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🧠 Generative AI - Learning Guide 🤖

"A.I. might not replace you, but a person who uses A.I. could."

A curated list of Generative AI videos 📺, tutorials 📓, guides 📚, articles and frameworks.


Generative AI

Generative AI is a type of artificial intelligence technology that can produce various types of content, including text, images, audio, videos and synthetic data.

What is ChatGPT?

ChatGPT is a large language model that generates human-like text in response to a given text prompt. It is essentially a next word predictor.

  • ChatGPT is an AI chatbot developed by OpenAI
  • ChatGPT is a variant of the GPT (Generative Pre-training Transformer) model, which is a type of transformer-based neural network architecture.
  • The model is trained on a large dataset of text which contains entire internet, books, Wikipedia and more.

It can understand what we say or write, or rather, can generate knowledge from what they have learned from humans. It set to revolutionise the way we work. It is showing sparks of cleverness that can accelerate automation.

What are LLMs?

A large language model (LLM) is a deep learning algorithm that can perform a variety of natural language processing (NLP) tasks. Large language models use transformer models and are trained using massive datasets — hence, large. This enables them to recognize, translate, predict, or generate text or other content.

How ChatGPT works?

How GPT3 Works - Visualizations and Animations

GPT Internals

GPT-3 Vs. ChatGPT Vs. GPT-4

Comparison of GPT-3, ChatGPT and GPT-4

What can I do with ChatGPT?

Gen AI Tools

Text to Image

Text to Video Generators

Code Generators

Audio

Speech Recognition & Transcription (Audio-to-Text)

Speech Synthesis (Text-to-Audio)

Voice Cloning

Gen AI Youtube Channels

Prompt Engineering Guide

Guides
Videos

Generative AI / LLMs Model Hub

Huggingface - A repository of open-source and proprietary LLM model hub. Provides LLM models, hosting, inference endpoints and more.

Hugging Face Transformer Tutorial - A library to download open-source LLMs to your machine, run LLMs locally and perform inferences.

Open LLM Leaderboard

https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard

Autonomous AI Agents

  • Agent GPT - An web-based autonoums AI agent.
  • Auto GPT - Auto-GPT is an experimental open-source application showcasing the capabilities of the GPT-4 language model.
  • Godmode Space - Godmode is a web platform to access the powers of autoGPT and babyAGI.

⭐⭐⭐ LangChain Framework to build Automous AI Agent

📺 ⭐ LangChain Tutorials

LLM Evaluation Libraries & Metrics

Perplexity (PPL) is one of the most common metrics for evaluating language models. https://huggingface.co/docs/transformers/perplexity

https://github.com/openai/evals