EASE AI
Home / Learning Roadmap

Learning Roadmap

Your AI learning journey — follow the path from foundations to frontier

0
Completed
0
In Progress
1
Available
0/56
Concepts Done
📐
Module 1Math FoundationsModule 2Machine LearningModule 3MLP / Deep LearningModule 4CNN & ArchitecturesModule 5RNN / LSTM / GRUModule 6TransformerModule 7Generative ModelsModule 8LLM & RLLinear AlgebraMatrix Multipli…CalculusPartial Derivat…Gradient DescentProbabilityLoss FunctionsLinear Regressi…Logistic Regres…SvmDecision TreeK MeansPcaCross ValidationPerceptronBackpropagationActivation Func…DropoutBatch Normaliza…OptimizersWeight InitConvolutionPoolingFeature MapsStride PaddingResnetTransfer Learni…Data Augmentati…Rnn BasicsVanishing Gradi…Lstm GatesGruSeq2seqTime SeriesText GenerationSelf AttentionMulti Head Atte…Positional Enco…Layer NormFeed ForwardEncoder DecoderBert GptAutoencoderVaeGanDiscriminator G…Latent SpaceDiffusion BasicsImage GenerationLanguage Modeli…RlhfQ LearningPolicy GradientReward FunctionExploration Exp…Fine Tuning
Follow the path
Click any module to dive in. Complete concepts to unlock the next module. Dashed lines show cross-module bridges.