Overview Products Programs Events & Workshops Press & News Articles
Workshops & Training

Events & Workshops

Hands-on neuromorphic computing workshops — 1 day to 5 days — with the Innatera Pulsar EVK in your hands. For students, institutions and startups.

Workshop Formats

Three formats. One real chip in your hands.

1
Day · 6 Hours
Introduction Workshop
What is neuromorphic computing, why it matters, and what Pulsar can do — with a live demo and hands-on EVK session. Ideal as a first exposure for students and non-specialists.
StudentsAcademiaBeginners
Most Popular
2
Days · 12 Hours
Hands-On Prototype Workshop
SNN fundamentals + Talamo SDK + real workload running on Pulsar hardware by end of Day 2. Each participant gets their own EVK for both sessions. Practical, not just theoretical.
StudentsAcademiaStartups
5
Days · 30 Hours
Full Immersion Program
The complete neuromorphic AI pipeline — from Edge AI foundations on Day 1 to a live end-to-end deployment on real hardware by Day 5. For B.Tech / M.Tech students and research teams.
B.Tech/M.TechR&D TeamsCertified
5-Day Deep Dive Curriculum

Neuromorphic AI & Edge Intelligence — Day by Day.

Full 30-hour program. B.Tech / M.Tech students. Real Innatera Pulsar hardware from Day 3. End-to-end project deployed on chip by Day 5.

1
Foundations — Edge AI & Neural Networks
6 Hours
▼

Theory

Why Neuromorphic and Edge AI — limitations of Cloud AI
Latency, power and privacy constraints at the edge
Brain-inspired computing overview
Introduction to Innatera and neuromorphic chips
Perceptron, ANN, CNN fundamentals
Training vs inference — why ANN/CNN are power-hungry on edge

Hands-On

Python basics refresher
Implement Perceptron and simple ANN from scratch
Visualize: neuron, weights, activation
Compare ANN inference cost vs edge constraints
Day 1 Outcome
Students understand the need for Edge and Neuromorphic AI — and gain hands-on experience with Perceptron and ANN fundamentals.
2
Spiking Neural Networks & Event-Based Data
6 Hours
▼

Theory

SNN fundamentals — what is a spike?
Biological neuron vs ANN vs SNN
Time-based, event-driven processing
Spiking neuron models: Integrate & Fire, Leaky Integrate & Fire
Spike encoding: rate coding and temporal coding
Event-based sensors overview (Audio, IMU, Radar)

Hands-On

Convert signals to spike trains
Visualize spike firing over time
Simple SNN simulation in Python
Explore sample datasets: Audio / IMU / Radar
Day 2 Outcome
Conceptual and practical foundation in SNNs — students are ready to move confidently toward Talamo pipelines and hardware deployment.
3
Innatera Hardware Architecture
6 Hours
▼

Theory

Innatera chip architecture — neuromorphic core, event-driven execution
Ultra-low power design principles
RISC-V + SNN co-processing — control logic vs inference
Memory and data flow
Sensor → SNN → decision pipeline

Hardware Hands-On

Board introduction — physical setup
Hardware setup and flashing
Running example firmware
Sensor data capture demo
Understanding logs and outputs
Day 3 Outcome
Students clearly understand what runs on hardware vs software — and have the board running in their hands.
4
Talamo SDK & Model Workflow
6 Hours
▼

Theory

Talamo software stack and toolchain overview
Supported model types: SNN, CNN, ANN→SNN conversion
Constraints and optimization strategy
Quantization: PTQ and QAT
SoC simulator for pre-deployment testing

Hands-On

Install and configure Talamo SDK
Build an SNN using Pipeline API
Run a sample pipeline project
Load dataset and run inference on PC
Prepare model for embedded deployment
Day 4 Outcome
Students understand the Talamo workflow and are ready to prepare and deploy models on Innatera hardware.
5
End-to-End Project & Deployment
6 Hours
▼

Project & Training

Project selection: Audio / IMU / Radar
Data preprocessing and feature extraction
Model training, conversion and quantization
Evaluation on system simulator

Hardware Deployment

Compile and flash model to Pulsar chip
Live sensor input — real-time inference
Measure: latency, accuracy, power behavior
Final demo and group discussion
Day 5 Outcome
Students complete a full Edge AI pipeline on real neuromorphic hardware — from raw data to live inference on a Pulsar chip.
What You Get

Every participant walks away with.

🔲
Pulsar EVK
Real Innatera hardware — in your hands for the full workshop duration
💻
Talamo SDK Access
Full access during the program — build, test and deploy SNN models
📜
Certificate
Certificate from VLSI EXPERT — an industry-recognised hands-on credential
📁
Lab Materials
Structured lab guide, code notebooks, reference firmware — yours to keep
Upcoming

Scheduled workshops & programs.

More dates being added — WhatsApp us to get notified →

From Past Workshops View all in gallery →
For Institutions

Bring this workshop to your campus.

We deliver the workshop at your institution — your venue, your schedule, your students. Every participant gets an EVK for the session. Faculty are welcome to attend alongside students.

1
Reach outTell us your student count, preferred dates and which format fits your program
2
We propose a planCurriculum customisation, EVK count, logistics and faculty requirements
3
We deliverOur experts travel to your campus, set up, run the full program
4
You get a certified programYour institution co-certifies the program — a formal industry-academia collaboration
Ready to host?
We've delivered workshops at institutions across India. Tell us where you are and what you're planning — we'll work out the rest.
📱 WhatsApp to Enquire ✉️ Send an Email Instead
Not sure which format fits?
Talk to us — we'll design the right program.
WhatsApp Now View Products →