BioniChaos
@bionichaos.bsky.social
BioniChaos is about making biomedical data tools simple and accessible for everyone, whether they’re learning, researching, or solving practical problems. We focus on open-source tools that let people explore and understand data like EEG, ECG, etc.
Exploring Transcranial Magnetic Stimulation (TMS) via the BioniChaos interactive 3D sim. 🧠⚡️
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
TMS Simulation: Visualizing Magnetic Fields & Brain Networks
YouTube video by BioniChaos
youtu.be
December 3, 2025 at 10:13 AM
Exploring Transcranial Magnetic Stimulation (TMS) via the BioniChaos interactive 3D sim. 🧠⚡️
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
From Faraday’s induction to personalized network modulation for depression. We visualize the physics behind the "virtual lesion."
Watch here: youtu.be/sUFOxoDt99E
#Neuroscience #AI #TMS
I'm a(Live ) join in for a chat (you can even promote your project) youtube.com/live/ODV53oB...
Biomedical Data Tools & Open Source & Live Web Development with AI Agents
YouTube video by BioniChaos
youtube.com
December 3, 2025 at 1:18 AM
I'm a(Live ) join in for a chat (you can even promote your project) youtube.com/live/ODV53oB...
We visualized real-time physiological data (ECG, EDA, RESP) during cognitive tasks to show the mind-body connection. AI uses this neurodata for hyper-personalized learning—adjusting difficulty to your real-time stress levels. Future of EdTech is here
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
Physiological Data & AI: Personalizing Learning & Mind-Body Connection
YouTube video by BioniChaos
youtu.be
December 2, 2025 at 3:34 AM
We visualized real-time physiological data (ECG, EDA, RESP) during cognitive tasks to show the mind-body connection. AI uses this neurodata for hyper-personalized learning—adjusting difficulty to your real-time stress levels. Future of EdTech is here
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
youtu.be/aTcI39CiIfk
#AIinEducation #Neuroscience
Advanced EEG Signal Simulator on BioniChaos: Mix brainwaves, add artifacts (EMG/EOG), and visualize complex signal processing principles in time & frequency domains. Great for #Neuroscience #SignalProcessing learning. Upcoming features include Gamma waves & multi-channel. 🧠 youtu.be/Y-zBxUcumlM
Advanced EEG Signal Simulation: Waves, Artifacts & Signal Processing
YouTube video by BioniChaos
youtu.be
December 1, 2025 at 3:23 AM
Advanced EEG Signal Simulator on BioniChaos: Mix brainwaves, add artifacts (EMG/EOG), and visualize complex signal processing principles in time & frequency domains. Great for #Neuroscience #SignalProcessing learning. Upcoming features include Gamma waves & multi-channel. 🧠 youtu.be/Y-zBxUcumlM
How do neurons fire perfectly? Action Potentials are governed by the all-or-none principle, ion channel dynamics (Na+/K+), and myelination. We unpack neural homeostasis: two non-linear controllers maintain optimal firing stability and dynamic range. Fascinating biomedical action
youtu.be/JaOyVOYEIWo
youtu.be/JaOyVOYEIWo
Action Potentials: How Neurons Master Dual Control for Optimal Firing
YouTube video by BioniChaos
youtu.be
November 30, 2025 at 12:27 AM
How do neurons fire perfectly? Action Potentials are governed by the all-or-none principle, ion channel dynamics (Na+/K+), and myelination. We unpack neural homeostasis: two non-linear controllers maintain optimal firing stability and dynamic range. Fascinating biomedical action
youtu.be/JaOyVOYEIWo
youtu.be/JaOyVOYEIWo
Unlock the science of TMS! Our interactive 3D simulation visualizes how coil shape, frequency (inhibitory vs. excitatory), and intensity precisely influence brain activity. See the induced electric field—the key to effective neuromodulation—in real-time.
