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
- 5G（第5世代移動通信）
- Bluetooth mesh
- フーリエ変換
- 周波数解析
- ディジタルフィルター
- OFDM
- O-RAN とは
- PLL
- ビームフォーミング
- ソフトウェア無線
- Sパラメータ
- ローカル5G
- ウェーブレット変換
- Massive MIMOとは？
- ミリ波とは
- Ultra-wideband (UWB)
- 衛星通信
- レーダー
エネルギー生産
検証とテスト
MATLAB
テストと計測
モーター制御と電力制御
医療機器
自動運転・ADAS
パワーエレクトロニクス制御設計
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
- Raspberry Pi プログラミングをMATLAB および Simulink で作成
- 逆運動学
- ロボットプログラミング
- サイバーフィジカルシステム (CPS)
- SLAM (自己位置推定と環境地図作成)
- ロボットティーチング
- ドローンプログラミング
- LiDAR (Light Detection and Ranging)
- 協働ロボット (コボット・Cobot)
- TRL
- ドローンマッピング
偏微分方程式
パワーエレクトロニクス制御設計
テキストアナリティクス
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
- 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
- 敵対的生成ネットワーク (GAN)
- リカレントニューラルネットワーク (RNN)
- 説明可能なAI
- 正則化
- 特徴エンジニアリング
- 畳み込みニューラルネットワーク (Convolutional Neural Network)
- Ground truth (グランドトゥルース)
- 特徴量エンジニアリング
- 過学習
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
- Open Science
- 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
- Climate Stress Test
- 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
- Bode Plot
- Control Design Software
- ECU Calibration
- Euler Angles
- Frequency Response
- Gain Scheduling
- Linearization
- OPC UA
- Optimal Control
- Parameter Estimation
- PID Control
- PID Tuning
- Quaternion
- Reduced Order Modeling
- Root Locus
- Rotation Matrix
- State-Space Models
- Transfer Function
- What Is Reinforcement Learning?
- Battery Management Systems (BMS)
- Battery Modeling
- Battery State of Charge
- Battery Thermal Management System
- BLDC Motor Control
- Boost Converter Simulation
- Buck Converter Simulation
- Clarke and Park Transforms
- Droop Control
- Field-Oriented Control
- Field-Weakening Control
- Grid-Tied Inverter
- Induction Motor Speed 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
- Power System Simulation and Optimization
- Space Vector Modulation (SVM)
- Small-Signal Analysis
Energy Production
Event-Based Modeling
Financial Services
FPGA, ASIC, and System-on-Chip
Image Processing and Mapping
- Affine Transformation
- Color Profile
- Denoising
- DICOM
- Digital Image Processing
- Edge Detection
- Geodesy
- Hyperspectral Imaging
- Image Analysis
- Image Enhancement
- Image Reconstruction
- Image Registration
- Image Segmentation
- Image Thresholding
- Image Transform
- Lab Color
- Map Projection
- Medical Image Analysis with MATLAB
Industrial Automation and Machinery
MATLAB
- Data Cleaning
- Data Fitting
- What Is Data Visualization?
- Extend Java Math Capabilities with MATLAB
- MATLAB Acceleration
- MATLAB Apps
- MATLAB Code
- MATLAB GUI
- MATLAB Multicore
- MATLAB Plot Gallery
- Numerical Analysis with MATLAB
- Object-Oriented Programming in MATLAB
- Scientific Computing with MATLAB
- Using MATLAB with Excel
- What Is MATLAB?
Medical Devices
Optimization
Parallel Computing
Partial Differential Equations
Physical Modeling
Real-Time Simulation and Testing
Robotics and Autonomous Systems
- Arduino Programming with MATLAB and Simulink
- Advanced driver-assistance systems (ADAS)
- Cloud Robotics
- Cobots
- Cyber-Physical Systems
- Drone Mapping
- Drone Programming
- Drone Simulation
- Inverse Kinematics
- What Is Lidar?
- Path Planning
- Raspberry Pi Programming with MATLAB and Simulink
- Robot Programming
- Simultaneous Localization and Mapping (SLAM)
- Inertial Navigation System
Signal Processing and Communications
- 5G Wireless Technology Development
- 6G
- Audio Signal Processing with MATLAB and Simulink
- Beamforming
- Bluetooth Mesh
- Channel Model
- Convolution
- Denoising
- DVB-S2
- Empirical Mode Decomposition
- Fast Fourier Transform (FFT)
- Filter Design
- Electronically Steered Array (ESA) Radar
- GPUs for Signal Processing Algorithms MATLAB
- High-Pass Filter
- How do radars work?
- Logic Analyzer with MATLAB and Simulink
- Low-Pass Filter
- LTE Tutorial
- Massive MIMO
- What Is mmWave?
- Multi-Object Tracking
- OFDM
- What is O-RAN?
- 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
- Synthetic Aperture Radar (SAR)
- UWB: Ultra-wideband
- Wavelet Transforms in MATLAB
- Wireless Transceiver
Simulink
Statistics and Machine Learning
- AdaBoost
- Anomaly Detection
- Autoencoders
- AutoML
- What Is Artificial Intelligence?
- Cluster Analysis
- Condition Monitoring
- Convolutional Neural Network
- Cross-Validation
- What Is Deep Learning?
- Feature Selection
- Feature Engineering
- Generative Adversarial Networks (GANs)
- Ground Truth
- Interpretability
- Linear Model
- What Is Linear Regression?
- Long Short-Term Memory (LSTM) Networks
- What Is Machine Learning?
- Machine Learning Models
- Manufacturing Analytics
- MATLAB vs R
- Monte Carlo Simulation
- What Is a Neural Network?
- Nonlinear Model
- Nonlinear Regression
- Overfitting
- 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
Symbolic Computing
Test and Measurement
Text Analytics
Verification, Validation, and Test
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