注目の MATLAB および Simulink の機能をビデオ、参考例、ドキュメンテーション、その他のリソースを通して学ぶ。
画像処理
信号処理・通信
エネルギー生産
検証とテスト
MATLAB
テストと計測
金融機関
最適化
シンボリック計算
産業オートメーション・機械
金融工学
パラレルコンピューティング
情報生命科学
イベントベースモデリング
ロボティクス
偏微分方程式
パワーエレクトロニクス制御設計
統計・機械学習
- 異常検知
- モンテカルロ シミュレーション
- クラスタリング
- 線形回帰
- 非線形回帰
- 平滑化
- ディープラーニング
- 畳み込みニューラルネットワーク (CNN)
- 人工知能 (AI)
- 外観検査
- 教師あり学習
- 教師なし学習
- 予知保全
- 機械学習
- 管理図
- ニューラルネットワーク
- オートエンコーダ
- LSTM (長・短期記憶)
- AutoML
- 転移学習
- サポートベクターマシン (SVM)
- 乱数
- 強化学習
制御システム
組み込み開発
コンピュータビジョン
リアルタイムシミュレーションとテスト
並列計算
English
Academia
- Computational Thinking
- Teaching Biology with MATLAB
- Teaching Calculus with MATLAB
- Teaching Chemistry with MATLAB
- Teaching Data Science with MATLAB
- Teaching Deep Learning with MATLAB
- Teaching Econometrics with MATLAB
- Teaching First-Year Engineering with MATLAB and Simulink
- Teaching Geoscience with MATLAB
- Teaching Physics with MATLAB
- Teaching Psychology and Neuroscience with MATLAB
- Teaching Quantitative Finance and Risk Management with MATLAB
- Teaching Science with MATLAB
Cloud Computing
Code Generation and Verification
Computational Biology
Computational Finance
- AI in Finance
- Backtesting
- Binomial Model
- CAPM
- Cointegration
- Commodities Trading
- Concentration Risk
- Counterparty Credit Risk
- Credit Derivatives
- Credit Risk
- Credit Scoring Model
- Equity Trading
- Financial Derivatives
- Financial Risk Management
- Fixed Income
- Fraud Analytics
- GARCH Models
- High-Frequency Trading
- Liquidity Risk
- Market Risk
- Momentum Trading
- Operational Risk
- Portfolio Optimization
- Predictive Modeling
- Statistical Arbitrage
- Smart Beta
- Swap Curve
- Swing Trading
- Time Series Regression
- Transaction Cost Analysis
- Yield Curve
- Zero Curve
Computer Vision
Control Systems
Energy Production
Event-Based Modeling
Financial Services
FPGA, ASIC, and System-on-Chip
Image Processing and Mapping
Industrial Automation and Machinery
MATLAB
Medical Devices
- Battery Management Systems (BMS)
- Battery Modeling
- Battery State of Charge
- BLDC Motor Control
- Boost Converter Simulation
- Buck Converter Simulation
- Clarke and Park Transforms
- Field-Oriented Control
- Motor Control Design with Simulink
- Motor Modeling and Simulation
- MPPT Algorithm
- Power Electronics Hardware-in-the-Loop (HIL) testing
- Power Electronics Simulation
- Power Factor Correction
- Space Vector Modulation (SVM)
- Small-Signal Analysis
Optimization
Parallel Computing
Partial Differential Equations
Physical Modeling
Real-Time Simulation and Testing
Robotics
Signal Processing and Communications
- 5G Wireless Technology Development
- Audio Signal Processing with MATLAB and Simulink
- Beamforming
- Channel Model
- Empirical Mode Decomposition
- Filter Design
- GPUs for Signal Processing Algorithms MATLAB
- High-Pass Filter
- Logic Analyzer with MATLAB and Simulink
- Low-Pass Filter
- LTE Tutorial
- Massive MIMO
- Multi-Object Tracking
- OFDM
- Oscilloscope Software with MATLAB and Simulink
- Parametric Equalizer (EQ) with MATLAB and Simulink
- Quantization
- Radar System Design
- RF System
- S-Parameter
- Software-Defined Radio
- Spectrum Analyzer Software with MATLAB and Simulink
- Stream Processing
- Wavelet Transforms in MATLAB
- Wireless Transceiver
Simulink
Statistics and Machine Learning
- AdaBoost
- AutoML
- What Is Artificial Intelligence?
- Cluster Analysis
- Convolutional Neural Network
- Cross-Validation
- What Is Deep Learning?
- Feature Selection
- Feature Engineering
- Generative Adversarial Networks (GANs)
- Interpretability
- Linear Model
- What Is Linear Regression?
- Long Short-Term Memory (LSTM) Networks
- What Is Machine Learning?
- MATLAB vs R
- Monte Carlo Simulation
- What Is a Neural Network?
- Nonlinear Model
- Nonlinear Regression
- Panel Data
- Predictive Analytics
- Predictive Maintenance
- Prescriptive Analytics
- Probability Distributions
- Prognostics
- Random Number
- Recurrent Neural Network (RNN)
- Regularization
- ROC Curve
- Smoothing
- Supervised Learning
- Support Vector Machine (SVM)
- Transfer Learning
- Unsupervised Learning
