Ai Tools Research
  • 🔲About Ai Tools Research
    • AI Adoption Consultation & Training Services
      • Build an Ethical Platform for AI
      • Corporate AI Safety Guidance
        • Why AI ethics?
        • Principle of Discriminatory Non-Harm
      • Training Services
        • Training Courses
          • The Full Applied GenAI Curriculum
          • Gemini Training Courses
        • Corpus Creator
    • LLM Performance Benchmarks
      • LLM Benchmarks Master List
        • LLM Benchmark Categories
      • Size, Quality and Cost of Training Data in LLM’s
      • LLM Benchmarks and Tasks
        • Chatbot Arena
          • How to use ChatBot Battle Arena
        • LLM Capabilities Test
        • Benchmarking of Large Language Models
        • F1 score (F-measure one)
        • Foundation Model Transparency Index
        • TriviaQA (5-Shot)
        • QuALITY (5-Shot)
        • Codex P@1 (0-Shot)
        • RACE-H (5-Shot)
        • ARC-Challenge (5-Shot)
        • GSM8k (0-Shot CoT)
        • MMLU (Massive Multitask Language Understanding)
          • MMLU (5-Shot CoT)
          • MMLU
        • SOTA in Artificial Intelligence
        • Context Window Size
      • Alpaca 2.0 Evall
    • Youtube Videos Directory
      • T981g - Post AGI Economics
        • Post-AGI Economics (Part 1)
        • Post-AGI Economics (Part 2)
      • T981m - Path to AGI -Debates, Definitions, and the Future Ahead
      • AI Explained: Tracing Intelligence from Mammals to Machines
      • Artificial Super Intelligence (ASI)
      • The Path From AI to ASI
        • T701 - The Stages of AI Evolution Final
        • T703 - A Decentralized Path to AGI and ASI
        • What is Artificial Intelligence (Ai) and what are Ai Neural Networks
      • AI Trends of Next Two Years
      • AI in Programming: Threat to Jobs or a Tool for Enhancement?
    • Frequently Asked Questions (FAQs)
      • A Typology of AI
        • AI Taxonomy
        • Difference between Symbolic Language and Natural Language
      • Variational Autoencoders (VAEs), Generative Adversarial Networks (GANs) and Diffusion Models
      • What is 'Latent Space' in Image Generation?
      • What is LoRA and How does LoRA work
      • What is Gradient Descent?
      • Page 1
      • What is 'Inpainting' & 'Outpainting' ?
      • What is 'DPO' in LLM Training?
      • What is 'One-Shot' Learning?
      • FAQs on LLM Training and Data Labelling
        • LLMs Main Concepts Explained
        • LLM Evaluation
        • Building Datasets
          • Kili Technology
          • Text Annotation
          • SmartOne Data Labeling Services
        • What is an 'Uncensored LLM'
          • Open Source AI Will Outcompete Google and OpenAI
        • What are Parameters in LLMs?
        • Parameters vs Tokens in LLMs?
        • What are Model Weights?
        • What is 'Inference Cost'?
        • Training Corpus and Datasets
          • Open-Sourced Training Datasets for LLMs
          • Datasets List from Dr. Alan Thompson
          • Corpus Used by Large Language Models (LLMs) for Different Applications
        • What are 'Tokens' ?
        • What are Token Limits?
        • What Are Context Windows?
          • Is 'Context Window' and 'Token Limit' the same?
          • LLM with Largest Context Window?
          • Tokens, Words and Pages
        • How to Fine Tune LLMs?
        • Case Study of Fine-Tuning an LLM
          • How to'Tokenize' the data?
          • What are OOV Tokens?
          • Arrays and Tensors
            • Difference between Numpy and TensorFlow
            • NumPy or TensorFlow?
          • Setting Training Parameters
          • Do you need to adjust Model Weights during training?
          • Why do some models have 'Open Weights' and others 'Closed Weights'?
          • Inference Parameters vs. Training Parameters
          • AutoTrain LLMs at HuggingFace
            • 'TheBloke' at Huggingface?
            • What are GGUF Format Model Files?
            • What does 'Mistral 7B quantized in 4-bit with AutoAWQ' mean?
            • What does a 'Quantized Version' of an LLM mean?
        • What is "RAG," (Retrieval-Augmented Generation)?
