Blog
Notes on AI, IoT, Embedded Systems, Machine Learning, Robotics and Computer Vision — written from Pune, India.
Articles
AI8 min readAI Projects — by Vaibhav Jagtap, AI Engineer Pune
A look at the AI projects I have shipped as an AI Engineer in Pune — ResNet50 edge inference, computer vision, and end-to-end AI pipelines for real-world hardware.
#EdgeAI#ResNet50#RaspberryPi#TensorFlowRead article →
IoT8 min readIoT Projects — by Vaibhav Jagtap, IoT Engineer Pune
IoT projects I have shipped as an IoT Engineer in Pune — cloud-connected pipelines, MQTT telemetry, and energy-harvesting hardware that can power itself.
#IoT#MQTT#ESP32#ArduinoRead article →
Embedded8 min readEmbedded Systems Projects — by Vaibhav Jagtap
Embedded systems work by Vaibhav Jagtap — firmware, peripheral bring-up, and interrupt-driven design from an Embedded Systems Engineer in Pune, India.
#EmbeddedC#Firmware#UART#I2CRead article →
Machine Learning7 min readMachine Learning Projects — by Vaibhav Jagtap
Machine learning projects by Vaibhav Jagtap — TensorFlow models, classical ML pipelines, and ML for embedded targets from an ML Engineer in Pune, India.
#TensorFlow#scikit-learn#Quantization#ResNet50Read article →
Robotics7 min readRobotics Projects — by Vaibhav Jagtap
Robotics work by Vaibhav Jagtap — motor control, servo actuation, sensor fusion and a hands-on robotics curriculum taught to 200+ students in Pune.
#Robotics#Arduino#L298N#ServoRead article →
Computer Vision7 min readComputer Vision Projects — by Vaibhav Jagtap
Computer vision projects by Vaibhav Jagtap — OpenCV, ResNet50, and real-time vision pipelines from a Computer Vision Engineer in Pune, India.
#OpenCV#ResNet50#Real-time#EdgeRead article →
AI11 min readBuilding a Smart Speed Breaker That Actually Thinks
How I built a cloud-connected smart speed breaker using a Raspberry Pi, ResNet50, and an Arduino Nano — the messy lessons behind 97% accuracy and sub-second latency.
#EdgeAI#RaspberryPi#ResNet50#MQTTRead article →
AI10 min readLessons From Deploying ResNet50 on a Raspberry Pi
Honest notes from squeezing ResNet50 onto a Raspberry Pi 4 — what worked, what didn't, and how to keep latency under a second on edge hardware.
#ResNet50#RaspberryPi#Quantization#TFLiteRead article →
Career8 min readWhat Teaching Embedded Systems to 200+ Students Taught Me
Lessons from training 200+ students on robotics and embedded systems — how teaching the same material to different audiences made me a better engineer.
#Teaching#Embedded#Robotics#MentorshipRead article →
IoT9 min readVibro-Volt: Harvesting Energy From Vibration
The story behind Vibro-Volt — a PVDF-based piezoelectric energy harvester for low-power IoT nodes, built end-to-end from circuit to firmware.
#EnergyHarvesting#PVDF#BMS#LowPowerRead article →
Career8 min readFrom College Projects to Engineering Thinking
How three years of student projects, internships, and competitions taught me to stop chasing features and start thinking like an engineer.
#Career#Internship#EngineeringMindset#DocumentationRead article →
Career8 min readHow I Learned to Pick the Right Project (and Kill the Wrong One)
A working engineer's take on choosing student and side projects that actually grow your career — and how to stop wasting weekends on the wrong ones.
#Career#EngineeringMindset#SideProjects#StudentLifeRead article →
Career9 min readThe Engineering Internship Playbook I Wish I Had
What an embedded systems internship actually teaches you that college does not — debugging discipline, documentation habits, and the unglamorous skills that compound.
#Career#Internship#Debugging#DocumentationRead article →