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🧠 Brain-Computer Interfaces (BCI) Specialization - Coggle Diagram
🧠 Brain-Computer Interfaces (BCI) Specialization
1️⃣ 🧠 Foundations of Brain-Computer Interfaces
1.1 📚 Introduction to BCI
Definition
History
Types of BCI
Invasive
Semi-Invasive
Non-Invasive
Active BCI
Reactive BCI
Passive BCI
1.2 🧬 Human Neurophysiology
Central Nervous System
Peripheral Nervous System
Brain Anatomy
Cerebral Cortex
Frontal Lobe
Temporal Lobe
Parietal Lobe
Occipital Lobe
Cerebellum
Brain Stem
Motor Cortex
Sensory Cortex
Visual Cortex
Auditory Cortex
1.3 ⚡ Neurons
Synapse
Neurotransmitters
Action Potential
Neural Oscillations
Brain Rhythms
Delta
Theta
Alpha
Beta
Gamma
1.4 📈 Brain Signals
Electrical Signals
Hemodynamic Signals
Magnetic Signals
Neural Activity
Event Related Potentials
P300
SSVEP
Motor Imagery
2️⃣ 🧪 Brain Signal Acquisition
2.1 ⚡ EEG
Electroencephalography
Electrode Placement
10-20 System
Dry Electrodes
Wet Electrodes
Sampling Rate
Amplifiers
2.2 🔬 fNIRS
Hemodynamic Measurement
Oxygenated Hemoglobin
Deoxygenated Hemoglobin
2.3 🧲 MEG
Magnetoencephalography
SQUID Sensors
Source Localization
2.4 🏥 ECoG
Electrocorticography
Surgical Implantation
High Resolution Recording
2.5 🧪 EMG
Muscle Signals
2.6 👁 Eye Tracking
2.7 ❤️ ECG Integration
3️⃣ 🛠 Open Source Hardware
3.1 🧩 OpenBCI
Cyton
Ganglion
Daisy Module
3.2 🎧 Muse Headset
3.3 🎓 Emotiv
3.4 🧠 g.tec
3.5 🔧 Raspberry Pi
3.6 💻 Jetson Edge AI
3.7 ⚙ Arduino
3.8 📡 Sensors
EEG
IMU
Accelerometer
Gyroscope
Camera
Microphone
4️⃣ 💻 Software Ecosystem
4.1 🐍 Python
4.2 🧠 MNE-Python
4.3 🔄 BrainFlow
4.4 📊 NumPy
4.5 📈 Pandas
4.6 📉 SciPy
4.7 🤖 TensorFlow
4.8 🔥 PyTorch
4.9 📊 Matplotlib
4.10 📡 Lab Streaming Layer
4.11 🎮 Unity
4.12 🥽 Unreal Engine
4.13 🧪 MATLAB
5️⃣ 📊 Signal Processing
Filtering
Bandpass
High-pass
Low-pass
Notch Filter
FFT
STFT
Wavelet Transform
ICA
PCA
CSP
Artifact Removal
Eye Blink
Muscle Noise
Motion Noise
Line Noise
6️⃣ 🤖 Artificial Intelligence
Machine Learning
Deep Learning
Feature Engineering
Feature Extraction
Classification
Regression
Clustering
Models
CNN
RNN
LSTM
Transformer
Autoencoder
Random Forest
SVM
XGBoost
7️⃣ 🎯 BCI Applications
Motor Imagery
Emotion Recognition
Stress Detection
Fatigue Detection
Attention Detection
Cognitive Workload
Sleep Monitoring
Epilepsy Detection
Stroke Rehabilitation
Prosthetic Control
Wheelchair Control
Drone Control
Robot Arm
Cursor Control
Gaming
Smart Home
8️⃣ 🥽 AR VR XR
Meta Quest
Apple Vision Pro
Microsoft HoloLens
Mixed Reality
Virtual Reality
Augmented Reality
Spatial Computing
9️⃣ 🤖 Robotics
ROS2
MoveIt
Gazebo
Isaac Sim
Omniverse
SLAM
Navigation
Autonomous Robots
Human Robot Interaction
Cloud Robotics
🔟 ☁ Cloud Computing
AWS
EC2
S3
IAM
VPC
SageMaker
EKS
CloudWatch
Azure
AKS
Azure ML
IoT Hub
Google Cloud
Vertex AI
GKE
BigQuery
1️⃣1️⃣ 🐳 Containerization
Docker
Docker Compose
Podman
Kubernetes
K3s
Helm
Terraform
GitOps
ArgoCD
1️⃣2️⃣ 📈 MLOps
ML Pipeline
Data Versioning
Model Registry
Feature Store
Experiment Tracking
MLflow
Kubeflow
CI/CD
Model Deployment
Monitoring
Drift Detection
1️⃣3️⃣ 📡 Data Pipeline
MQTT
Kafka
RabbitMQ
Redis
Apache Spark
Apache Flink
Elasticsearch
OpenSearch
1️⃣4️⃣ 🔍 Observability
Prometheus
Grafana
Loki
Tempo
Jaeger
OpenTelemetry
Fluent Bit
Elastic Stack
Wazuh
SIEM
1️⃣5️⃣ 🤖 Intelligent Operations
AIOps
Automated Incident Response
Root Cause Analysis
Self Healing Systems
Predictive Maintenance
Capacity Planning
Alert Correlation
Model Auto Tuning
1️⃣6️⃣ 🔐 Neuro Cybersecurity
Zero Trust
IAM
MFA
OAuth2
OpenID Connect
TLS
VPN
Secure Boot
TPM
Device Identity
Key Management
Data Encryption
Secure API
Threat Detection
SIEM
SOC
Digital Forensics
1️⃣7️⃣ 📜 Compliance
HIPAA
GDPR
FDA BCI Guidance
EU MDR
IEC 62304
ISO 13485
ISO 14971
ISO 27001
NIST CSF
IEEE P2731
IEEE Neuro Rights
1️⃣8️⃣ ⚖ Ethics
Privacy
Human Consent
Data Ownership
Bias Detection
Explainable AI
Responsible AI
Neuro Rights
Human Dignity
Transparency
Accountability
1️⃣9️⃣ 🏥 Healthcare
ICU Monitoring
Telemedicine
Smart Hospital
Neuro Rehabilitation
Brain Mapping
Parkinson Disease
Alzheimer's Disease
Stroke Recovery
ALS Communication
Mental Health
2️⃣0️⃣ 🚗 Industry Applications
Smart Manufacturing
Industry 4.0
Industry 5.0
Aerospace
Defense
Automotive
Autonomous Vehicles
Smart Cities
Education
Finance
Gaming
Military
Space Exploration
2️⃣1️⃣ 🚀 Capstone Projects
AI Controlled Wheelchair
EEG Controlled Drone
Smart Prosthetic Hand
Emotion Recognition Dashboard
BCI Gaming Platform
VR Brain Interface
Brain Controlled Robot Arm
Cloud Native BCI Platform
Healthcare Monitoring System
Real-Time EEG Analytics Platform
2️⃣2️⃣ 🎓 Career Path
BCI Engineer
Neuro AI Engineer
Machine Learning Engineer
Robotics Engineer
AI Research Scientist
Biomedical Engineer
Medical Device Engineer
Edge AI Engineer
Cloud Engineer
MLOps Engineer
DevOps Engineer
Site Reliability Engineer
Data Scientist
Research Scientist
Cybersecurity Engineer