The Curriculum
The definitive micro-curriculum for the next generation of AI practitioners.
— 45 courses available
Beginner
Generative AI is reshaping industries, but the noise is deafening. Where do you, a busy professional, start without drowning in jargon or speculative hype? This course cuts through the confusion, delivering the foundational clarity you need to move from passive observer to active participant. We focus on the 'why' and the 'how it works' before the 'what to do.' You'll gain a confident, intuitive understanding of core AI mechanics and vocabulary, transforming abstract news headlines into a concrete mental model. This isn't about becoming a programmer; it's about building the critical literacy required to ask smarter questions, evaluate AI tools, and spot real opportunities in your field. By the end of this compact session, you'll possess the key to unlock generative AI's potential for yourself. You will no longer be left behind in conversations about the most significant technological shift of our time. Instead, you'll be equipped to take your first, confident steps forward.
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
Explore the intersection of AI and cybersecurity, focusing on AI-driven threats and defenses. You'll analyse adversarial AI techniques, learn to implement AI-powered security measures using tools like TensorFlow and Scikit-learn, and develop strategies for securing AI systems against attacks. By the end of this course, you'll be able to identify vulnerabilities in AI models and deploy robust security protocols. [gemma]
Advanced
Fine-tuning large language models allows you to adapt pre-trained models to specific tasks and datasets. This course covers parameter-efficient fine-tuning techniques like LoRA, QLoRA, and adapters using libraries like Hugging Face Transformers and PEFT. You will be able to implement and evaluate fine-tuned models for improved performance on your target applications. [gemma]
Unlock the secrets behind how language models process text! In this course, you'll dive into the crucial role of tokenization, learning how it bridges the gap between human language and AI understanding. You'll explore different tokenization algorithms and grasp the trade-offs involved in representing text for large language models. Imagine being able to fine-tune your models for optimal performance by understanding the nuances of tokenization. This course will equip you with the knowledge to make informed decisions about tokenization strategies, ultimately improving your AI projects and propelling your career forward. No more black-box tokenizers – you'll gain a deep, practical understanding and be ready to leverage this knowledge in real-world applications.
Explore the core concepts of AI safety and learn to identify potential risks associated with advanced AI systems. This course covers techniques for aligning AI goals with human values, building robust AI systems, and mitigating unintended consequences. Discover how to apply these principles to real-world scenarios. [gemma]
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.
Explore Google's Gemini 3.5 Flash model. You'll learn how to use its API for rapid content generation and creative applications. This course shows you how to integrate Gemini 3.5 Flash into your projects for quick prototyping and real-time interactions. [gemma]
Explore the Hermes agent framework to automate tasks and streamline workflows. Learn to build, configure, and deploy Hermes agents using Python and integrate them with various APIs. After this course, you'll be able to design and implement automated solutions for common business processes using Hermes.
This course equips senior leaders with the knowledge to formulate and execute effective AI strategies. You'll learn to assess AI opportunities, manage risks, and align AI initiatives with business goals, covering frameworks like the AI Transformation Playbook and real-world case studies. [gemma]
This course covers how to use AI tools like HireVue and Pymetrics to streamline your hiring process. Learn to automate candidate sourcing, screen resumes, and conduct initial interviews using AI. After completing this course, you'll be able to implement AI-driven strategies to improve hiring efficiency and reduce bias. [gemma]
Discover how to use AI tools like Gong, Chorus.ai, and Salesforce Einstein to analyse sales calls, automate tasks, and generate leads. Learn to improve sales strategies, personalise customer interactions, and forecast sales with greater accuracy. This course will equip you with the skills to leverage AI for enhanced sales performance and increased revenue.
This course explores advanced techniques for using Claude Opus 4.7, focusing on prompt engineering and practical application. You'll learn how to optimise prompts for complex tasks, utilise Claude's advanced reasoning capabilities, and implement it for creative writing and coding tasks. After completing this course, you'll be able to build a system that automatically generates and refines code based on feedback.
