Technical Workshop Portfolio

Every program by The Neural Square is grounded in our build-first philosophy: Learn. Build. Experiment. Create. Designed and delivered by IIT Hyderabad and NIT Nagpur alumni with 60–70% practical coding laboratory hours.

CURRENT ACTIVE COHORT

AI and Machine Learning Workshop

5-Day Intensive: From Python fundamentals to building and deploying real AI applications

Our comprehensive cornerstone program. Combines 30–40% foundational theory with 60–70% guided coding labs. Participants progress through core Python, NumPy/Pandas data processing, regression, classification, Decision Trees, Random Forests, K-Means clustering, backpropagation, and training Artificial Neural Networks (ANN).

Duration 5 Days · ~6 hours/day

Target Level Beginner → Intermediate

Core Capstone House Price / PDF QA / Student Model

Software Stack Colab, Python, PyTorch, VS Code

View Full Hour-by-Hour Syllabus & Timetable

Deep Learning & Computer Vision

5-Day Applied Lab: Convolutional Architectures & Real-time Detection

5 DAYS

Dive deep into image representation, 2D convolutions, spatial pooling, and feature hierarchies. Implement modern CNN backbones in PyTorch, apply transfer learning with pretrained weights, and deploy real-time OpenCV detection pipelines (YOLO / SSD).

CNNs PyTorch OpenCV Transfer Learning YOLO Object Detection Edge Inference

Prerequisite: Basic Python & Linear Algebra

Quantum Computing & Qiskit Circuits

4-Day Frontier Course: From Qubits to Quantum Algorithms

4 DAYS

Taught by researchers with specialization in Quantum Field Theory and Quantum Information Theory. Learn the mathematical formalism of qubits, superposition, quantum entanglement, Bell state generation, quantum teleportation, and execute circuits on real IBM Quantum simulators using Qiskit.

Qiskit Quantum State Vectors Superposition Entanglement Bell States IBM Quantum Aer

Prerequisite: Linear Algebra & Complex Numbers

Autonomous Robotics & Embedded Systems

5-Day Hardware-Software Lab: Kinematics, Sensory Control & Microcontrollers

5 DAYS

Bridge the physical and digital domains. Wire sensory inputs (ultrasonic, IMU, optical encoders), configure PWM motor driver logic, implement feedback control loops (PID), and interface Python scripts with microcontrollers for autonomous path tracking and obstacle avoidance.

Microcontrollers PID Control Sensor Fusion Kinematics Hardware-Software Interfacing

Prerequisite: Beginner C/C++ or Python

Generative AI & LLM Engineering

3-Day Advanced Workshop: Transformers, Embeddings & Local RAG Systems

3 DAYS

Demystify modern Generative AI. Explore self-attention mechanisms, token embeddings, vector databases (FAISS / ChromaDB), prompt engineering architectures, and build complete Retrieval-Augmented Generation (RAG) applications running locally using Ollama and open-weight models.

Transformers Vector DBs RAG Architecture Local LLMs Semantic Search

Prerequisite: Intermediate Python Programming

Computational Physics & Scientific Computing

4-Day Numerical Lab: Simulations, Differential Equations & Modeling

4 DAYS

Directly inspired by our research backgrounds at IIT Hyderabad & NIT Nagpur. Learn numerical integration (Euler, Runge-Kutta 4th order), solve non-linear differential equations, model multibody dynamical systems, and visualize chaotic physical behaviors using NumPy and SciPy.

SciPy Runge-Kutta (RK4) Differential Equations Multibody Simulations Numerical Analysis

Prerequisite: Calculus & Basic Python

Campus & College Partnerships

Bring The Neural Square to Your Institution

We partner with engineering colleges, science departments, and student clubs to conduct offline immersion workshops, alumni interactions, and lab bootcamps tailored to your curriculum.