          • 𝐑𝐀𝐆 𝐅𝐫𝐨𝐦 𝐒𝐜𝐫𝐚𝐭𝐜𝐡
        • What does "Release Base, Instruct and Reward Model" mean?
    • Articles and Transcripts
      • Fine Tuning LLMs for Use Cases
        • Fine Tuning for Risk Mgmt.
        • LoRA - Low-Rank Adaptation
      • Natural Language Processing Guides
        • Basic Guide-Natural Language Processing (NLP)
        • Comprehensive Guide to NLP [2023 Edition]
      • SLM's vs. LLM's
      • Python Tools
        • API Protocols
        • Top Python Libraries and Frameworks for Various Domains
        • 5 Layers of Software Development
        • LM Studio -Open Source LLM Installer
          • LM Studio
        • Chainlit.io
      • Deploying LLMs on Local Machine
        • Microsoft AutoGen Studio
        • Ollama
        • Gradio Web UI for LLMs
        • Pinokio -Install and Run Servers & AI Apps
      • LLM Use Case and Fine-Tuning and Training Costs
      • How to Build a LLM from Scratch
        • 1. Evaluate Financial Costs involved
        • 2. Data Curation
          • GPT-4 Tokens
        • 3. Model Architecture
        • 4. Training the Model at Scale
        • 5. Evaluating the Model
      • Databases and LLMs
        • Database-Mind
  • 🔲LARGE LANGUAGE MODELS (LLM's)
    • GOOGLE Gemini
      • Bard (Google)
      • Gemini 1.0
      • Gemini Advanced
    • META
      • LlaMA-3
      • Chameleon: Mixed-Modal Early-Fusion Foundation Models
    • Claude (Anthropic)
      • Claude 2 Parameters
    • Earnie AI (Baidu)
    • Microsoft
      • Bing Chat (Microsoft)
    • DeepMind
      • Personal AI (Pi)
    • OpenAI
      • ChatGPT-4 (OpenAi)
        • Is GPT-4 Open Source?
        • ChatGPT can now See, Hear, and Speak
      • ChatGPT-4 Turbo, Custom GPTs and AI Agents
    • Open Source LLMs
      • Open Source Image Models
        • Florence-2: Vision foundation model (Microsoft)
        • Würstchen: Fast Diffusion for Image Generation
        • Omni-Zero
      • Snowflake Arctic 128 Experts MoE
      • Mistral 7B
        • Mistral 7B Installation on Windows Locally
        • Mistral 7B Model Card-V0.1
        • Inference Parameters for Mistral 7B
      • Mixtral 8X-7B
        • Installing Mixtral 8X-7B
      • Llama 2 (Meta)
        • Installing and Using Llama 2 Locally
      • FALCON LLM
        • Deploy FALCON-180B Instantly
      • LLaVA 1.5
        • LLaVA 1.5: Best Open Source Alternative To GPT-4V
      • BLOOM
      • MPT-7B
      • Vicuna-13B
      • X-Ai's Grok
      • Qwen 2, 72B
      • DBRX (DataBricks)
      • Nemotron-4, 340B (NVidia)
        • Moshi by Kyutai
        • Performance Benchmarks
        • Nemotron 340B, Training Data
      • Florence2
  • Ai Tools Main Categories
    • 🔲TEXT & WRITING
      • Copywriting
        • Jasper
        • Rytr
        • Copy.ai
        • AI Writer
        • ShortlyAI
        • Article Forge
        • ClosersCopy
        • Typewise
        • Grammarly
        • DeepAI
        • Wordtune
      • Scriptwriting & Screenwriting
        • Celtx
        • AiScreenwriter
        • WriterDuet
        • Boords
        • StudioBinder
          • Guide to Scriptwriting
          • StudioBinder - Video
      • Story Teller / Story Writing
        • Quillbot
        • Sassbook
        • Authors.ai
        • Novel AI
        • Headlime
        • Simplified AI
        • DeepStory
        • Sudowrite
        • Compose AI (Facebook)
        • HyperWrite
        • AI Dungeon
        • Inkforall
        • Bramework
        • Plot Generator
        • StoryLab.ai
        • Charisma
        • InferKit
      • Storyboarding Tools
        • Storyboarder by Wonder Unit
        • Storyboard That
        • Krock.io (Storyboard AI)
          • Krock.io Tutorials
        • StoryboardHero AI
          • How StoryboardHero AI Works
        • FrameForge
      • Other General AI Text Tools
        • Paraphraser
        • Summarizing Tools
        • Language Translation
        • Email Assistants
          • Gappsy
      • AI Personal Assistants
        • TextCortex AI Assistant
    • 🔲AUDIO, SPEECH & MUSIC
      • SonicVisionLM
      • Text to Speech (TTS)
