ACADEMY
FI01 : Information technology
FI02 : Finance as quant
FI03 : With artificial intelligence
AI01 : Data preprocessing
General dataset
Image dataset
Loading and manipulating images
Loading and manipulating images with deep learning framework
Scaling image pixel data
Using image data augmentation in keras
AI02 : Machine learning
Dimensionality reduction
Measure theory
Statistical learning
Performance evaluation
Regression
Classification
Clustering
k-Nearest neighbors
Support vector machine
Decision trees
Naive-Bayes classifier
Hidden markov model
Ensemble learning
Metrics
AI03 : Deep learning
Fundamental of deep learning
Artificial neural networks
Convolutional neural networks
Recurrent neural networks
Generative adversarial networks
Graph neural networks
Restricted boltzmann machines and auto-encoders
Variational autoencoder
Deep learning trend
AI04 : Reinforcement learning
The Markov Decision Process and Dynamic Programming
Gaming with Monte Carlo Methods
Temporal Difference Learning
Multi-Armed Bandit Problem
Deep Learning Fundamentals
Atari Games with Deep Q Network
Playing Doom with a Deep Recurrent Q Network
The Asynchronous Advantage Actor Critic Network
Policy Gradients and Optimization
Car Racing Using DQN
Recent Advancements and Next Steps
AAI00 : Big data
AAI01 : Computer vision
Intel realsense
Basic image processing
Image classification
Object detection
Face recognition
Image segmentation
Motion analysis
Image restoration
AAI02 : Natural language processing
What Is Natural Language Processing
Image captioning
Review of Deep Learning
Working with Raw Text
Topic Modeling and Word Embeddings
Text Generation, Machine Translation, and Other Recurrent Language Modeling Tasks
AAI03 : Methodology
EE01 : Integrated circuits
Transistor–Transistor Logic
Emitter-Coupled Logic
NMOS Logic
CMOS Logic
Low-Power CMOS Logic
BiCMOS Logic
Interfacing between Digital Logic Circuits
BiCMOS Logic
Interconnect
Bistable Circuits
Digital Memories
Design and Layout
Integrated Circuit Packages
EE02 : Semiconductor devices
Semiconductor Physics
p-n Junctions
Metal-Semiconductor Contacts
Metal-Insulator-Semiconductor Capacitors
Diodes
MOSFETs
Photodetectors and Solar Cells
Sensors
EE03 : Signal processing
PHY01 : Classical mechanics
Physical constant and unit and equation
Kinematics
Newtonian mechanics
Central forces
Calculus of variations
Lagrange dynamics
Hamiltonian dynamics
Chaotic systems
Rigid body
Nonlinear dynamics
PHY02 : Electromagnetism
Electrostatics
Special techniques
Electric fields in matter
Magnetostatics
Magnetic fields in matter
Electrodynamics
Conservation laws
Electromagnetic waves
Potentials and fields
Radiation
Electrodynamics and relativity
PHY03 : Thermodynamic and statistical mechanics
Preliminaries
Kinetic theory of gases
Transport and thermal diffusion
The first law
The second law
Thermodynamics in action
Statistical mechanics
Beyond the ideal gas
Thermodynamics in action
Special topics
Heat flow via time stepping
PHY04 : Quantum theory
Blackbody radiation
The schrödinger equation
One-Dimensional potential
The harmonic oscillator
Anharmonic oscillator
Motion in the central force field
Second virial coefficient and its quantum corrections
Perturbation theory
Variational principle
WKB approximation
Adiabatic
Scattering
PHY05 : Solid state physics
Physics of solids without considering micro- scopic Structure
Structure of materials
Toy models of solids in one dimension
Geometry of solids
Neutron and X-Ray diffraction
Electrons in solids
Magnetism and mean field theories
PHY06 : Theory of relativity
The orbits in general relativity
Light bending in the gravitational field
Einstein’s field equations
The schwarzschild solution
The Reissner–Nordstrom solution for a charged Mass Point
MATH01 : Linear algebra
Basic concepts
Linear equation systems
Eigenvalue problems
Nonlinear equations
Singular value decomposition
Sparse matrices
Polynomials
Polynomial interpolation
Spline interpolation
Multivariate interpolation
MATH02 : Calulus
Permutation and combination
Limits and series
Sums and products
Derivative calculus
Integral calculus
Vector calculus
Special functions and numbers
Variations
Numerical integration Methods
Numerical integration with SciPy
Multiple integration
Symbolic and arbitrary-precision integration
Integral transforms
MATH03 : Complex analysis
Complex functions
Cauchy–Riemann equations
Line integral
Cauchy integral theorem and formula
Laurent series
Liouville theorem
Residue theorem
MATH04 : Differential equation
ODE analytical solutions
ODE numerical methods
ODE numerical integration
PDE analytical solutions
PDE finite element method
PDE finite difference method
PDE finite volume method
Sturm–Liouville theory
Green function
MATH05 : Statistics
Probability
Descriptive statistics
Distribution
Parameters estimation
Hypothesis tests
Covariance and correlation
Regression analysis
Analysis of variance
Non-parametric tests
Time series
MATH06 : Optimization
Convex analysis
Univariate optimization
Unconstrained multivariate optimization
Nonlinear least square problems
Constrained optimization
Linear programming
Combinatorial
Metaheuristics