Learn more: youtu.be/0l9ZoSoYoNo
Learn more: youtu.be/0l9ZoSoYoNo
Interactive Transcranial Magnetic Stimulation (TMS) Simulation Deep Dive
YouTube video by BioniChaos
youtu.be
November 29, 2025 at 1:24 AM
Unlock the science of TMS! Our interactive 3D simulation visualizes how coil shape, frequency (inhibitory vs. excitatory), and intensity precisely influence brain activity. See the induced electric field—the key to effective neuromodulation—in real-time.
Learn more: youtu.be/0l9ZoSoYoNo
Learn more: youtu.be/0l9ZoSoYoNo
The BioniChaos Interactive Physiological Simulation visualizes real-time ECG, EDA, and RESP responses to cognitive and emotional stress. See how your brain and body communicate—from error-related spikes to the heart-breath connection (RSA). It's psychophysiology made tangible. youtu.be/XrxiFqjWvqg
Interactive Mind-Body Connection: Real-Time Physiological Signal Visualization
YouTube video by BioniChaos
youtu.be
November 28, 2025 at 11:20 AM
The BioniChaos Interactive Physiological Simulation visualizes real-time ECG, EDA, and RESP responses to cognitive and emotional stress. See how your brain and body communicate—from error-related spikes to the heart-breath connection (RSA). It's psychophysiology made tangible. youtu.be/XrxiFqjWvqg
Forget 'perfect order.' Our dive into BioniChaos reveals that complex, chaotic rhythms are essential for a healthy heart & an intelligent brain. Learn how these nonlinear dynamics are inspiring superior AI models (like BWMFO-Kelm) for diagnostics, driving innovation in medicine youtu.be/yvltfVvPSU8
Decoding Health: Why Chaos is Key to the Heart, Brain & Medical AI
YouTube video by BioniChaos
youtu.be
November 28, 2025 at 12:28 AM
Forget 'perfect order.' Our dive into BioniChaos reveals that complex, chaotic rhythms are essential for a healthy heart & an intelligent brain. Learn how these nonlinear dynamics are inspiring superior AI models (like BWMFO-Kelm) for diagnostics, driving innovation in medicine youtu.be/yvltfVvPSU8
Demystifying biomedical data! 🧠 BioniChaos is democratizing EEG/ECG analysis using open-source web tools & Game-Based Learning. We dive into the tech & the ethics of neuroenhancement.
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
Demystifying Biomedical Data: Exploring Open-Source Tools and Ethical Tech Frontiers
YouTube video by BioniChaos
youtu.be
November 27, 2025 at 11:27 AM
Demystifying biomedical data! 🧠 BioniChaos is democratizing EEG/ECG analysis using open-source web tools & Game-Based Learning. We dive into the tech & the ethics of neuroenhancement.
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
Link: youtu.be/yZ8_ZTLABx8
#BiomedicalDataScience #NeurotechEthics #OpenSource #BioniChaos
demystifying core #DataScience concepts for biomedical AI! Learn about cross-validation, regularization, PCA, and LSTMs for EEG analysis and epilepsy detection. Stop overfitting and master your metrics (F1-Score!).
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
EEG & ML Mastery: Cross-Validation, PCA, & Ensemble Methods Mock Interview Questions
YouTube video by BioniChaos
youtu.be
November 25, 2025 at 11:27 PM
demystifying core #DataScience concepts for biomedical AI! Learn about cross-validation, regularization, PCA, and LSTMs for EEG analysis and epilepsy detection. Stop overfitting and master your metrics (F1-Score!).
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
Watch the deep dive: youtu.be/psTAd4NU4Gk
#MachineLearning #BiomedicalAI #BioniChaos
The Biomedical Data Paradox: Patient trust is eroding due to privacy breaches, while researchers are stuck using Excel for massive, complex datasets. 📊
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Biomedical Data Science's Hidden Crisis: Privacy & Computational Bottlenecks
YouTube video by BioniChaos
youtu.be
November 24, 2025 at 11:33 PM
The Biomedical Data Paradox: Patient trust is eroding due to privacy breaches, while researchers are stuck using Excel for massive, complex datasets. 📊
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Explore the technical/socio-legal fight to protect data & the computational bottlenecks slowing down medical discovery.