        • Murf AI
        • RunwayML Text-to-Speech
        • Speechify
        • Natural Readers.com
        • ElevenLabs - Prime Voice
        • ChatTTS
        • Google Text-to-Speech
        • Narakeet
          • The Narakeet story
        • Uberduck
        • TTS Technologies
      • Audio Editing
        • Audicity
      • Voice Changers / Cloners
        • Preventing the Harms of AI-enabled Voice Cloning
        • Metavoice Voice Changer
        • * OpenVoice: Open Source Voice Cloning
        • MARS5 TTS
        • RVC WebUI
          • Tutorial on How to Use RVC WebUI
        • Tortoise TTS (Text to Speech & Cloning)
          • Tutorial on How to Clone a Voice using Tortoise-TTS
        • Voice.ai
      • Video & Audio Transcription and Translation
        • Otter.ai
        • Cockatoo
        • AURIS Speech to Text
        • Whisper AI (OpenAI)
          • Command Line usage
          • Languages
          • Model Card of Whisper
        • Rask AI
        • Meta Speech-to-Speech Translation
        • Maestro AI
      • Music Generation
        • Musical Genres, Vibes and Themes
          • Musical genres
          • Most Popular Themes In Songs
          • The 13 moods of music?
        • AIVA Music Composer
        • Suno.Ai
        • Udio
        • Stable Audio
        • Google MusicFX
        • AudioCraft (Meta/Facebook)
          • Installing Audiocraft
          • How To Install Audiocraft Locally
        • Audio Cleanup - Noise Removal
          • Goyo -AI Noise Reduction Plugin
          • Goyo vs ClarityVX Audio Clean Up- comparion
        • Other AI Music Tools
      • Descript
      • Lip Sync & Animated Avatars
        • Lip-Sync Articles & Resources
          • Wav2Lip Alternatives and (Jun 2023)
          • Top 10 Best Lip Sync Apps - June 2023
          • Five Lip-Sync Tools
          • 60 Best Lip Synching AI Tools
        • Hallo Portrait Animation
        • Hedra’s Character-1
        • Wav2Lip
        • AniPortrait
          • AniPortrait Tuturials
        • LivePortrait
          • LivePortrait Tutorials
        • ReadyPlayerMe (3D Models only)
        • Sync Labs (Wav2Lip compatible)
        • Lalamu Studio
          • Notes/Observations
        • TokkingHeads LipSync
        • DupDub Ai
        • D-ID
          • Notes/Comments
        • DeepFacelive
        • EMO: Emote Portrait Alive (AliBaba)
          • Lipsync AI by Emotech (3D Models Only)
        • VASA-1, AI Face Animator (Microsoft)
    • 🔲VIDEO & ANIMATION
      • Video Synthesis (Generation)
        • Google Video
          • MAGVIT (Google)
          • Video Poet (Google)
          • Lumiere
        • Alibaba Research Lab
          • EMO: Emote Portrait Alive
          • MaTe3D
          • VividTalk
          • Outfit Anyone
          • Cloth2Tex
        • Meta
          • Make-A-Video
          • Emu Video tools
        • Apple
          • Matr-yoshka Diffusion Models (MDM)
        • Kaiber.ai
          • AI Technology used by Kaiber
          • Kaiber Tutorials
        • ⭐Runway ML
          • Technology used by Runway
          • Pricing Plans
          • Runway AI vs Pika Labs
        • Modelscope
        • ZeroScope
        • Deforum
          • Technology used by Deforum
          • How-To Videos
        • Neural Frames AI
        • ⭐Pika Labs
          • AI Technology used by Pika Labs
          • Tutorials
            • Pika Labs Motion Aware Text2Video
            • Mastering Pika 1.0
            • Pika 1.0 First Look
            • Extending Pika.AI Video Duration
        • Genmo.Ai
        • Moonvalley
        • ⭐Morph Studio - Stability AI
        • LensGo AI
          • LensGo Tutorials
        • Stable Diffusion Video
          • Stable Diffusion Video Tutorial
        • i2vGen-XL (Image to Video)
        • PromeAI
        • Assistive Video
          • Assistive Video Review
          • Assistive Video API
        • ⭐PixVerse
          • PixVerse - Next-Gen AI Video Synthesis
        • DomoAI Video Transformation
        • Artflow.ai
          • Does Artflow.Ai use LoRA to train their Models?
