Computer Science

INTRODUCTION

• This repo is for Computer Science lectures and related projects.
• All lectures are from MIT OpenCourseWare & Stanford Archive & Coursera
• This repo also serves as a portfolio.

COMPUTER SCIENCE CURRICULUM

MATH

• Single Variable Calculus
  • Multivariable Calculus
    • Differential Equations
    • Linear Algebra
    • Probabilistic Systems Analysis and Applied Probability
    • Probabilistic Graphical Models

COMPUTER SCIENCE

• Mathematics for Computer Science
  • Automata, Computability, Complexity
  • Intro to Algorithms
    • Advanced Algorithms
  • Design and Analysis of Algorithms
    • Advanced Data Structures
    • Algorithms for Planar Graphs and Beyond
    • Sublinear Time Algoritms
  • Computation Structures
    • Performance Engineering of Software Systems
    • Software Construction
      • Computer System Engineering
        • Distributed Systems
        • Database Systems
• Operating System Engineering
• Intro to Computational Thinking and Data Science
• Algorithmic Aspects of Machine Learning
• Artificial Intelligence
  • Deep Learning
  • NLP
  • Neural Networks for Visual Recognition

TABLE OF CONTENTS

• Algorithms
• Data Structures
• SQL
• Optimization Algorithms
• Python Projects
• Data Science Projects
• C
• C++