Neural networks and AI architectures. Master deep learning through bite-sized, swipeable learning tiles — designed for busy people who want to learn on the go.
This Deep Learning 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 deep learning 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
Neural Network Basics
Layers, activation functions, and backpropagation
perceptrons and neuronsactivation functions (ReLU, sigmoid)forward propagationloss functionsbackpropagation simplifiedgradient descentCNNs vs RNNs overview
2
Deep Learning Frameworks
PyTorch and TensorFlow essentials
PyTorch vs TensorFlowtensors and operationsautograd basicsbuilding models with nn.Moduletraining loopsGPU accelerationmodel saving and loading
word embeddings (Word2Vec, GloVe)fine-tuning BERTtext classification with transformersnamed entity recognitionquestion answering systemsHugging Face ecosystemprompt engineering basics
9
Practical Deep Learning
End-to-end DL projects
dataset collection and cleaningexperiment tracking (Weights & Biases)hyperparameter optimizationmodel debugging strategiesreproducibility best practicesKaggle competition tipsbuilding a DL portfolio
10
Advanced Deep Learning
Cutting-edge DL topics
few-shot learningself-supervised learningknowledge distillationneural architecture searchmulti-modal modelsreinforcement learning from human feedbackscaling laws and compute