Complete OpenAI API Course (Connect to ChatGPT API & More)

Basics to AI-Agents: OpenAI API, Gemini API, Open-source LLMs, GPT-4o, RAG, LangChain Apps, Colab, Prompt Engineering

Created by: Arnold Oberleiter
Dein Dozent

What Will I Learn?

• Functionality of LLMs: Parameters, Weights, Inference, and Neural Networks
• Understanding Neural Networks
• Operation of Neural Networks with Tokens in LLMs
• Transformer Architecture and Mixture of Experts
• Fine-Tuning and the Creation of the Assistant Model
• Reinforcement Learning (RLHF) in LLMs
• LLM Scaling Laws: GPU & Data for Improvements
• Capabilities and Future Developments of LLMs
• Use of Tools by LLMs: Calculator, Python Libraries, and More
• Multimodality and Visual Processing with LLMs
• Multimodality in Language as in the Movie 'Her'
• Systems Thinking and Future Prospects for LLMs
• Self-Improvement after AlphaGo (Self-Improvement)
• Improvement Possibilities: Prompts, RAG, and Customization
• Prompt Engineering: Effective Use of LLMs with Chain of Thought and Tree of Thoughts Prompting & More
• Adaptation of LLMs through System Prompts and Personalization with ChatGPT Memory
• Long-Term Memory with RAG and GPTs
• The GPT Store: Everything You Need to Know
• Using GPTs for Data Analysis, PDFs, or Tetris Programming
• Embeddings and Vector Databases for RAG
• Integrating Zapier Actions in GPTs
• Open-Source vs. Closed-Source LLMs
• API Basics
• Usage of the Google Gemini API and Claude API
• Microsoft Copilot and Its Use in Microsoft 365
• GitHub Copilot: The Solution for Programmers
• The OpenAI API: Features, Pricing Models, and Everything You Need to Know About the OpenAI API Including App Creation
• Introduction to Google Colab for API Calls to OpenAI
• Creation of AI Apps and Chatbots with Langchain, Flowise, Vectorshift, LangGraph, CrewAI, Autogen, Langflow & more
• Creation of AI Agents for Various Tasks like Social Media Contetn with Agency Swarm and Langchain Agents
• Security in LLMs: Jailbreaks and Prompt Injections & more
• Comparison of the Best LLMs
• Google Gemini in Standard Interface and Google Labs with NotebookLM
• Claude by Anthropic: Overview
• Everything About Perplexity and POE
• OpenAI Playground: Features, Billing Account & Temperature of LLMs
• Google Gemini API: Video Analysis and More
• Open-Source LLMs: Models and Use of Llama 3, Mixtral, Command R+, and Many More
• HuggingChat: Interface for Open-Source LLMs
• Running Local LLMs with Ollama and Building Local Rag Chatbots
• Groq: Fastest Interface with LPU
• Installation of LM Studio for Using Local Open-Source like Llama3 LLMs for Maximum Security
• Using Open-Source Models in LM Studio and Censored vs. Uncensored LLMs
• Fine-Tuning an Open-Source Model with Huggingface
• Creating Your Own Apps via APIs in Google Colab with Dall-E, Whisper, GPT-4o, Vision, and More
• Microsoft Autogen for AI Agents
• CrewAI for AI Agents
• Flowise with LangChain Function Calling
• OpenAI Assistant API with function Calling for AI-Agents in different Frameworks
• Flowise with Open-Source LLM as ChatBot
• Security in LLMs and Methods to Hack LLMs
• Future of LLMs as Operating Systems in Robots and PCs

Requirements

• No prior knowledge required, everything will be shown step by step.

Target audience

• To everyone who wants to learn something new and gain deep insights into LLMs
• To entrepreneurs who want to become more efficient and save money
• To individuals who are interested in AI and want to build their own models