Learn how to integrate Claude Code into your software development lifecycle to streamline workflows and reduce errors. This course covers best practices for using Claude Code with tools like Cursor IDE and GitHub Copilot to generate, review, and deploy code efficiently, ensuring reliability and maintainability. [gemma]
This course teaches advanced workflows for engineering-grade AI skills using Claude Code. You will learn how to integrate Claude Code with tools like Cursor IDE and GitHub Copilot to streamline development, automate code reviews, and build robust AI-powered applications. By the end of this course, you'll be able to design, implement, and deploy AI solutions with speed and confidence.
Create compelling business videos with AI. This course teaches you to use Kling, RunwayML, and Veo to generate professional-quality video content. You'll learn how to produce marketing materials, explainer videos, and social media clips.
Design and implement retrieval-augmented generation (RAG) pipelines using LangChain and ChromaDB. This course covers indexing strategies, query construction, and evaluation metrics for optimal RAG performance. Upon completion, you'll be able to build and deploy custom RAG pipelines tailored to specific knowledge domains. [gemma]
Discover how to use Microsoft Copilot Agent in the 365 environment to automate tasks and improve productivity. This course covers using Copilot with applications like Outlook, Teams, and Excel to streamline workflows and enhance decision-making. By the end of this course, you'll be able to effectively integrate Copilot into your daily work routine. [gemma]
GPT-5.5 brings several key improvements over previous models. This course explores the new features of GPT-5.5, including enhanced reasoning, improved code generation, and better handling of complex prompts. By the end of this course, you will be able to effectively use GPT-5.5 for a variety of tasks, from creative writing to software development.
Explore how Google's AI models are reshaping search. Learn to adapt your search strategies and understand the implications of AI-driven search results. You'll gain insights into using generative AI within search and optimising information retrieval in this evolving landscape. [gemma]
Learn to design and build multi-agent workflows using tools like CrewAI andAutoGen. This course covers agent orchestration, task delegation, and inter-agent communication. By the end, you'll be able to create sophisticated AI systems that automate complex tasks through collaborative agent interactions. [gemma]
Learn vibe coding using the Cursor IDE and Windsurf AI. This course teaches you to generate code with natural language, debug effectively with AI assistance, and deploy simple applications using AI-powered infrastructure. You'll be able to build and share projects faster than ever. [gemma]
ChatGPT, Claude, Gemini, and Perplexity each do different things well. This short course shows you what sets them apart, where each one falls short, and how to pick the right tool for the job — so you stop guessing and start getting better results. [gemma]
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.
Navigate the complexities of AI product development with this advanced course. Learn how to ideate, prototype, and launch successful AI-driven products. Gain insights into cutting-edge technologies, agile methodologies, and user-centric design principles to build impactful AI solutions. This course provides a deep dive into the AI product lifecycle, covering essential topics such as market analysis, data strategy, model selection, and deployment. Elevate your skills and become a leader in the rapidly evolving field of AI product development. Transform your ideas into reality and drive innovation with AI. [gemma]
Unlock the power of data and artificial intelligence in this introductory course. Designed for beginners, you'll learn the fundamental concepts that drive data science and AI, from data collection and analysis to machine learning basics. Discover how these technologies are transforming industries and gain practical insights to apply in your own projects. This course provides a clear, accessible pathway to understanding the core principles of data and AI, empowering you to make informed decisions and leverage these technologies effectively. Start your journey into the world of data and AI today and unlock new possibilities for innovation and growth. Master the basics and set yourself up for success in this rapidly evolving field.
Explore the transformative power of Artificial Intelligence across diverse industries. This course provides an intermediate-level understanding of AI applications driving innovation, efficiency, and growth in sectors ranging from healthcare to manufacturing. Learn how AI is reshaping business models, creating new opportunities, and solving complex challenges. Gain insights into real-world AI implementations, understand the underlying technologies, and discover how to leverage AI to achieve tangible business results. Whether you're a business leader, technology professional, or simply curious about AI's impact, this course will equip you with the knowledge and skills to navigate the AI-driven future. Antigravity Value Proposition: Master AI's industrial applications and become a catalyst for innovation in your field. Stay ahead of the curve and unlock the potential of AI to transform your industry. [gemma]
Venture beyond basic AI interaction and master the creation of fully autonomous AI agents. This course dives into the advanced techniques needed to build AI systems that can independently plan, execute, and adapt to complex tasks without constant human oversight. Learn how to design agents that not only respond to prompts but also proactively achieve goals, manage resources, and learn from their experiences. Discover the secrets to architecting resilient and scalable agentic systems. From designing sophisticated planning algorithms to implementing robust error handling and feedback loops, you'll gain the skills to create AI agents that can tackle real-world challenges with minimal supervision. Perfect for AI engineers and researchers who want to push the boundaries of what's possible with AI. Elevate your AI expertise and unlock the potential of autonomous AI agents to revolutionize industries, automate complex processes, and drive innovation. By the end of this course, you'll be equipped to build the next generation of intelligent systems that can operate with unprecedented levels of autonomy and efficiency.
