The Curriculum
The definitive micro-curriculum for the next generation of AI practitioners.
— 7 courses available
Beginner
Demystify artificial intelligence and unlock its potential in your life. This course provides a practical, beginner-friendly introduction to AI, covering core concepts, real-world applications, and ethical considerations. No prior experience is necessary. Learn how AI is transforming industries, understand its limitations, and discover how you can leverage AI tools to enhance your productivity and decision-making. Imagine understanding how AI algorithms work, identifying AI applications in your daily life, and confidently discussing the ethical implications of AI advancements. In just one hour, you'll gain the foundational knowledge to navigate the AI revolution and use AI responsibly. This course empowers you to become an informed and engaged participant in the age of AI, opening doors to new opportunities and career paths. Stop feeling overwhelmed by AI buzzwords and start understanding the technology that's shaping our future. Join 'AI for Everyone' and gain the knowledge and confidence to thrive in an AI-driven world. [gemma]
Start on your machine learning journey with this beginner-friendly course. Explain complex algorithms and discover the power of data-driven insights. This course provides a solid foundation in machine learning concepts, equipping you with the essential knowledge and practical skills to build and deploy simple models. Learn the potential of machine learning to solve real-world problems. Learn to analyze data, identify patterns, and make accurate predictions. Whether you're a student, professional, or simply curious about AI, this course will enable you to use machine learning for innovation and decision-making. Gain a competitive edge in today's data-driven world and learn new career opportunities. This is your springboard into AI. [gemma]
Intermediate
This course provides a practical overview of AI infrastructure, covering essential components such as GPUs, TPUs, cloud services (AWS, Azure, GCP), and containerisation with Docker and Kubernetes. Learners will be able to design and deploy basic AI infrastructure setups suitable for model training and inference.
Advanced
Embark on an advanced journey into the heart of transformer networks with 'Transformers from Scratch: The minGPT Way'. This course is meticulously designed for seasoned practitioners eager to understand the inner workings of modern language models by building a minimal GPT (minGPT) from the ground up. We'll dissect the architecture, implement key components, and train our model on real-world data, all within a streamlined, hands-on environment. Break free from opaque libraries and superficial tutorials. This course empowers you to grasp the fundamental principles driving state-of-the-art AI. By the end, you'll possess a profound understanding of transformer networks and the ability to customize and extend them for your own unique applications. Master the minGPT approach and unlock the full potential of generative AI. 'Transformers from Scratch' delivers an antigravity value proposition by providing practical, in-depth knowledge that transcends theoretical understanding. Learn to build, train, and deploy your own transformer models, gaining a competitive edge in the rapidly evolving field of artificial intelligence.
Embark on a journey to understand the inner workings of Neural Networks with Micrograd. This course provides a hands-on approach, building a neural network from scratch using Andrej Karpathy's Micrograd engine. Learn the fundamental principles of backpropagation, gradient descent, and network architecture without relying on complex libraries. Unlock a deeper understanding of neural networks. By building from the ground up, you'll gain invaluable insights into how these powerful tools learn and make predictions. This course empowers you to troubleshoot, optimize, and innovate in the field of deep learning. Master the core concepts, implement your own neural network, and gain the confidence to tackle more advanced topics in deep learning. 'Micrograd Neural Networks' is your gateway to becoming a proficient AI practitioner.
Unlock the power of Model Context Protocol (MCP) and revolutionize how you interact with AI models. This course provides a foundational understanding of MCP, enabling you to build more reliable, consistent, and effective AI applications. Learn how to structure prompts for optimal results and avoid common pitfalls in AI communication. In just one hour, you'll gain practical skills to enhance your AI interactions, regardless of your technical background. Discover how MCP can save time, reduce errors, and open new possibilities for innovation. Start mastering MCP today and transform your AI projects from concept to success. This course delivers 'antigravity' by eliminating guesswork and wasted effort in prompt engineering. By mastering MCP, you can achieve consistent, high-quality results from AI models, allowing you to focus on innovation and strategic application. [gemma]
Start on your deep learning journey with this thorough beginner's course. Unravel the complexities of neural networks and learn how they power today's most innovative AI applications. This course provides a solid foundation for understanding and applying deep learning techniques, regardless of your prior experience. Imagine being able to build your own image recognition system, create a chatbot, or even predict market trends. This course equips you with the fundamental knowledge and practical skills to make these possibilities a reality. We'll break down complex concepts into easy-to-understand modules, guiding you through hands-on exercises and real-world examples. Don't just learn about deep learning—master it. Gain the skills and confidence to tackle real-world AI challenges, and learn exciting new career opportunities in this rapidly growing field. Start building your AI future today!