This book is based on the lecture notes of the author delivered to the students at the Institute of Science, Banaras Hindu University, India.  It covers simplex, revised simplex, two-phase method, duality, dual simplex, complementary slackness, transportation and assignment problems with good number of examples, clear proofs, MATLAB codes and homework problems. The book will be useful for both students and practitioners.