Dive in youtu.be/Ub3j1pbhZ-c
Not sure why Quality is only 'Fair', the signal looks great!
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
November 24, 2025 at 12:34 AM
Not sure why Quality is only 'Fair', the signal looks great!
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
Any chance there is also a dicrotic notch buried somewhere in the (PPG) signal sometimes?
Have you tried our remote photoplethysmography tools already? If so, let us know how it went bionichaos.com/FaceBloodWeb...
Breaking down complex ML concepts for biomedical data: thresholds, hyperparameters (RF), data sparsity, and model accuracy. Plus, a look at DBSCAN for clustering and the Learning Rate in Gradient Descent. Essential ML knowledge simplified!
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
Machine Learning Q&A: Deep Dive into Biomedical AI Concepts
YouTube video by BioniChaos
youtu.be
November 23, 2025 at 10:22 AM
Breaking down complex ML concepts for biomedical data: thresholds, hyperparameters (RF), data sparsity, and model accuracy. Plus, a look at DBSCAN for clustering and the Learning Rate in Gradient Descent. Essential ML knowledge simplified!
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
👉 youtu.be/bGrAqQve7pg
#MachineLearning #DataScience #Biomed
The Fourier Series explained simply: Every signal is a recipe of sine waves. 🤯
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Fourier Series: Visualizing the Math Behind Sound & Signals
YouTube video by BioniChaos
youtu.be
November 22, 2025 at 11:01 AM
The Fourier Series explained simply: Every signal is a recipe of sine waves. 🤯
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Watch this amazing interactive demo showing epicycles—rotating vectors that add up to form complex waveforms like square waves and music chords, all in real-time with audio!
🔗 youtu.be/Vh473JrF_TE
Ever wondered what your brainwaves sound like?
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
Visualize Your Brainwaves & Heartbeat: Interactive Biomedical Data Tools
YouTube video by BioniChaos
youtu.be
November 20, 2025 at 11:21 PM
Ever wondered what your brainwaves sound like?
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
Check out this demo of the free, open-source BioniChaos tools: interactive EEG spectrograms, PPG simulators, and a biomedical modality comparison chart. Great for learning and research!
Start exploring: youtu.be/qE2vwFfvV1c
#DataViz #EEG #PPG #ScienceEd
How do scientists isolate brain signals? 🤔 We dive into an interactive EEG simulation showing Principal Component Analysis (PCA) & Independent Component Analysis (ICA) in action to unmix complex brainwaves. Perfect for neurotech newcomers!
Watch the demo: youtu.be/tfIB4GW6r_A
#EEG #DataScience
Watch the demo: youtu.be/tfIB4GW6r_A
#EEG #DataScience
Solving the EEG Cocktail Party Problem: Interactive Brainwave Unmixing with PCA & ICA
YouTube video by BioniChaos
youtu.be
November 20, 2025 at 10:01 AM
How do scientists isolate brain signals? 🤔 We dive into an interactive EEG simulation showing Principal Component Analysis (PCA) & Independent Component Analysis (ICA) in action to unmix complex brainwaves. Perfect for neurotech newcomers!
Watch the demo: youtu.be/tfIB4GW6r_A
#EEG #DataScience
Watch the demo: youtu.be/tfIB4GW6r_A
#EEG #DataScience
We made an FPS fix and now it should work better on any device. Regardless of your Actual fluctuating frames per second It should give you an accurate Beats per minute reading. bionichaos.com/FaceBloodWeb...
Real-Time Signal Amplification Microscope
A web application that uses Eulerian Video Magnification to visualize subtle changes in skin tone caused by blood flow, extracting a pulse signal from webcam video.
bionichaos.com
November 19, 2025 at 3:43 AM
We made an FPS fix and now it should work better on any device. Regardless of your Actual fluctuating frames per second It should give you an accurate Beats per minute reading. bionichaos.com/FaceBloodWeb...
