Pruning for Large Language Models — From SparseGPT to KV-Cache Pruning31 March 2026AI Accelerator Pruning LLM SparseGPT Wanda Model Compression Sparsity KV-Cache Transformer Inference Optimization Structured Pruning Unstructured Pruning 2:4 Sparsity SliceGPT Attention Head Pruning Dynamic Sparsity
Advanced Pruning Methods for Deep Neural Networks31 March 2026AI Accelerator Pruning Deep-Learning Model Compression Sparsity Movement Pruning SNIP GraSP SynFlow Lottery Ticket Knowledge Distillation Gradient Pruning Structured Pruning Neural Architecture Inference Optimization Edge Deployment
Structured vs Unstructured Pruning: A Complete Guide with Math, Diagrams, and Real-World Analysis31 March 2026AI Accelerator Pruning Model Compression Structured Pruning Unstructured Pruning N:M Sparsity Sparse Inference NVIDIA Ampere Filter Pruning Channel Pruning Neural Architecture Efficiency
Pruning Fundamentals: A Complete Guide to Neural Network Weight Pruning31 March 2026AI Accelerator Pruning Model Compression Sparsity Lottery Ticket Hypothesis Optimal Brain Damage Optimal Brain Surgeon Deep-Learning Efficiency Sparse Training
Extreme and Mixed-Precision Quantization: From FP8 to Binary Neural Networks31 March 2026AI Accelerator Quantization FP8 INT4 Binary Neural Networks BitNet QuIP AQLM HQQ Mixed Precision LLM Optimization Model Compression GGUF KV-Cache Vision Transformer Diffusion Models Inference Optimization
Quantization-Aware Training (QAT): A Comprehensive Deep Dive31 March 2026AI Accelerator Quantization QAT Model Compression STE LSQ PACT Binary Networks QLoRA Mixed Precision TensorRT Edge AI Inference Optimization
Post-Training Quantization (PTQ): A Comprehensive Deep Dive31 March 2026AI Accelerator Quantization PTQ Model Compression Inference Optimization TensorRT GPTQ SmoothQuant AWQ LLM Edge Deployment
Quantization Fundamentals for Deep Learning31 March 2026AI Accelerator Quantization Deep-Learning Model Compression Inference Optimization INT8 FP8 Edge Deployment Tensor Cores Calibration Number Representation
GPU Architecture: The Engine Behind Parallel Computing20 March 2026Computer Science GPU Architecture CUDA SIMT Parallel Computing Tensor Core
Modern CPU Microarchitecture Deep Dive20 March 2026Computer Science CPU Microarchitecture Out-of-Order Branch Prediction Cache SMT
SNN Learning: STDP and Neuromorphic Computing20 March 2026Spiking Neural Network SNN STDP LIF Neuromorphic Spike Coding
Day 20 — Hailo-10 NPU and Final Integration Demo5 March 2026Autonomous Driving Hailo NPU Edge AI Integration Autonomous-Driving
Day 19 — YOLOv5 Object Detection, Transfer Learning, and Quantization5 March 2026Autonomous Driving YOLOv5 Object Detection Transfer Learning Quantization Edge AI
Day 18 — Lane Detection ROS2 Integration, Sensor Fusion, and Safety Design5 March 2026Autonomous Driving Sensor Fusion ROS2 Safety Watchdog State Machine Lane Detection
Day 17 — OpenCV Fundamentals and Lane Detection Pipeline5 March 2026Autonomous Driving OpenCV Lane Detection Canny Edge Hough Transform Bird's Eye View
Day 16 — Team Code Review and Architecture Presentation5 March 2026Autonomous Driving Code Review ROS2 System Architecture Team Presentation
Day 15 — ros2_control, Nav2, and First Vehicle Setup5 March 2026Autonomous Driving Ros2_control Nav2 URDF Navigation Costmap
Day 14 — ROS2 Executor Model and Concurrency Patterns5 March 2026Autonomous Driving ROS2 TF2 Executor Callback Groups Concurrency
Day 13 — ROS2 Architecture: DDS, QoS, and Message Types5 March 2026Autonomous Driving ROS2 DDS QoS RTPS Lifecycle Node
Day 12 — SLAM Fundamentals and RTAB-Map Architecture5 March 2026Autonomous Driving SLAM RTAB-Map Visual Odometry Loop Closure Occupancy Grid
Day 11 — Camera Geometry and Calibration5 March 2026Autonomous Driving Camera Calibration Pinhole Model Homography Bird's Eye View OpenCV
Day 10 — 1D LiDAR and Depth Cameras: ToF and Structured Light5 March 2026Autonomous Driving LiDAR Depth Camera ToF Structured Light Distance Sensing
Day 9 — PID Control and Encoder Feedback Loop5 March 2026Autonomous Driving PID Control Feedback Control Motor Control Tuning Anti-Windup