In "AI Security Hardening," you'll master the advanced techniques needed to fortify AI systems against evolving threats. This course delves into adversarial attacks, data poisoning, and model vulnerabilities, equipping you with the skills to build resilient and secure AI applications. Learn to implement robust defense strategies, conduct thorough security audits, and stay ahead of emerging AI security risks. Transform your AI systems from potential liabilities into impenetrable assets. Antigravity Value Proposition: Gain a competitive edge by securing AI systems and ensuring trustworthiness. [gemma]
Unlock the transformative potential of AI in business strategy. This micro-course provides a foundational understanding of AI technologies and their strategic applications, empowering you to make informed decisions and drive innovation within your organization. Learn how to identify key areas where AI can create a competitive advantage, optimize processes, and unlock new revenue streams. Explore real-world case studies and gain practical insights into integrating AI into your business model. This course will equip you with the knowledge and tools to leverage AI for strategic success. Antigravity Value Proposition: Transform your business strategy with the power of AI. Gain a competitive edge, optimize operations, and unlock new opportunities for growth and innovation.
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]
Unlock the power of sight with Applied Computer Vision! This course takes you from the fundamentals of image analysis to advanced techniques in object detection and image segmentation. You will learn the core concepts, algorithms, and practical applications that drive cutting-edge AI. Prepare to build intelligent systems that can see and understand the world around them. [gemma]
Unlock the power of AI-assisted coding! This course is designed to help you create and refine code using intuitive, vibe-driven prompts. Whether you're a beginner or have some coding experience, you'll learn to leverage AI to generate code snippets, debug errors, and optimize your projects. Say goodbye to frustrating coding sessions and hello to a world where your coding process is as smooth as your favorite tunes.
Embark on your journey to creating sophisticated AI agents! This course provides a hands-on introduction to the core concepts and practical skills needed to design, build, and deploy autonomous agents. You'll learn how to leverage cutting-edge AI technologies to create agents that can perceive, reason, and act in dynamic environments. Discover how AI agents are revolutionizing industries by automating complex tasks, improving decision-making, and driving innovation. From understanding the fundamental building blocks of agent architecture to mastering the tools and techniques for development, this course equips you with the knowledge and skills to build AI agents that solve real-world problems. Unleash the power of AI and transform your ideas into intelligent, autonomous entities. Join us and become a pioneer in the exciting field of agentic AI! [gemma]
Unlock the power of AI for seamless co-work with Claude! This course delivers a practical, hands-on experience in automating repetitive tasks, freeing you to focus on what truly matters. Learn to harness Claude's advanced capabilities to streamline workflows, boost productivity, and achieve unprecedented efficiency. Antigravity Value Proposition: Reclaim your time and elevate your work. By the end of this course, you'll be equipped with the knowledge and skills to transform your workplace into an AI-powered hub of productivity. Say goodbye to tedious tasks and hello to a future where AI works alongside you, amplifying your potential and driving success.