          • Tutorial
        • Boximator
        • AI Animation
          • Sketch.metademo
          • MagicAnimate
        • ⭐LTX Studio
          • LTX Studio Tutorial
        • ⭐Haiper AI
        • ⭐Luma Dream Machine
        • ⭐Kling.Ai
        • ⭐SORA (OpenAI)
          • SORA Technical Explanation
        • ⭐Vivago.ai
      • Video Production & Editing
        • Visla AI
        • Colossyan Creator
        • HeyGen
        • Lumen5
        • Magisto / Vimeo
        • Pictory
        • Fliki.ai
          • Fliki Review: Is it Worth it?
          • Fliki Features
        • VEED
        • AI Studios
        • Kreado.Ai
          • Ai Talking Photos
        • Synthesia
          • Synthesia AI Neural Networks for training data for Avatars
          • Review of Synthesia
          • Nvidia-backed Synthesia
        • InVideo
        • Wondershare Filmora
        • Wondershare VIBRO.AI
          • Create Realistic Ai Avatar
          • Company Information
          • Pricing
        • Clipchamp (Microsoft)
          • Auto-captions
        • DaVinci Resolve
        • Canva Video Editing
          • Canva Graphic Design
          • Using Canva
        • CapCut
        • Cloudinary
        • Neiro.Ai
        • Opus Clip
        • DupDub.ai
          • DupDup Avatars
        • Genny by LOVO
        • Descript
      • Video Enhancement & VFX
        • Topaz Video AI
        • Pixop Video Upscaler
        • Wonder Studio VFX
          • Pricing and Addition Info
        • HitPaw Video Encoder
        • Adobe Firefly
        • Vmake AI
      • 3D Asset Creation Generative AI Tools
        • Meshy Text-to-3D
        • PIFuHD
        • Sloyd.ai
        • Google DreamFusion
        • Masterpiece Studio
        • Gepetto.ai
        • Get3D by Nvidia
        • Instant NeRF (Nvidia)
        • Point-E
        • 3DFY.ai
        • Stable Diffusion for Blender
        • Reallusion Platform for Character Creators
          • iClone 8 (IC8)
          • Character Creator (CC)
          • Cartoon Animator
          • ActorCore
        • Character Creator 3
        • HeroMachine
        • Picrew
        • Storior
        • Genie 3D (Luma Labs 3D Model)
          • How to use Luma Genie 3D
        • Avatars
          • BHuman.Ai
            • BHuman.Ai Tutorials
      • 3D Virtual Worlds
        • Spline AI
        • Blockade Labs Skybox
      • Objects,Scenes & MoCap to 3D and Animation
        • Wist
        • Luma AI
        • DeepMotion Animate 3D
        • Wonder Animation
    • 🔲IMAGES, ART & DESIGN
      • Image Generation
        • Ideogram.Ai
          • Ideogram Tutorial
        • Microsoft Bing Image Creator
        • Imagen (Google)
        • ImgCreator.Ai
        • Playground.ai
        • Stable Diffusion
          • Stable Diffusion in Layman's Terms
          • Stable Diffusion and VAE
          • How-To Videos
        • RunDiffusion
        • Clipdrop by Stability.Ai
          • Full Clipdrop Toolkit
        • Invoke.ai
        • DreamStudio (StabilityAI)
        • Leonardo.Ai
        • DALL-E (OpenAI)
          • Biggest ChatGPT Update: DALL·E 3, Voice-Chat, Image Input!
