      • Guide: Subtitles
    • Visual Search and Indexing
      • Scene Extraction Algorithms
      • Custom Annotations
      • Scene-Level Metadata: Smarter Video Search & Retrieval
      • Advanced Visual Search Pipelines
      • Playground for Scene Extractions
      • Deep Dive into Prompt Engineering : Mastering Video Scene Indexing
    • Multimodal Search
      • Multimodal Search: Quickstart
      • Conference Slide Scraper with VideoDB
    • Real‑Time Video Pipeline
    • Meeting Recording Agent Quickstart
    • How VideoDB Solves Complex Visual Analysis Tasks
    • Generative Media Quickstart
      • Generative Media Pricing
    • Examples and Tutorials
      • Dubbing - Replace Soundtrack with New Audio
      • VideoDB x TwelveLabs: Real-Time Video Understanding
      • Beep curse words in real-time
      • Remove Unwanted Content from videos
      • Instant Clips of Your Favorite Characters
      • Insert Dynamic Ads in real-time
      • Adding Brand Elements with VideoDB
      • Eleven Labs x VideoDB: Adding AI Generated voiceovers to silent footage
      • Elevating Trailers with Automated Narration
      • Add Intro/Outro to Videos
      • Enhancing Video Captions with VideoDB Subtitle Styling
      • Audio overlay + Video + Timeline
      • Building Dynamic Video Streams with VideoDB: Integrating Custom Data and APIs
      • Adding AI Generated Voiceovers with VideoDB and LOVO
      • AI Generated Ad Films for Product Videography: Wellsaid, Open AI & VideoDB
      • Fun with Keyword Search
      • AWS Rekognition and VideoDB - Intelligent Video Clips
      • AWS Rekognition and VideoDB - Effortlessly Remove Inappropriate Content from Video
      • Overlay a Word-Counter on Video Stream
      • Generate Automated Video Outputs with Text Prompts | DALL-E + ElevenLabs + OpenAI + VideoDB
    • Dynamic Video Streams
      • Ref: TextAsset
      • Guide : TextAsset
    • Transcoding Quickstart
    • director-light
      Director - Video Agent Framework
      • Agent Creation Playbook
      • How I Built a CRM-integrated Sales Assistant Agent in 1 Hour
      • Make Your Video Sound Studio Quality with Voice Cloning
      • Setup Director Locally
    • github
      Open Source Tools
      • llama
        LlamaIndex VideoDB Retriever
      • PromptClip: Use Power of LLM to Create Clips
      • StreamRAG: Connect ChatGPT to VideoDB
    • zapier
      Zapier Integration
      • Auto-Dub Videos & Save to Google Drive
      • Create & Add Intelligent Video Highlights to Notion
      • Create GenAI Video Engine - Notion Ideas to Youtube
      • Automatically Detect Profanity in Videos with AI - Update on Slack
      • Generate and Store YouTube Video Summaries in Notion
      • Automate Subtitle Generation for Video Libraries
      • Solve customers queries with Video Answers
    • n8n
      N8N Workflows
      • AI-Powered Meeting Intelligence: Recording to Insights Automation
      • AI Powered Dubbing Workflow for Video Content
      • Automate Subtitle Generation for Video Libraries
      • Automate Interview Evaluations with AI
      • Turn Meeting Recordings into Actionable Summaries
      • Auto-Sync Sales Calls to HubSpot CRM with AI
      • Instant Notion Summaries for Your Youtube Playlist
    • mcp
      VideoDB MCP Server
    • Edge of Knowledge
      • Building Intelligent Machines
        • Part 1 - Define Intelligence
        • Part 2 - Observe and Respond
        • Part 3 - Training a Model
      • Society of Machines
        • Society of Machines
        • Autonomy - Do we have the choice?
        • Emergence - An Intelligence of the collective
      • From Language Models to World Models: The Next Frontier in AI
      • The Future Series
    • videodb
      Building World's First Video Database
      • Multimedia: From MP3/MP4 to the Future with VideoDB
      • Dynamic Video Streams
      • Why do we need a Video Database Now?
      • What's a Video Database ?
      • Enhancing AI-Driven Multimedia Applications
      • Misalignment of Today's Web
      • Beyond Traditional Video Infrastructure
      • Research Grants
    • Customer Love
    • Team
      • videodb
        Internship: Build the Future of AI-Powered Video Infrastructure
      • Ashutosh Trivedi
        • Playlists
        • icon picker
          Talks - Solving Logical Puzzles with Natural Language Processing - PyCon India 2015
      • Ashish
      • Shivani Desai
      • Gaurav Tyagi
      • Rohit Garg
      • VideoDB Acquires Devzery: Expanding Our AI Infra Stack with Developer-First Testing Automation
videodb
VideoDB Documentation
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Talks - Solving Logical Puzzles with Natural Language Processing - PyCon India 2015

Talks - Solving Logical Puzzles with Natural Language Processing - PyCon India 2015

Transformers leading the charge of NLP today. I’ve always been a big fan of unsupervised learning. It unravel a natural pattern in reality represented by data in any modalities.
Here is my talk on Word Embeddings and How it completely changed the NLP space and research that followed. Exploring early signs of logical capability, special and temporal understanding of world through embeddings -

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