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BioniChaos

@bionichaos.bsky.social

5 followers 11 following 120 posts

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.

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BioniChaos @bionichaos.bsky.social · 27m

See your body's signals react to music & cognitive tasks in real-time! 🧠⚡️
Our new interactive web app visualizes ECG, EDA, and breathing data to reveal the mind-body connection. Dive into the demo!
🔗 Watch here: youtu.be/zSnwh4C0f0w
#DataVisualization #PhysiologicalSignals #Neuroscience #WebApp #AI

See Your Stress in Real-Time: Visualizing Physiological Signals

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 1d

Is your playlist a productivity tool? 🎵 A new study uses a suite of sensors (fNIRS, ECG) to show how music can regulate cognitive states for peak performance. This could be the future of focus.
Find out how in our new video: youtu.be/AsEu7agKYss
#Neuroscience #AI #DataScience

Music on the Brain: The Surprising Science of How Music Impacts Your Focus & Working Memory

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 1d

Try the interactive web simulation tool yourself: bionichaos.com/ICAPCAEEG/

Interactive Brain EEG Simulation

An interactive simulation to visualize and explore brain EEG signals, including PCA and ICA analysis, with visual and auditory feedback. Designed for educational and demonstration purposes.

BioniChaos @bionichaos.bsky.social · 1d

Ever wanted to listen to the symphony of your brain? 🎶 Our new interactive EEG simulation lets you do just that.
We explore brainwaves, PCA, ICA, and how scientists unmix neural signals to understand the mind. Check out the full video walkthrough!
🔗 youtu.be/TWrHfAU4Y4w
#EEG #Neuroscience #AI

Cracking the Neural Code: An Interactive Journey into EEG, Brainwaves, and AI

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 4d

This is a deep dive into the interactive web tools we've created to bring biomedical data to life.
See how we visualize EEG signals, use AI to decode speech from brain activity, and recreate any shape with Fourier epicycles.
Watch our showcase: youtu.be/Khfonp4IDLk

Unlock Biomedical Data with BioniChaos: AI & Interactive Tools

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 4d

We are live, join in to chat about biomedical data simulation games

youtube.com/live/BPmW2Tk...

Biomedical Data Tools & Open Source & Live Web Development with AI Agents

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 5d

Your skin broadcasts your nervous system's 'fight-or-flight' response. We're diving into Electrodermal Activity (EDA) signals from PhysioNet, comparing awake vs. sedated states and analyzing the data with Python. A cool look at practical bio-signal processing.
youtu.be/Cy2_pnAfKCw
#Python #EDA

Bio-Signal Processing: A Deep Dive into EDA Data with Python

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 6d

🤯 Mind-blowing tech demo: See your pulse amplified in real-time on your webcam feed! This Real-Time Signal Amplification Microscope uses rPPG to find your BPM by visualizing blood flow. It’s science and code in the browser. Give it a try and tell me what you think!
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 @bionichaos.bsky.social · 7d

Excited to share a major update to the free Advanced EEG Signal Simulator! 🧠
We've added realistic, burst-like muscle artifacts (a huge step up from simple noise) and a much smarter, smoother auto-demo mode. Great for learning or testing #BCI code.
🔗 Check it out: bionichaos.com/EEGSynth/

Advanced EEG Signal Simulator

Interactively explore EEG signals with the Advanced EEG Signal Simulator. Customize brainwaves (Delta, Theta, Alpha, Beta), simulate artifacts, and visualize time/frequency domains. Ideal for learning...

BioniChaos @bionichaos.bsky.social · 8d

Deep dive into EEG data science! 🔬 We use MNE-Python to clean, filter (1-40Hz), and epoch brain signals, then stitch it all into a dynamic topomap animation. Major troubleshooting required for undocumented event files! Full process: youtu.be/tO3f2gNVSMg #EEG #BCI #Python

EEG Brain Signal Analysis in Python: MNE, Filtering, and Animated Topomaps

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 9d

BioniChaos is the digital sandbox for complex bio-med. Get real-time, interactive sims for Fourier, EEG, and ECG. Deep knowledge made accessible and thrilling. Explore it now:
youtu.be/OO1TJBRGNS8

Interactive Biomedical Data Science: Master Fourier Series, EEG, and ECG with BioniChaos Simulations

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 10d

Exploring PhysioNet's open biomedical data. It’s wild how specific and massive these datasets are. We looked at cuffless BP monitoring via Graphene Tattoos, brain activity tracking during music-listening, and massive ECG databases for AI. This is where real discovery happens. 🔬💻 youtu.be/QgAIkfO0s94

Graphene Tattoos, Brain Control & AI: Deep Dive into PhysioNet's Open Medical Data

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 11d

Trouble parsing those tricky binary biomedical files? We put Gemini AI to the test, using MNE-Python & WFDB on Google Colab to tackle real-world EEG data acquisition from PhysioNet. Watch the full troubleshooting process, including how we dealt with non-standard .event files!
👉 youtu.be/F_t322FnXuc

EEG Dataset Acquisition & Analysis: Gemini AI, MNE-Python, and WFDB Library Tutorial on Google Colab

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 12d

Check my video showing the process for acquiring and inspecting a public EEG dataset from start to finish!
We use Python, Google Colab, and PhysioNet to get hands-on with real brain signals. I even show how I used AI to debug some tricky parts.
Watch the full deep dive here: youtu.be/4UMvxejNvLQ

Mastering EEG Data Acquisition: A Hands-On Guide with Python, Colab & PhysioNet | BCI Deep Dive

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 13d

Fourier Series: We break down complex signals (sound, images) into simple sine waves. Interactive visualization using Epicycles and Phasers to link the time domain to the frequency spectrum. A core concept in data science & engineering.

