This Udemy course is a comprehensive and well-structured introduction to Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT. The instructor, Kirill Eremenko, Hadelin de Ponteves, SuperDataScience Team and Ligency Team is a leading expert in the field with a wealth of experience in Artificial Intelligence (AI) to share. in this udemy free courses you will Learn how to Combine the power of Data Science, Machine Learning and Deep Learning to create powerful AI for Real-World applications!
Table of contents
What you’ll learn
- Build 7 different AIs for 7 different applications
- Understand the theory behind Artificial Intelligence
- Master the State of the Art AI models
- Solve Real World Problems with AI
- Q-Learning
- Deep Q-Learning
- Deep Convolutional Q-Learning
- A3C (Asynchronous Advantage Actor-Critic)
- PPO (Proximal Policy Optimization)
- SAC (Soft Actor-Critic)
- LLMs
- Transformers
- Low-Rank Adaptation (LoRA) and Quantization (QLoRA)
- NLP techniques for Chatbots: Tokenization and Padding
- Fine-Tuning an LLM with Knowledge Augmentation
- As Extras: DDPG, Full World Model, Evolution Strategies & Genetic Algorithms
Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT Course
Welcome to Artificial Intelligence A-Z! Courses. Learn key AI concepts with intuition lectures to get you quickly up to speed with all things AI and practice them by building 7 different AIs:
- Build an AI with a Q-Learning model and train it to optimize warehouse flows in a Process Optimization case study.
- Build an AI with a Deep Q-Learning model and train it to land on the moon.
- Build an AI with a Deep Convolutional Q-Learning model and train it to play the game of Pac-Man.
- Build an AI with an A3C (Asynchronous Advantage Actor-Critic) model and train it to fight Kung Fu.
- Build an AI with a PPO (Proximal Policy Optimization) model and train it for a Self-Driving Car.
- Build an AI with a SAC (Soft Actor-Critic) model and train it for a Self-Driving Car.
- Build an AI by fine-tuning a powerful pre-trained LLM (Llama 2 by Meta) with Hugging Face and re-train it to chat with you about medical terms. Simply put, we build here an AI Doctor Chatbot.
But that’s not all… Once you complete the course, you will get 3 extra AIs: DDPG, Full World Model, and Evolution Strategies & Genetic Algorithms. We build these AIs with ChatGPT for a Self-Driving Car and a Humanoid application. For each of these extra AIs you will get a long video lecture explaining the implementation, a mini-PDF, and the Python code.
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Machine Learning A-Z: AI, Python & R + ChatGPT Prize [2024]
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This Machine Learning A-Z Course has been designed by a Data Scientist and a Machine Learning expert so that we can share our knowledge and help you learn complex theory, algorithms, and coding libraries in a simple way. Over 1 Million students world-wide trust this course. We will walk you step-by-step into the World of Machine Learning. With every tutorial, you will develop new skills and improve your understanding of this challenging yet lucrative sub-field of Data Science.
What you will Get with this Course
1. Complete beginner to expert AI skills – Learn to code self-improving AI for a range of purposes. In fact, we code together with you. Every tutorial starts with a blank page and we write up the code from scratch. This way you can follow along and understand exactly how the code comes together and what each line means.
2. Hassle-Free Coding and Code templates – We will build all our AIs in Google Colab, which means that we will have absolutely NO hassle installing libraries or packages because everything is already pre-installed in Google Colab notebooks. Plus, you’ll get downloadable Python code templates (in .py and .ipynb) for every AI you build in the course. This makes building truly unique AI as simple as changing a few lines of code. If you unleash your imagination, the potential is unlimited.
3. Intuition Tutorials – Where most courses simply bombard you with dense theory and set you on your way, we believe in developing a deep understanding for not only what you’re doing, but why you’re doing it. That’s why we don’t throw complex mathematics at you, but focus on building up your intuition in AI for much better results down the line.
4. Real-world solutions – You’ll achieve your goal in not only one AI model but in 5. Each module is comprised of varying structures and difficulties, meaning you’ll be skilled enough to build AI adaptable to any environment in real life, rather than just passing a glorified memory “test and forget” like most other courses. Practice truly does make perfect.
5. In-course support – We’re fully committed to making this the most accessible and results-driven AI course on the planet. This requires us to be there when you need our help. That’s why we’ve put together a team of professional Data Scientists to support you in your journey, meaning you’ll get a response from us within 48 hours maximum.
FAQ (Frequently Asked Questions) about this course
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Artificial Intelligence A-Z 2024: Build 7 AI + LLM & ChatGPT course includes a variety of resources, such as: Video lectures, Coding exercises and quizzes, Downloadable code files and project templates, PDF guides and notes
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