Watch how simple rotating circles (epicycles) can perfectly reconstruct any complex shape, from drawings to heartbeats. This principle is key to MP3s, medical imaging, and speech recognition AI. It's complexity unlocked by simplicity.
Full demo here: youtu.be/v2ZHqwCdSbQ
#FourierSeries #Math #FFT
Full demo here: youtu.be/v2ZHqwCdSbQ
#FourierSeries #Math #FFT
Fourier Series for Beginners: The Magic of Simple Circles Making Complex Shapes
YouTube video by BioniChaos
youtu.be
November 18, 2025 at 2:32 AM
Watch how simple rotating circles (epicycles) can perfectly reconstruct any complex shape, from drawings to heartbeats. This principle is key to MP3s, medical imaging, and speech recognition AI. It's complexity unlocked by simplicity.
Full demo here: youtu.be/v2ZHqwCdSbQ
#FourierSeries #Math #FFT
Full demo here: youtu.be/v2ZHqwCdSbQ
#FourierSeries #Math #FFT
Data Viz Deep Dive: From Anscombe's Quartet to Viridis color maps, learn how plot choices and color schemes reveal or hide the truth in biomedical data (EEG, HRV, EMG). Essential viewing for critical analysis. youtu.be/tkUdj5mRgos
#DataViz #DataScience #BiomedicalData #BioniChaos
#DataViz #DataScience #BiomedicalData #BioniChaos
Beyond the Bar Chart: The Visual Language of Life in Biomedical Data
YouTube video by BioniChaos
youtu.be
November 17, 2025 at 1:23 AM
Data Viz Deep Dive: From Anscombe's Quartet to Viridis color maps, learn how plot choices and color schemes reveal or hide the truth in biomedical data (EEG, HRV, EMG). Essential viewing for critical analysis. youtu.be/tkUdj5mRgos
#DataViz #DataScience #BiomedicalData #BioniChaos
#DataViz #DataScience #BiomedicalData #BioniChaos
Curious about the science of PPG signal quality? 💡 We reviewed interactive tools that model how age, skin tone, and posture influence SNR & waveform shape (like the dicrotic notch!), validating against a PLOS research paper. Essential viewing for bio-hackers & students. youtu.be/i354_1FYekY
PPG Signals: Interactive Simulation of Age, Skin Tone, & Posture Effects on Biometric Quality
YouTube video by BioniChaos
youtu.be
November 16, 2025 at 12:02 AM
Curious about the science of PPG signal quality? 💡 We reviewed interactive tools that model how age, skin tone, and posture influence SNR & waveform shape (like the dicrotic notch!), validating against a PLOS research paper. Essential viewing for bio-hackers & students. youtu.be/i354_1FYekY
The quality of your wrist wearable data (PPG) is heavily influenced by simple factors like arm posture and gravity. We break down the science, showcasing how smart, adaptive LED intensity is vital for accurate readings across all skin tones. youtu.be/eULRTRMvzPU
#PPG #WearableTech #BiomedicalData
#PPG #WearableTech #BiomedicalData
Unpacking Wearable Accuracy: The Science of Photoplethysmography (PPG) Signal Determinants
YouTube video by BioniChaos
youtu.be
November 15, 2025 at 7:13 AM
The quality of your wrist wearable data (PPG) is heavily influenced by simple factors like arm posture and gravity. We break down the science, showcasing how smart, adaptive LED intensity is vital for accurate readings across all skin tones. youtu.be/eULRTRMvzPU
#PPG #WearableTech #BiomedicalData
#PPG #WearableTech #BiomedicalData
BCI research review focuses on Sub-Scalp EEG (ssEEG). Findings: Skull-embedded peg electrodes deliver SNR comparable to ECoG, capturing critical high-gamma activity (>70 Hz). This low-risk approach offers a clear path to scalable...