        • Magnific Relight (OpenAI)
        • MidJourney
        • PicSi.ai / InsightFaceSwap
          • InsightFaceSwap
        • PicSo.ai
        • ArtSmart.ai
        • Lexica.art
        • CM3leon (Meta)
          • Meta CM3leon AI vs OpenAI Dall-E 2
        • Synthesys X
        • Starry AI
        • Blue Willow
        • DragGAN
        • NightCafe AI
        • Imagine AI Art Generator
        • EMU Image Generator (Meta)
          • EMU Image Generator News
        • Krea.AI (Pencil Sketch to Image)
          • Krea Prompts
        • SeaArt AI
        • Scenario
          • Create Consistent Characters
        • Fooocus
          • Fooocus - SDXL
          • Fooocus Training Videos
            • FaceSwap and Consistent Characters
            • Inpainting and Outpainting
            • LoRA's, Styles and Models
            • Features Tutorial
            • Fooocus Photorealistic Images
          • Fooocus Installation
            • Minimal Hardware Requirement
            • Installing Fooocus
              • Video on Fooocus
            • Default Models
            • Download
            • List of "Hidden" Tricks
            • Customization
            • All CMD Flags
            • Advanced Features
          • Running Fooocus
          • Fooocus FAQs
            • What is PyraCanny?
            • Fooocus - Face Swap
        • OmniZero for Zero-shot stylized Portrait
        • Artist
      • Image Editing Tools
        • Remove.bg
        • Adobe Photoshop with Generative AI
          • Generative AI Technologies and Models used by Adobe
          • AI Tools from Adobe for AI-Video
        • LeiaPix (Image to 3D Video)
        • Synthetik Studio Artist
        • Magnific Image Upscaler
          • Magnific.AI -vs Midjourney Upscaler Comparison
        • Photopea
        • Nero Studio AI
      • Design & Design Assistant
      • Adobe Firefly
    • 🔲PROGRAMMING & CODE
      • CODE Generators
        • GPT Pilot
        • Cursor IDE
          • Command K
          • Chat
          • Copilot++
          • @ Symbols
          • Codebase Answers
          • Docs
          • Auto-Debug
          • Fix Lints
        • AlphaDev (DeepMind)
        • AIDER
        • Locofy
        • Phind
          • Phind Technical Specs
        • GitHub Copilot
        • Tabnine
        • DeepCode
        • CodeT5
        • WPCode
        • Visual Studio IntelliCode
        • AlphaCode (DeepMind)
        • AskCodi
        • AIXcoder
        • PyCharm
        • ChatGPT (GPT-3/4)
        • Codiga
        • Smol Developer
        • Jedi
        • Cody (Sourcegraph)
        • Wing Python IDE Pro
        • Ponicode
        • Polycoder
        • DevOpsGPT
        • CodeWhisperer (Amazon)
      • Lanchain
      • VS Code - Source Code Editor
      • Low-Code/No-Code
      • Spreadsheets
      • Database Design and SQL Programming
      • Testing & QA
        • Diffblue Unit Tests for Java Apps
        • EvoSuite
    • 🟢Prompt Design and Engineering
      • IMAGE Prompts Guide
        • Image Types and Art Styles
          • Digital Art Styles
            • Digital Illustration
            • Sumic.mic
            • ArtStation
            • Minimalistic Line Art Drawing
            • Neotraditional Tattoo Design
            • Manga
            • Steampunk
          • Renowned Artists
            • Greg Rutkowski
            • Paul Zizka
            • Raffaello Ossola
            • Martin Wittfooth
            • Luigi Spano
            • Vladimir Kush
            • Martin Schoeller
            • Yoshiyuki Sadamoto
            • Yoko Taro
            • Tom Bagshaw
            • Yoshitaka Amano
            • Zdzislaw Beksinski
            • Boris Vallejo
            • Alphonse Mucha
            • Gustav Klimt
            • Hiro Oda
            • Michael Cheval
            • Tanvir Tamim
          • Art Terms you should be using in Generative Art
            • 20 Art Terms you Should be Using in Midjourney AI
            • Prompts Secrets: 20 Midjourney Art Styles to Make your AI images POP
            • 20 MORE Art Styles -More Magic Midjourney Prompts
            • 20 illustration art styles to try in Midjourney
        • Lighting and Ambience
        • Camera Instructions
        • Output Aspect Ratio
          • Complete List of Aspect Ratio's
        • Seeds, Weights, and Prompt Parameters
        • Negative Prompts
        • Help with Prompt Terms
          • Global illumination (GI) Scattering Glowing Shadows
          • Trending on Artstation, by artgerm
          • H.R Giger and Beksinski
          • Misato Katsuragi
          • Fractal Isometrics details Bioluminescence
          • Neo-noir
          • Ray tracing, ambient occlusion, txaa ssao, etc.