Day 8 — Kalman Filter: Theory and Implementation5 March 2026Autonomous Driving Kalman Filter Sensor Fusion EKF Complementary Filter State Estimation
Day 7 — IMU Sensors and MEMS Principles5 March 2026Autonomous Driving IMU MEMS Accelerometer Gyroscope Allan Variance Quaternion
Day 6 — Motor Fundamentals and Hall Sensor Encoders5 March 2026Autonomous Driving DC Motor BLDC Hall Sensor Encoder PWM H-Bridge
Day 5 — Multithreading and Multiprocessing5 March 2026Autonomous Driving Multithreading Multiprocessing Concurrency Python GIL IPC
Day 4 — Communication Protocols: UART, SPI, I2C, CAN, and USB5 March 2026Autonomous Driving UART SPI I2C CAN USB Communication Protocols
Day 3 — Electronics Basics, UART Debug Console, and GPIO5 March 2026Autonomous Driving Electronics UART GPIO Voltage Divider Debug Console
Day 2 — Linux Fundamentals and Boot Sequence5 March 2026Autonomous Driving Linux Boot Sequence Systemd Process Management Shell Scripting
Day 1 — Raspberry Pi 5 and ARM Architecture5 March 2026Autonomous Driving Raspberry Pi ARM Embedded Systems GPIO BCM2712
PID Control and Laplace Transform: From Mathematical Foundations to Real-World Applications25 February 2026Control Systems PID Laplace Transform Transfer Function Control Theory Motor Control Autonomous-Driving Embedded Systems
Linux Virtual Memory: A Complete Deep Dive25 February 2026Linux Linux Virtual Memory Page Table MMU Swap Mmap Operating System Memory Management
Linux File Systems: How Data Lives on Disk (and How It Differs from Windows)25 February 2026Linux Linux File System Ext4 NTFS VFS Inode Journaling Operating System Windows
[SoC-16] Software for SoC Part 5: Timer and DMA — Precision Timing and Efficient Data Transfer25 February 2026SoC Design SoC Timer DMA PWM Embedded Systems ARM Cortex-M Peripheral Control
[SoC-15] Software for SoC Part 4: Interrupts — Responding to the Real World25 February 2026SoC Design SoC Interrupt ISR NVIC ARM Cortex-M Embedded Systems Exception Handling
[SoC-14] Software for SoC Part 3: Firmware and GPIO — Controlling the Physical World25 February 2026SoC Design SoC Firmware GPIO Peripheral Embedded Programming ARM Cortex-M Register Programming
[SoC-13] Software for SoC Part 2: From C Code to Cortex-M0+ Assembly25 February 2026SoC Design SoC ARM Cortex-M0+ Assembly C to Assembly Thumb Compiler
[SoC-12] Software for SoC Part 1: Embedded SoC Architecture and the ARM Cortex-M0+25 February 2026SoC Design SoC ARM Cortex-M0+ Embedded Systems Microcontroller ARMv6-M
[SoC-11] Memory Hierarchy Part 2: Cache Performance and Optimization25 February 2026SoC Design SoC Cache Performance AMAT Prefetching Virtual Memory TLB Memory Optimization
[SoC-10] Memory Hierarchy Part 1: Understanding Caches25 February 2026SoC Design SoC Cache Memory Hierarchy SRAM DRAM Locality Computer Architecture
[SoC-09] Pipelined Architecture Part 3: Hazards and How to Overcome Them25 February 2026SoC Design SoC Pipeline Hazards Data Hazard Control Hazard Forwarding Branch Prediction RISC-V
[SoC-08] Pipelined Architecture Part 2: Turning a Single-Cycle CPU into a Pipeline25 February 2026SoC Design SoC Pipeline CPU Design RISC-V Throughput Latency
[SoC-07] Pipelined Architecture Part 1: Building Blocks and the Single-Cycle RISC-V Processor25 February 2026SoC Design SoC CPU Design Single-Cycle RISC-V Datapath Control Unit
[SoC-06] Instruction Set Architecture Part 3: RISC-V in Action — From C to Machine Code25 February 2026SoC Design SoC RISC-V Assembly C to Assembly Compiler ISA
[SoC-05] Instruction Set Architecture Part 2: Addressing, CISC vs RISC, and the RISC-V Philosophy25 February 2026SoC Design SoC ISA RISC-V CISC RISC Addressing Modes Computer Architecture
[SoC-04] Instruction Set Architecture Part 1: The CPU's Contract with Software25 February 2026SoC Design SoC ISA CPU Instruction Format Computer Architecture RISC-V
[SoC-03] Computer Arithmetic: How Computers Calculate25 February 2026SoC Design SoC Binary Arithmetic Two's Complement IEEE 754 Floating Point ALU Computer Architecture
