Academic
Transcript

Data analysis pipelines, visualization, and statistical modeling.

Supervised and unsupervised learning algorithms and applications.

Linear programming, convex optimization, and algorithmic strategies.

Statistical pattern recognition, classification, and clustering techniques.

Advanced NLP, transformers, and language models.

Computational methods for biological data analysis and sequencing.

Digital image manipulation, filtering, and computer vision basics.

Software development lifecycle, agile methods, and design patterns.

2D/3D rendering, transformations, and graphics pipelines.

Search algorithms, game playing, and knowledge representation.

Network protocols, layers, architecture, and security.

Lexical analysis, parsing, and code generation.

Relational database design, SQL, and normalization.

Instruction sets, processor design, and memory hierarchy.

Finite automata, context-free grammars, and Turing machines.

Computational techniques for solving mathematical problems.

Process management, memory management, and concurrency.

Boolean algebra, logic gates, and circuit design.

Logic, proofs, set theory, and graph theory.

Design and analysis of efficient algorithms and complexity theory.

Implementation of arrays, lists, trees, graphs, and hashing.

Object-oriented programming concepts and implementation.

Introduction to programming logic and problem-solving.

Vector spaces, matrices, determinants, and eigenvalues.

Complex variables, Laplace transforms, and series solutions.

Integration techniques and applications.

Limits, derivatives, and applications of differentiation.

Electromagnetism, optics, and modern physics.

Mechanics, kinematics, and thermodynamics.

Probability theory, distributions, and inferential statistics.

Exploration of arts in community development.

Ecological systems and environmental challenges.

Supply and demand, market structures, and consumer behavior.

Financial reporting, balance sheets, and income statements.

Ethical theories and their application to society.

Introduction to arts, literature, and philosophy.

Academic writing and critical thinking.

Basic English grammar and writing skills.

History and emergence of Bangladesh as a nation.

Bangla language, literature, and cultural history.