          • Prywinko Art
          • Studio Ghibli
          • Phrase - Visual Poetry by Yukisakura
          • Volumetric (3D Representation or Depth and Dimension)
          • Ray Tracing and Ray-Traced Lighting
          • Octane Render and Unreal Engine 5
          • Glibatree
      • IMAGE Models
        • IDEOGRAM Prompts
          • Logos
          • Banners for Social Media Pages
          • Oil Paintings
          • Fantasy
          • Posters
          • Abstract Patterns
          • Text Captions
            • Neon Lettering
            • Embroidery
          • Signs
          • Androids and Cyborgs
          • Illustrations
        • LEONARDO Prompt Guide
          • Ultimate Prompt Generating Machine
          • Male Portraits/Images
          • Female Portraits/Images
            • European Women
            • American Women
            • Elderly Women
            • Woman in stunning Thai dress
            • Beautifully designed dress adorned with golden embroidery
          • General Scenes
          • Illustrations and Creative
          • Patterns, Logos and Designs
          • Greco-Roman
          • Vikings
          • Historic Scenes
          • Islamic and Arabs
        • DALL-E3 Prompt Guide
          • Industrial Age Prompts
          • Vintage Images
          • Sci-Fi and Futuristic
            • Androids
            • Humanity in Year 2039
            • Gen-AI Revolution
              • Video Synthesis and Movie Making
              • Voice Synthesis and Cloning
            • Classrooms
            • On a Farm
            • In an Office
            • Sports
            • Festive Humans and Humanoids
          • Historic Characters and Scenes
            • Scientists
            • Mongols and Chinese
            • Greco Romans
            • Islamic History
            • Guru Nanak
          • Objects
      • TEXT Generation Prompts
        • Claude 3 Prompt Library
      • VIDEO Synthesis Prompts
        • Text to Video Prompt Techniques
        • Pixverse Examples
          • Cinematic wide angle view
          • Close-up shot
          • Image to Video Examples
        • Pika Labs Prompts
          • Pika Labs Negative Prompts
        • Runway 3
          • Page
        • Hotshot
      • IMAGE TO TEXT Prompts
        • CLIP Interrogator
        • img2prompt
        • Replicate (Image-to-Text)
      • Hallucinations in LLMs
      • Prompt Generators
        • Prompt GPTs
          • Humans and Humanoids
        • G-Prompter
        • PromptMoat
          • Blade Runner Blues
        • PromptPerfect
          • PromptPerfect Resources
        • Weloveai.ca
        • Creative fabrica
        • Dair AI Prompt Engineering Guide
        • Vercel.ai Prompt Engineering
        • Brex's Prompt Engineering Guide
        • PromptoMANIA
    • 🔲AI RESOURCES
      • Custom GPTs (Open Ai)
        • Find the perfect AI Tool or GPT for your use case.
        • OpenAi GPT Store
        • GPTs Directory
          • GPTs for Research
          • GPTs for Video
          • GPTs for Image Generation
      • Huggingface
        • Models
      • Stock Photos and Videos
        • WireStock
          • Wirestock.io news, Oct 2023
        • Envato Elements
      • Promising Projects
        • GPT4RoI
        • Simulon VFX Tool
        • IP Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models
        • ConceptLab Creative Generation Framework
        • Dual-Stream Diffusion Net (DSDN) for Text-to-Video Generation
        • CoDeF
        • 3D Gaussian Splatting for Real-Time Radiance Field Rendering
        • MotionGPT
        • PanoHead
        • Rerender A Video
        • Picsart-AI-Research
        • Point-E (Open AI)
        • MagicAvatar