[SoC-02] Digital System Basics: The Foundation of Every Computer25 February 2026SoC Design SoC Digital Logic Boolean Algebra Logic Gates Combinational Circuits Sequential Circuits
[SoC-01] Fundamentals of AI: Why SoC Matters in the Age of Intelligent Machines25 February 2026SoC Design SoC AI Machine Learning Deep-Learning Computer Architecture Edge AI
Vision-Language-Action Models: From CLIP to Humanoid Robots19 February 2026Robotics VLA Vision-Language-Action Foundation Model Robot Learning RT-2 OpenVLA Pi-0
TCP vs UDP: Transport Layer Protocol Comparison19 February 2026Network TCP UDP Transport Layer Network Protocol OSI Model
Stereo Rectification: The Math Behind Stereo Image Alignment19 February 20263D Vision Stereo Vision Rectification Epipolar Geometry Camera Calibration Disparity
RTL Design: A Practical Introduction to Register-Transfer Level19 February 2026Digital Design RTL Verilog FPGA Digital Logic Hardware Design ASIC
ROS2 Architecture: A Structural Deep Dive19 February 2026Robotics ROS2 Robot Operating System DDS Middleware Robotics Architecture
NVIDIA Alpamayo: The Reasoning-Based Autonomous Driving Platform19 February 2026Autonomous Driving Alpamayo NVIDIA Autonomous-Driving VLA Self-Driving Chain-of-Causation
Linux Architecture: Understanding the OS Internals19 February 2026Linux Linux Operating System Kernel System Architecture Process Management
Latches and Flip-Flops: The Fundamentals of Digital Memory19 February 2026Digital Design Latch Flip-Flop Digital Logic Sequential Circuit Hardware Basics
BLDC Motor Control: Principles and Precision Techniques19 February 2026Motor Control BLDC Motor Control FOC Field-Oriented Control Embedded Systems Robotics
Stereo Vision Fundamentals: Complete Mathematical Guide6 February 20263D Vision Stereo Vision Epipolar Geometry Depth Estimation Camera Calibration Computer-Vision
Lens Undistortion: Backward Mapping and Bilinear Interpolation6 February 20263D Vision Lens Distortion Undistortion Camera Calibration OpenCV Image Processing
C Functions and Macros: How Data Flows and Code Gets Built4 February 2026Computer Science C Programming Pointers Functions Macros Preprocessor
C Callback Functions: From Function Pointers to Real-World Patterns4 February 2026Computer Science C Programming Callbacks Function Pointers Embedded Systems
Complete Guide to Rotation Representations3 February 20263D Vision Rotation Euler Angles Quaternion Lie Algebra Optimization 3D Graphics Robotics
DVS File Type for SNN Vision Input20 July 2025Spiking Neural Network DVS AEDAT HDF5 Neuromorphic Vision
Gaussian Splatting Test - Basic Setup20 March 20253D Vision Gaussian-Splatting 3D Reconstruction CUDA
Power vs Speed Trade-off Analysis14 August 2024Circuits Power Consumption Speed Trade-Offs Circuit Design
Gain vs Linearity Trade-off Analysis14 August 2024Circuits Gain Linearity Distortion Amplifier Design
Single Stage Amplifier Fundamentals12 August 2024Circuits Amplifier MOSFET Analog Design Transconductance
Current Mirror Circuits in Analog Design12 August 2024Circuits Current Mirror Analog Design MOSFET Biasing
Zero-Shot and Few-Shot Learning2 August 2024AI Zero-Shot Learning Few-Shot Learning Transfer Learning Foundation Models
Neural Network Training Fundamentals1 August 2024AI Neural Networks Deep-Learning Machine Learning Gradient Descent
Neural Network Basic1 August 2024Artificial Intelligence Deep Learning Basic Neural Network Gradient Descent
Sensor Fusion Project: LiDAR-Camera Integration20 July 2024Autonomous Driving Sensor Fusion Turtlebot3 ROS LiDAR Camera
Software-Defined Vehicle Communication Protocols16 July 2024Autonomous Driving SDV CAN Automotive Ethernet FlexRay V2X
Major Serial Communication Protocols16 July 2024Computer Science Serial Communication Protocols I2C SPI CAN USB
Spherical Harmonics on 3D Graphics15 July 20243D Vision Spherical Harmonics Gaussian-Splatting 3D Graphics Rendering
Introduction to Automotive Connectivity & Cybersecurity15 July 2024Autonomous Driving Automotive Connectivity Smart Transportation Electric Vehicles
Automotive Research and Development Process15 July 2024Autonomous Driving Automotive R&D Stage-Gate CAE Product Development