Deep dive: youtu.be/MMqPp7nVA38
#ssEEG #BCI #Neuroscience #Implants
Deep dive: youtu.be/MMqPp7nVA38
#ssEEG #BCI #Neuroscience #Implants
High-Fidelity Neural Signals: Sub-Scalp EEG Outperforms Endovascular
YouTube video by BioniChaos
youtu.be
November 14, 2025 at 12:52 AM
BCI research review focuses on Sub-Scalp EEG (ssEEG). Findings: Skull-embedded peg electrodes deliver SNR comparable to ECoG, capturing critical high-gamma activity (>70 Hz). This low-risk approach offers a clear path to scalable...
Deep dive: youtu.be/MMqPp7nVA38
#ssEEG #BCI #Neuroscience #Implants
Deep dive: youtu.be/MMqPp7nVA38
#ssEEG #BCI #Neuroscience #Implants
Combining a CI and a Hearing Aid offers superior sound localization and greatly reduces listening effort, especially in loud environments. It requires advanced algorithmic fine-tuning and expert rehab.
Full tech deep dive: youtu.be/iOhVQsTy3ZQ
#HearingAids #CochlearImplants #Audiology #BimodalListen
Full tech deep dive: youtu.be/iOhVQsTy3ZQ
#HearingAids #CochlearImplants #Audiology #BimodalListen
Bimodal Hearing Unlocked: CI + Hearing Aid Synergy for Superior Sound & Speech
YouTube video by BioniChaos
youtu.be
November 12, 2025 at 11:50 PM
Combining a CI and a Hearing Aid offers superior sound localization and greatly reduces listening effort, especially in loud environments. It requires advanced algorithmic fine-tuning and expert rehab.
Full tech deep dive: youtu.be/iOhVQsTy3ZQ
#HearingAids #CochlearImplants #Audiology #BimodalListen
Full tech deep dive: youtu.be/iOhVQsTy3ZQ
#HearingAids #CochlearImplants #Audiology #BimodalListen
The future of hearing is hyper-personalized. 🔬 We explore CI evolution, advanced signal processing trade-offs (WDRC/DNR) for better sound quality, and the challenges of synchronizing hybrid hearing systems. Decades of R&D funding are paying off!
Full video: youtu.be/Eb8DhzUBL-Y
#AuditoryScience
Full video: youtu.be/Eb8DhzUBL-Y
#AuditoryScience
Cochlear Implants & Hearing Aids: Decoding the Future of Auditory Science with AI and Simulation
YouTube video by BioniChaos
youtu.be
November 12, 2025 at 3:35 AM
The future of hearing is hyper-personalized. 🔬 We explore CI evolution, advanced signal processing trade-offs (WDRC/DNR) for better sound quality, and the challenges of synchronizing hybrid hearing systems. Decades of R&D funding are paying off!
Full video: youtu.be/Eb8DhzUBL-Y
#AuditoryScience
Full video: youtu.be/Eb8DhzUBL-Y
#AuditoryScience
Watch our deep learning model crush EEG seizure detection! 💯 The CNN analyzes spectrograms, hitting up to 100% accuracy, making diagnoses in seconds. Check out the confusion matrices and training logs here: youtu.be/0YGI7ZmpNOg
#EEG #DeepLearning #Neuroscience #AIinHealth #BioniChaos
#EEG #DeepLearning #Neuroscience #AIinHealth #BioniChaos
AI vs. Clinician: High-Accuracy Seizure Detection with CNN on EEG Data
YouTube video by BioniChaos
youtu.be
November 10, 2025 at 9:57 AM
Watch our deep learning model crush EEG seizure detection! 💯 The CNN analyzes spectrograms, hitting up to 100% accuracy, making diagnoses in seconds. Check out the confusion matrices and training logs here: youtu.be/0YGI7ZmpNOg
#EEG #DeepLearning #Neuroscience #AIinHealth #BioniChaos
#EEG #DeepLearning #Neuroscience #AIinHealth #BioniChaos