Video: youtu.be/p7k0wk2JTI0
Tool: bionichaos.com/FourierTra/

Demystifying the Fourier Series: Intuitive Visualization with Interactive Epicycles

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 15d

Non-contact heart rate measurement (rPPG) is coming to BioniChaos.com next week! I'm calling it a "Real-Time Signal Amplification Microscope"—it uses a regular camera to amplify those tiny, blood-flow-induced color changes on your face.

BioniChaos @bionichaos.bsky.social · 15d

BioniChaos's EMG Hand Simulation is a must-see! It uses random noise and unique amplitude patterns (e.g., 5/3 vs. 3/5) to accurately fake real muscle signals for education. Future: EEG/ECG integration.
Video: youtu.be/c-N1eLc4c4U
Tool: bionichaos.com/EMGesture/

EMG Hand Simulation: A Deep Dive into Muscle Signals & Biomedical Data

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 16d

Interactive Biomedical Simulators: Master EEG, ECG, and Noise Reduction with BioniChaos. Deep dive on the platform's hands-on tools for customizing brain waves, cardiac rhythms, and data cleaning (Synthetic Noise). Essential for #BioEngineering #DataScience.
🎥 youtu.be/A5yvsnPhE5U

Stop Reading, Start Simulating: Future of Biomedical Engineering Education (BioniChaos Hands-On Lab)

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 16d

Gatesim: Interactive 3D biomechanics simulator for the human gait cycle. It provides real-time, granular data for medical diagnosis, prosthetic design, and personalized rehab plans using AI. Dive into the future of movement analysis!
Video: youtu.be/79bEin0VFVg
Prototype: bionichaos.com/GaitSimV2

Digital Stride: How Gatesim Uses AI to Unpack the Biomechanics of the Human Walk

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 18d

Fourier Series Masterclass 📢 How complex signals (Square Waves, Beats) are built from simple sine waves. Visualizing the core math for #DataScience & #SignalProcessing.

Watch the deep dive: youtu.be/9H-SiOPO9rI
Explore the high-fidelity tool: bionichaos.com/FourierTra

SEE Sound! How Simple Waves Build Complex Music | The High-Fidelity Fourier Visualization

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 18d

BioniChaos video on EEG Technologies! We break down the core trade-off: Signal Fidelity vs. Invasiveness (sEEG/SDE comparison). Plus, a technical look at Delta, Theta, Alpha, & Beta rhythms. Essential for #Neurotech & #DataScience

Watch: youtu.be/8NGxB5jEQYw
Tool: bionichaos.com/Electrodes/

EEG Technologies Deep Dive: From Electrodes to Brain-Computer Interfaces (BCI) & Clinical Trade-offs

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 19d

Searching for multimodal biomedical data? Our new analysis breaks down the "EEG Gap" & licensing hurdles in top datasets like MIMIC-IV. Finding raw EEG, ECG, & MRI data with a web-friendly license is tough. Here's why.
Video: youtu.be/1SU5YbrDmtU
Report: bionichaos.com/Multimodal

Is there a Perfect AI Healthcare Dataset? The Ultimate Guide to Biomedical Datasets (EEG, ECG, MRI)

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 20d

How to untangle a messy signal? Our new video visually explains the Fourier Transform using epicycles (circles on circles). See how "winding" a signal around a circle reveals its hidden frequencies by tracking its center of mass.
Video: youtu.be/4A98xGTVcvw
Tool: bionichaos.com/FourierTra

Fourier Transform Explained Visually (Interactive Simulation)

YouTube video by BioniChaos

BioniChaos @bionichaos.bsky.social · 24d

Explore the interactive tool featured in the video here: bionichaos.com/Electrodes

Interactive Guide to EEG Technologies

An interactive guide to EEG technologies, exploring electrodes, placement systems, invasiveness, brainwave visualization, and real-world applications.

BioniChaos @bionichaos.bsky.social · 24d

Dive deep into EEG tech! 🧠 Our new video covers it all: Wet vs. Dry electrodes, 10-20 placement, and the full invasiveness spectrum from Scalp EEG to invasive BCIs like MEAs. A complete guide to understanding brain-computer interfaces.
Video: youtu.be/UWfufTQcTfE

EEG Deep Dive: From Wet Electrodes to Invasive Brain-Computer Interfaces (BCI)

YouTube video by BioniChaos