Theory of GANs for Compressed Sensing
Explore the theory of GAN priors in compressed sensing, covering key concepts, proofs, and optimization problems. Gain insights into visual representation and set restricted eigen value conditions.
Statistical Learning Theory and Applications - Class 7
Explore statistical learning theory, covering least squares, gradient descent, regularization, and induction, with insights into historical context and practical applications.
2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control
Explore uncertainty in perception for control systems, covering model-free algorithms, pixel-based control, and machine learning applications in robotics and autonomous systems.
2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control
Explore advanced techniques in reinforcement learning, focusing on randomized value functions and their applications in exploration strategies for complex decision-making problems.
2019 ADSI Summer Workshop- Algorithmic Foundations of Learning and Control, Vikash Kumar
Explore algorithmic foundations of learning and control in robotics, covering model-based approaches, skill dynamics, and real-world applications with Google Brain researcher Vikash Kumar.
ADSI Summer Workshop- Algorithmic Foundations of Learning and Control
Explore stable and efficient reinforcement learning algorithms with Csaba Szepesvári's presentation on Politex, focusing on generalization and pseudo regret in online learning and linear prediction.
Remoticon 2021 - Voja Antonic Builds a Microprocessor
Explore the journey from basic digital circuits to a functional theoretical microprocessor with veteran computer designer Voja Antonic in this engaging and informative presentation.
Raspberry Pi Pico and RP2040 - The Deep Dive
Explore Raspberry Pi Pico and RP2040 architecture, including memory mapping, GPIO control, and SDK usage. Hands-on demonstrations cover simulation, debugging, and register manipulation for embedded systems enthusiasts.
Intro to Quantum Computing - Shor's Algorithm
Explore Shor's Algorithm in quantum computing, focusing on its implementation, components, and applications in factoring large numbers efficiently.
TinyML - Using Machine Learning on Microcontrollers to Recognize Speech
Learn to implement speech recognition on microcontrollers using TinyML. Train a neural network, convert it to TensorFlow Lite, and deploy it on an ARM board for real-time wake word detection.
Linux + Electronics: A Raspberry Pi Course - Class 4
Explore GPIO, LED blinking, servo control, and I2C communication on Raspberry Pi. Hands-on lessons for integrating Linux with electronics and hardware interfacing.
LED Programming with Arduino - Class 1
Comprehensive introduction to LED programming with Arduino, covering microcontroller basics, setup, coding fundamentals, and practical circuit design for creating vibrant LED projects.
LED Programming with Arduino - Class 4
Explore advanced LED programming techniques with Arduino, including XY matrix, noise with palettes, pixel art, Fast Fourier Transform, and sound visualization for creative installations.
Beyond Blinky - Developing Retro-Games for PCB Badges
Learn to develop interactive retro-style games for PCB badges using open-source frameworks. Explore game creation techniques, overcome challenges, and adapt code for your own conference badge projects.
The Fast Fourier Transform - Most Ingenious Algorithm Ever?
Explore the Fast Fourier Transform algorithm through polynomial multiplication, discovering its efficiency in converting between coefficient and value representations for complex calculations.
Using Rotary Encoders with Arduino
Learn to use rotary encoders with Arduino for precise control and measurement. Explore encoder types, create Arduino sketches, and build projects like servo control and motor RPM reading.
OLED Displays with Arduino - I2C and SPI OLEDs
Learn to integrate OLED displays with Arduino using I2C and SPI protocols. Build a temperature and humidity meter while exploring various OLED types and their advantages over traditional displays.
Wireless Joystick for Arduino Robot Car with NRF24L01+
Learn to build a wireless joystick for Arduino robot cars using nRF24L01+ modules. Covers module setup, RadioHead library usage, and practical demonstrations for remote sensing and control projects.
Using Inexpensive 433 MHz RF Modules with Arduino
Explore inexpensive 433 MHz RF modules for Arduino projects. Learn about regulations, antennas, and data transmission. Build a wireless temperature and humidity sensor in this hands-on tutorial.
Understanding How Light Emitting Diodes -LEDs- Work
Explore the physics behind LEDs, from semiconductor basics to color generation. Gain insights into voltage-current relationships and diode connections for a deeper understanding of LED operation.
Beaglebone Black - Getting Started
Learn to boot and connect to Beaglebone Black using Putty or TightVNC. Set up remote desktop access for easy configuration and follow-along in future lessons.