Subject 04
Deep Neural Networks (DNN)
Coming soonThe fourth subject for your first semester. Not available to study or purchase yet.
3 interactive field guides available — Machine Learning, Mathematical Foundations, Statistical Methods — built around the BITS WILP syllabus and the exam-style questions its handouts set.
Linear systems · vector spaces · eigenvalues · matrix calculus · convexity · gradient descent · SVM. The language ML quietly assumes you already speak.
Linear & logistic regression · trees · distance-based · kernels · Bayesian methods · ensembles · clustering. With the math visualised and the source citations.
Central tendency to inference · Bayes · distributions · hypothesis testing · ANOVA · regression · time series · GMM & EM. The ZC418 handout, session by session.
The fourth subject for your first semester. Not available to study or purchase yet.
For course navigation and interactive practice, please use the live app. Offline PDF generation is disabled.