Data & AIBeginner FriendlyFree Course10 Milestones
AI Fundamentals Short Course
Understand how AI and machine learning work. Master ai fundamentals through bite-sized, swipeable learning tiles — designed for busy people who want to learn on the go.
This AI Fundamentals short course on SkillTiles breaks down everything you need to know into 10 structured milestones, each packed with bite-sized learning tiles you can swipe through in under 15 seconds each.
Whether you're a complete beginner or looking to refresh your knowledge, this online ai fundamentals course uses AI-powered content to adapt to your learning pace. Each tile delivers a focused concept, example, or quiz — making it perfect for commutes, coffee breaks, or quick study sessions.
Covering 70 key topics across 10 milestones, this course takes you from foundations to practical application. Earn badges as you complete each milestone and track your progress on your learning dashboard.
Course Curriculum
1
What is AI?
Core concepts, history, and types of AI
what is artificial intelligencenarrow AI vs general AImachine learning basicssupervised vs unsupervised learningneural networks simplifiedtraining dataAI in everyday life
2
Large Language Models
GPT, Claude, and how chatbots work
what are LLMstokens and tokenizationhow transformers work (simplified)training vs fine-tuningprompt engineering basicshallucinations and limitationsethical considerations
3
AI Models & Training
How models learn from data
training vs inferencedatasets and labelsloss functionsgradient descent simplifiedepochs and batcheshyperparametersmodel evaluation metrics
4
AI Ethics & Bias
Responsible AI development
algorithmic biasfairness in AIdata privacyexplainable AIdeepfakes and misuseAI regulationresponsible AI frameworks
5
AI in Practice
Real-world AI applications
AI in healthcareAI in financerecommendation systemsautonomous vehicles overviewAI-powered searchgenerative AI landscapebuilding AI products
6
Generative AI
LLMs, diffusion models, and content creation
how LLMs workdiffusion models for imagestext-to-speech and voice cloningvideo generation overviewfine-tuning vs promptingRAG (retrieval-augmented generation)AI agents and tool use
7
History of AI
From Turing to transformers
Turing test and early AIAI wintersexpert systems eradeep learning breakthroughImageNet momentattention mechanism and transformersChatGPT and the AI boom
8
AI Careers
Build a career in artificial intelligence
AI/ML job rolesrequired skills and educationbuilding an AI portfolioKaggle competitionsopen-source contributionsresearch vs industrystaying current in AI
9
AI Tools & Platforms
Navigate the AI tool ecosystem
OpenAI APIHugging Face ecosystemGoogle AI toolsvector databasesMLOps platformsno-code AI toolsevaluating AI services
10
AI Safety & Alignment
Ensuring AI benefits humanity
alignment problemreward hackinggoal misspecificationRLHF explainedAI governanceexistential risk debatescurrent safety research
Start this free ai fundamentals short course today. Swipe through AI-powered tiles, earn badges, and build a daily learning habit — no experience needed.