Manav Goyal

Introduction - Natural Language Processing

  • Generative AI => LLM
    • Text => Language Modeling, Sentiment Analysis, Text Summarization & Translation
      • Jurassic-1 Jumbo
      • Grok
      • AutoGPT, Devin, AlphaCode 2
      • RNN
        • GRU
        • LSTM (Long Short Term Memory) => Sequence generation
      • Transformer => Use to predict what comes next
        • GPT-4 (Generative Pre-trained Transformer)
        • BERT (Bidirectional Encoder Representations from Transformers)
        • Claude 3
        • Llama3
        • LaMDA
        • StableLM
      • Variational Autoencoders (VAEs) => Encoder, Latent Space, Decoder
        • Grover
      • Autoregressive Models
        • ARIMA
    • Image => Image Captioning, Visual Question Answering, Image Generation
      • GAN (Generative Adversarial Networks) => Generator, Discriminator
        • StyleGAN2
        • BigGAN
      • Text-to-Image
        • Latent Diffusion
          • Stable Diffusion 3
          • DALL-E
      • Image-to-Image
        • SPADE (Spatially-Adaptive Image Manipulation)
        • MUNIT (Multimodal Unsupervised Image-to-Image Translation)
    • Voice => Speech Recognition (ASR), Voice Generation
      • GAN
        • MelGAN
      • Text-to-Speech
        • WaveNet, WaveNet Vocoder
        • Tacotron 2
        • Transformer
          • Merlin
      • VAE
    • Video => Multimodal Generation, Video Summarization
      • VLOGGER
      • GAN
        • VGAN, ProGAN
      • VAE
        • VQ-VAE (Vector Quantized VAE), Pixel VAE
      • Text-to-Video
        • Transformer
          • SORA
          • UniVG (Unified-modal Video Generation)
          • MM-Diffusion (Multi-Modal Diffusion model)
      • Video-to-Video
        • Attn2IN (Attention-to-Image Network)
    • Game
      • Genie
      • GAN
        • GameGAN
          • StyleGAN2-ADA
      • Autoencoders
      • Procedural content generation (PCG)
      • Project Malmo
      • Dungeon Odyssey
      • OpenAI Five
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