本课程《人工智能全攻略：结合数据科学、机器学习与深度学习打造真实世界AI项目》专为希望系统掌握AI技术、并将其应用于现实场景的学习者打造。课程总时长超过14小时，通过理论讲解与实战项目相结合的方式，帮助你从零基础进阶为能够独立构建AI系统的实用型人才。
你将学习：
人工智能核心理论与概念，建立扎实的AI思维基础；
使用 Q-Learning 优化仓储流程；
利用 深度Q学习（Deep Q-Learning） 构建AI让飞船成功着陆；
通过 深度卷积Q学习（Deep Convolutional Q-Learning） 训练AI玩吃豆人游戏；
运用 A3C算法（异步优势行动者-评论者） 训练AI参与功夫格斗；
微调Meta推出的强大预训练语言模型 Llama 2，让AI具备医疗领域的对话能力。
课程特色：
由浅入深，边学边练：每个项目从零开始编写代码，确保你真正理解每一行代码的意义；
免环境配置，直接上手：所有项目均在Google Colab完成，无需本地安装复杂库，附带可下载的 .py 与 .ipynb 模板；
直觉式讲解，拒绝死记硬背：强调“为什么这么做”的直觉教学，帮助你建立长期可迁移的AI能力；
多样化真实项目：涵盖从工业优化到游戏AI再到医疗对话系统的多种场景，培养跨领域AI实战能力；
专业助教支持：课程配备数据科学专家团队，确保你遇到问题时能在48小时内获得答复。
适合人群：
对人工智能、机器学习或深度学习感兴趣的学习者；
想要从入门到实战系统掌握AI开发技能的人；
希望构建具有实际应用价值的AI项目并加入未来科技浪潮的学习者。
英文原版介绍
Last updated 12/2023
Duration: 14h 9m | Video: .MP4, 1920×1080 30 fps | Audio: AAC, 48 kHz, 2ch | Size: 4.94 GB
Genre: eLearning | Language: English
Combine the power of Data Science, Machine Learning and Deep Learning to create powerful AI for Real-World applications!
What you’ll learn
Build an AI
Understand the theory behind Artificial Intelligence
Make a virtual Self Driving Car
Make an AI to beat games
Solve Real World Problems with AI
Master the State of the Art AI models
Q-Learning
Deep Q-Learning
Deep Convolutional Q-Learning
A3C
Requirements
High School Maths
Basic Python knowledge
Description
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
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 by
fine-tuning a powerful pre-trained LLM (Llama 2 by Meta) with Hugging Face
and re-train it to chat with you about an augmented domain knowledge in medicine.
Besides, you will get a free 3-hour extra course on Generative AI and LLMs 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!
Who this course is for
Anyone interested in Artificial Intelligence, Machine Learning or Deep Learning
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