Explore the critical landscape of AI ethics and responsible AI development. This course provides a foundational understanding of the ethical challenges and frameworks necessary for building AI systems that are fair, transparent, and accountable. Delve into bias mitigation, data privacy, and the societal impact of AI, equipping you with the knowledge to navigate the complex ethical considerations in the age of artificial intelligence. Understand the core principles guiding responsible AI development and deployment. Learn to identify and address potential biases in AI algorithms and datasets. Discover the importance of data privacy and security in AI applications and explore the frameworks for ensuring accountability and transparency in AI systems. Gain practical insights into the ethical considerations shaping the future of AI and their implications for businesses, individuals, and society. By the end of this course, you will be equipped to contribute to a more ethical and responsible AI ecosystem. [gemma]
Dive deep into the world of Generative AI and Large Language Models. This advanced course is designed for experienced practitioners ready to push the boundaries of AI capabilities. You'll explore cutting-edge techniques, complex architectures, and optimization strategies to build next-generation AI solutions. This course equips you with the knowledge to not only understand but also implement and fine-tune state-of-the-art generative models. Master advanced prompt engineering, explore model architectures like Transformers in depth, and learn to address challenges like bias and ethical considerations in AI development. Antigravity Value Proposition: Gain a decisive competitive edge by mastering the most advanced generative AI skills, enabling you to innovate faster, create more impactful AI applications, and lead the future of AI-driven innovation. [gemma]
Unlock the power of language with our NLP Fundamentals course. Designed for beginners, this course demystifies Natural Language Processing, enabling you to understand and build intelligent applications that interact with human language. No prior experience is required. Learn to process, analyze, and generate text, opening doors to exciting projects in chatbots, sentiment analysis, and more. This course equips you with practical skills and a solid foundation for advanced NLP topics. Master the foundational concepts of NLP in just one hour. Gain hands-on experience with industry-standard tools and techniques, and transform your understanding of how machines can 'read' and 'write'. Start your journey into the world of NLP today!
Unlock the power of Retrieval Augmented Generation (RAG) to build more accurate and context-aware AI applications. This advanced course delves into the intricacies of RAG architecture, guiding you through the process of designing, implementing, and optimizing RAG pipelines for superior performance. Learn how to combine the strengths of pre-trained language models with external knowledge sources to overcome the limitations of traditional generative AI. Master the art of crafting RAG systems that deliver precise and relevant information, enhancing the user experience and driving better outcomes. Explore advanced techniques for indexing, retrieval, and generation, and discover how to tailor your RAG architecture to specific use cases and data sets. Elevate your AI skills and build cutting-edge applications that bridge the gap between knowledge and creation. Ready to transform your AI projects? Dive into RAG and build intelligent systems that not only generate content but also understand and leverage the world around them.
Unlock the power of Large Language Models (LLMs) and revolutionize your approach to AI. This intermediate-level course is designed to equip you with the knowledge and skills needed to understand, implement, and optimize LLMs for a variety of applications. From understanding the core concepts to hands-on implementation, you'll gain invaluable expertise in this rapidly evolving field. Imagine being able to leverage LLMs to enhance your business processes, create innovative products, and stay ahead of the curve. This course makes that vision a reality. By the end of this course, you'll not only grasp the theoretical underpinnings of LLMs, but also possess the practical skills to apply them in real-world scenarios, giving you a significant competitive advantage. Don't just learn about LLMs—master them. This course offers an antigravity path from novice to practitioner, enabling you to confidently navigate the complexities of LLMs and harness their full potential. [gemma]
Unlock the full potential of large language models by mastering the art of prompt engineering. This intermediate course dives deep into advanced prompting techniques, enabling you to craft prompts that elicit specific, nuanced, and highly effective responses from AI. Learn to overcome common challenges, avoid pitfalls, and optimize your prompts for maximum impact. Elevate your AI interactions from basic queries to sophisticated dialogues. This course provides the skills to generate creative content, automate complex tasks, and extract valuable insights using the power of carefully crafted prompts. Become a prompt engineer and shape the future of AI interactions. Antigravity Value Proposition: Transform basic AI interactions into sophisticated dialogues that unlock valuable insights and drive innovation. [sarah]
This isn't just another AI overview. This is your personal launchpad. We're cutting through the noise to deliver the core, actionable intelligence you need to stop being a spectator and start being a creator. Generative AI is the most significant creative and cognitive amplifier of our time, and it's moving at light speed. Those who wait to understand will be left behind. In under an hour, we will equip you with the foundational mental models to not only understand what Generative AI is but to immediately see its potential in your world. You'll move from confusion to clarity, from theory to practical application. This course is your 'antigravity' moment—breaking free from the weight of technical jargon and abstract concepts to achieve effortless comprehension and a clear vision for your next steps. [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!