        • MagicEdit
        • Würstchen: Fast Diffusion for Image Generation
        • Zero-1-to-3 (Image to 3D)
      • Replicate.com
      • Katonic Playground
      • Vercel AI SDK
      • Cool Apps
      • Upscaling / Super-Resolution
      • Decentralized LLM's
        • PETALS
        • TAO Bittensor
        • Zarqa - Neural-Symbolic LLM
      • Singularity Twin Protocol
        • Introduction
        • Why Twin Protocol is Critically Needed
        • Corporate Case for Twin Protocol
        • Market Overview
        • Main Target Market
        • Twin Product Details
        • Twin Technology
        • Proof of Concept
        • Sources of Revenue
        • Twin Wallet
        • Twin User Data Security
        • Twin Marketplace
        • Roadmap
        • Leadership Team
        • Twin Ecosystem Economy
        • Reference
      • AI Autonomous Agents
        • AutoGen
        • MicroGPT
        • JARVIS/HuggingGPT
        • AutoGPT
        • AgentGPT
        • Crew.ai
          • Crew.Ai Tutorials
        • MetaGPT
          • How To Install MetaGPT
        • SuperAGI
          • How To Install SuperAGI
        • Agent-LLM
        • PHOTONAI (Python API)
      • Learn Generative Ai Coding
      • AI News Sources and Channels
        • weloveai.ca
        • The Birth of AI Videos
        • AI Generative Art Tools
        • 7 Underrated AI tools no one knows.. yet
    • 🔲AI HARDWARE (GPU's & TPU's) and Cloud Services
      • Hardware Specs for Stable Diffusion SDXL
      • Nvidia GPU Hardware
        • NVIDIA H100 GPU
        • Nvidia GH200
      • Echo3D Cloud Platform
      • AMD GPU Hardware
      • Monster API
      • AWS Cloud9 IDE
      • AWS Bedrock
      • Google Vertex AI
    • 🔲OTHER
      • BUSINESS & ADMIN
        • Customer Service & Support
        • Finance & Accounting
        • Human Resources
        • Legal Assistant
        • Presentations
        • Productivity
          • Notion AI
        • Tools for Startup Businesses
        • Marketing & Sales
          • TubeBuddy
          • Search Engine Optimization (SEO)
          • Social Media
          • E-commerce
          • Sales
          • Advertising and Marketing
          • Email Marketing
          • Website Generation
            • LEIA AI Website Builder
            • Braidio
            • Relume AI Site Builder
            • Pineapple AI Website Builder
            • KLEAP AI Website Builder
            • Hocoos AI Website Builder
      • LIFESTYLE & ENTERTAINMENT
        • Fashion & Grooming
        • Real Estate
        • Fun Tools
          • DAISYS.Ai
        • Gaming
        • Gift Ideas
        • Healthcare
        • Life Assistant
        • Memory, Retention and Long-Term Recollection
        • Health and Fitness
        • Travel & Vacationing
        • Dating & Companionship
        • Religion
        • AI Meme
        • Heritage, Genealogy and Family History
          • MyHeritage
        • Productivity
          • Krock.ai
      • EDUCATION / INFORMATION
        • Education Assistant
        • Tutors and Mentors
        • AI Search (Curated Research & Comparative Analysis)
          • Perplexity AI
  • 🔲SOLUTIONS & TUTORIALS
    • ALL AI TOOLS IN ONE PLACE
      • 𝐀𝐈 𝐓𝐨𝐨𝐥𝐬 𝐅𝐨𝐫 𝐄𝐯𝐞𝐫𝐲 𝐏𝐮𝐫𝐩𝐨𝐬𝐞
    • Tools Selection
      • Reface AI
      • Akool AI Swap Face Tutorial
      • Adobe Express
      • DeepFaceLab
        • Pretrained Models
      • Face Swap
      • Clone Works AI studio
      • Wav2Lip (LipSync)
      • Lalamu Studio (LipSync)
      • ROOP (Deep Fake Video)
        • ROOP Tutorial
        • ROOP Installation
      • Dataset Tag Managers
        • Booru Dataset Tag Manager
          • Why is the Booru Dataset Tag Manager called 'Booru'?
