Dr. Harpreet Singh
AI & Research Hub.
Explore a curated learning and research resource hub covering Machine Learning, Artificial Intelligence, Computer Vision, Data Analytics, Deep Learning, healthcare AI, smart agriculture, IoT and sensor-driven intelligent systems.
AI-Driven Research & Innovation
Explore research themes connecting AI, sensors, healthcare, agriculture and intelligent systems.
Data Analysis with Python
Build strong foundations in data analysis and computational workflows using Python, Pandas and practical data science techniques.
Research Areas
Machine Learning
Classification, prediction, ensemble models and intelligent analytics
Neural Networks from Scratch — Introduction & Neurons
Neural Networks from Scratch — Coding a Layer
Computer Vision & Image Processing
Face recognition, segmentation and vision-based AI
Face Recognition Using OpenCV & VGG16
Gender Classifier & Age Estimator Using ResNet
Face Recognition Application Using Deep Learning
Healthcare AI
AI, medical imaging, digital health and intelligent healthcare systems
Deep Learning Applications for Medical Imaging
Data Science Workflows for Healthcare Applications
Predictive AI Models for Real-World Healthcare Problems
AI for Agriculture & Plant Science
Plant health, smart farming, crop monitoring and sensor intelligence
Smart Farming — AI & Sensor-Based Agriculture
Data-Driven Plant Stress Assessment Using AI
Data Analysis for Data-Driven Agriculture
Sensors, IoT & Intelligent Systems
Sensor data, IoT systems and AI-enabled intelligent devices
Building AI + IoT Systems for Real-World Applications
Sensor Data Processing & Machine Learning
Working with Real-World Sensor & IoT Data
Data Science & Analytics
Python, Pandas, exploratory analysis and practical workflows
Automated Exploratory Data Analysis Project
Real-World Data Science Tasks with Python & Pandas
Data Analysis with Python — Full Course
Deep Learning & Neural Networks
Neural networks, activation functions and deep learning
Neural Networks from Scratch — The Dot Product
Hidden Layer Activation Functions
Create an Artificial Neural Network Using Keras
Research & Project Development
From problem formulation to data, modelling and deployment
End-to-End Data Science Projects — From Idea to Deployment
Data Science Project Planning from Scratch
Machine Learning Models — Putting Research into Production
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