Artificial Intelligence A-Z 2024: Build 5 AI + LLM & ChatGPT
- Objectifs pédagogiques
- Sections du cours
- Avis
Welcome to Artificial Intelligence A-Z!
Learn key AI concepts with intuition lectures to get you quickly up to speed with all things AI and practice them by building 5 different AIs:
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Build an AI with a Q-Learning model and train it to optimize warehouse flows in a Process Optimization case study.
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Build an AI with a Deep Q-Learning model and train it to land on the moon.
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Build an AI with a Deep Convolutional Q-Learning model and train it to play the game of Pac-Man.
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Build an AI with an A3C (Asynchronous Advantage Actor-Critic) model and train it to fight Kung Fu.
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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 5 extra AIs: DDPG, PPO, Full World Model, Soft Actor-Critic, 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.
Besides, you will get a free 3-hour extra course on Generative AI and LLMs with Cloud Computing as a Prize for completing the course.
And last but not least, here is 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.
So, are you ready to embrace the fascinating world of AI?
Come join us, never stop learning, and enjoy AI!
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7Plan of AttackLeçon vidéo
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8What is reinforcement learning?Leçon vidéo
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9The Bellman EquationLeçon vidéo
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10The "Plan"Leçon vidéo
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11Markov Decision ProcessLeçon vidéo
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12Policy vs PlanLeçon vidéo
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13Adding a "Living Penalty"Leçon vidéo
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14Q-Learning IntuitionLeçon vidéo
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15Temporal DifferenceLeçon vidéo
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16Quiz 1Quiz
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24Get the Codes hereLeçon de texte
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25Deep Q-Learning Implementation - Step 1Leçon vidéo
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26Deep Q-Learning Implementation - Step 2Leçon vidéo
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27Deep Q-Learning Implementation - Step 3Leçon vidéo
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29Deep Q-Learning Implementation - Step 5Leçon vidéo
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30Deep Q-Learning Implementation - Step 6Leçon vidéo
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32Deep Q-Learning Implementation - Step 8Leçon vidéo
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33Deep Q-Learning Implementation - Step 9Leçon vidéo
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34Deep Q-Learning Implementation - Step 10Leçon vidéo
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35Deep Q-Learning Implementation - Step 11Leçon vidéo
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36Deep Q-Learning Implementation - Step 12Leçon vidéo
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37Deep Q-Learning Implementation - Step 13Leçon vidéo
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38Deep Q-Learning Implementation - Step 14Leçon vidéo
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40Deep Q-Learning Implementation - Step 16Leçon vidéo
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43Deep Q-Learning Implementation - Step 19Leçon vidéo
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44Deep Q-Learning Implementation - Step 20Leçon vidéo
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49Get the Codes hereLeçon de texte
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50Deep Convolutional Q-Learning Implementation - Step 1Leçon vidéo
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51Deep Convolutional Q-Learning Implementation - Step 2Leçon vidéo
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52Deep Convolutional Q-Learning Implementation - Step 3Leçon vidéo
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53Deep Convolutional Q-Learning Implementation - Step 4Leçon vidéo
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54Deep Convolutional Q-Learning Implementation - Step 5Leçon vidéo
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55Deep Convolutional Q-Learning Implementation - Step 6Leçon vidéo
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56Deep Convolutional Q-Learning Implementation - Step 7Leçon vidéo
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57Deep Convolutional Q-Learning Implementation - Step 8Leçon vidéo
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58Deep Convolutional Q-Learning Implementation - Step 9Leçon vidéo
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59Deep Convolutional Q-Learning Implementation - Step 10Leçon vidéo
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60Deep Convolutional Q-Learning Implementation - Step 11Leçon vidéo
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61Deep Convolutional Q-Learning Implementation - Step 12Leçon vidéo
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62Deep Convolutional Q-Learning Implementation - Step 13Leçon vidéo
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70Get the Codes hereLeçon de texte
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71A3C Implementation - Step 1Leçon vidéo
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83A3C Implementation - Step 13Leçon vidéo
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84A3C Implementation - Step 14Leçon vidéo
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85A3C Implementation - Step 15Leçon vidéo