        • Image Dataset Tag Editor
    • Installing Python
      • Code in Python using AI
    • Create a News Video Channel
    • Create Animations & Videos
      • AI Animation Generator - 3D Movie with AI
      • Create Animation Videos for Kids
      • Create Animated Video from a Single Image
      • Convert Video Into Animation
    • Realistic AI Influencers
      • Hyper Realistic Aitana Lopez example
    • Talking Avatars
      • Talking Avatar with LALAMU and LEONADO
      • Talking Avatar with D-ID, Leonardo.Ai, Remove.bg and LeiaPix
      • Tokkingheads Lipsync
      • Talking Avatar using Wav2Lip
      • Talking Avatars with Stable Diffusion
      • Avatars - Lexica.art, Remove.bg and D-ID
      • Articles on Talking Avatars
        • The 10 Best Talking Avatar Software for 2023
        • 11 Best Free Talking Avatar Creators in 2023
      • Clone Yourself with Synthesia and Eleven Labs
    • Stable Diffusion Tutorials
      • Stable Diffusion Checkpoint Models
    • LoRA Guide
      • Creating Realistic AI-Models of Humans for Animation
        • Tools Used
        • Step 1: Prepare Images
        • Step 2: Training your LoRA Model Dataset
        • Step 3: Creating our Puppet
      • Fine-Tuning A Model with Kohya
        • LoRA Training Videos -Robert Jene 1
        • LoRA Training Videos -Robert Jene 2
    • Astragallery
  • 🔲AI TECHNOLOGY
    • 𝐀𝐈 𝐀𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐬 𝐒𝐢𝐦𝐩𝐥𝐢𝐟𝐢𝐞𝐝
    • Foundation Models
      • NLP, CV, Gen-AI Foundation Models
    • Artificial Neural Networks (ANN's)
      • Machine Learning (ML)
      • Deep Learning (DL)
      • Human Brain Vs. Computer Brain
    • ANN Deep Learning Architectures
      • 1. Feed-Forward Neural Networks (FFNs)
        • a) Fully Connected Networks or Multilayer Perceptrons (MLPs)
        • b) Convolutional Neural Network (CNNs)
          • (i) Residual Network (ResNet)
          • (ii) AlexNet (Convolutional Neural Network)
      • 2. Recurrent Neural Networks (RNNs)
        • a) Basic Recurrent Neural Networks
        • b) Long Short-Term Memory Networks (LSTMs)
        • c) Gated Recurrent Units (GRUs)
        • d) Bidirectional RNNs
        • e) Sequence to Sequence Models
      • 3. Transformers
        • a) Transformer (Base Model)
        • b) BERT (Bidirectional Encoder Representations from Transformers)
        • c) GPT (Generative Pretrained Transformer)
        • d) T5 (Text-to-Text Transfer Transformer)
        • e) BART (Bidirectional and Auto-Regressive Transformers)
        • f) RoBERTa, ALBERT, DistilBERT
    • Generative Ai Architectures & Models
      • Generative AI Architectures
        • a) Variational Autoencoders (VAEs)
        • b) Diffusion Models
        • c) Generative Adversarial Networks (GANs)
        • e) Transformers
        • f) Flow-based models
      • Generative AI & LLM's for Text
        • Falcon 180B
        • GPT-3 (Generative Pre-Trained Transformer-3)
        • GPT-4 (Generative Pre-Trained Transformer-4)
        • LaMDA (Language Model for Dialogue Applications)
        • LLaMA (Large Language Model Meta AI)
          • LLaMA Model Card
        • PaLM 2 ( Pathways Language Model 2)
        • Bard (Google)
        • BLOOM (Big Language Model Open for Open Research)
        • Claude 2 (Anthropic)
        • Azure OpenAI (Microsoft)
        • T5 (Text-to-Text Transfer Transformer)
        • Large Language Models (LLMs)
      • Generative AI Models For Video and Image Synthesis
        • Generative Video
        • Generative Images
          • DALL-E & DALL-E2 (OpenAi)
          • Stable Diffusion (StabilityAI)
          • StyleGAN2 (NVIDIA)
          • CLIP (OpenAI)
            • Details on CLIP
          • MIDJOURNEY
          • BigGAN (Google)
          • IMAGEN (Google)
          • GigaGAN
      • ControlNet
      • LoRA (Low-Rank Adaptation of Large Language Models)
        • Training a LoRA Model
        • Mastering LoRA
      • Pre-Training (Initializing the Network)
    • Zero-Shot Video Generation
    • Symbolic Reasoning AI
    • Neuro-Symbolic AI
    • Vision Transformer (ViT)
  • 🔲GLOSSARY OF AI TERMS
    • Keywords and Hashtags
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Articles and Transcripts

Fine Tuning LLMs for Use CasesNatural Language Processing GuidesSLM's vs. LLM'sPython ToolsDeploying LLMs on Local MachineLLM Use Case and Fine-Tuning and Training CostsHow to Build a LLM from ScratchDatabases and LLMs
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