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All (35)
Classfication (5)
Clustering (2)
Computer Vision (4)
Convolution (3)
Forecasting (1)
Generative Models (8)
Gradient Descent (2)
Image Processing (3)
Linear Regression (1)
NLP (1)
Neural Networks (4)
Numerical Analysis (1)
OOP (1)
Probability (1)

Blog Posts

Panoramic Image Stitching
Computer Vision
Guntas Singh Saran
Dec 7, 2024

Panoramic Image Stitching [Code]
Computer Vision
Guntas Singh Saran
Dec 5, 2024

Harris and Hessian Corner Detection using OpenCV
Computer Vision
Guntas Singh Saran
Oct 22, 2024

Laplacian Image Blending using OpenCV
Computer Vision
Guntas Singh Saran
Oct 22, 2024

Image InPainting using the learnt LDM
Generative Models
Guntas Singh Saran
Jul 7, 2024

Implementing Latent Diffusion Models over CelebAHQ
Generative Models
Guntas Singh Saran
Jul 4, 2024

DDPM Implementation over Celebrity Faces
Generative Models
Guntas Singh Saran
Jun 20, 2024

DDPM Implementation using UNet Architecture
Generative Models
Guntas Singh Saran
Jun 18, 2024

Maths behind Diffusion Probabilistic Models
Generative Models
Guntas Singh Saran
Jun 8, 2024

Deep Convolutional GAN over MNIST Digits
Generative Models
Guntas Singh Saran
May 27, 2024

Maths behind Variational Autoencoders
Generative Models
Guntas Singh Saran
May 20, 2024

Next Character Prediction using MLP
Neural Networks
NLP
Guntas Singh Saran
Mar 21, 2024

MNIST and Fashion MNIST Classification using MLP
Neural Networks
Guntas Singh Saran
Mar 15, 2024

Decision Boundaries using MLP
Neural Networks
Guntas Singh Saran
Mar 14, 2024

Mauna Lua \(CO_2\) forecasting using MLP
Neural Networks
Forecasting
Hrriday V. Ruparel
Mar 13, 2024

Low Rank Decompostion and Factorisation for Image Reconstruction
Image Processing
Guntas Singh Saran, Hrriday V. Ruparel
Mar 6, 2024

Superresolution using Random Fourier Features
Image Processing
Guntas Singh Saran, Hrriday V. Ruparel
Mar 6, 2024

Image reconstruction using Random Fourier Features vs Rank Decomposition
Image Processing
Guntas Singh Saran, Hrriday V. Ruparel
Mar 6, 2024

Gradient Descent with Momentum
Gradient Descent
Guntas Singh Saran
Feb 20, 2024

Adversarial Attacks - Arjun Bhagoji - IITGN Talk
Generative Models
Arjun Nitin Bhagoji
Feb 16, 2024

Densest Subgraph Greedy Algorithm on Facebook Large Page-Page Network
Clustering
Guntas Singh Saran
Feb 6, 2024

Clustering Algorithms - KMeans, KCenter, Single Linkage Agglomeration
Clustering
Guntas Singh Saran
Feb 5, 2024

Time Series data of UCI-HAR Dataset
Classfication
Guntas Singh Saran, Hrriday V. Ruparel
Jan 24, 2024

Feature Extraction using TSFEL on UCI-HAR Dataset
Classfication
Guntas Singh Saran, Hrriday V. Ruparel, Jiya Desai
Jan 24, 2024

Model Deployment on Feature Extracted Data
Classfication
Guntas Singh Saran, Hrriday V. Ruparel
Jan 24, 2024

Decision Tree Classifier built from scratch
Classfication
Hrriday V. Ruparel
Jan 24, 2024

Model Deployment on Raw Time Series Data
Classfication
Guntas Singh Saran, Hrriday V. Ruparel
Jan 24, 2024

Average and Max Pooling built from scratch
Convolution
Guntas Singh Saran
Dec 19, 2023

Modelling of Particles using Object-Oriented Programming
OOP
Guntas Singh Saran
Dec 18, 2023

Edge Detecting Filters using Sobel Operators
Convolution
Guntas Singh Saran
Dec 18, 2023

Convolution operations built from scratch
Convolution
Guntas Singh Saran
Dec 17, 2023

Visualising Gradient Descent for two variable case
Gradient Descent
Guntas Singh Saran
Dec 16, 2023

Linear Regression
Linear Regression
Guntas Singh Saran
Dec 15, 2023

Lagrange Interpolation and Map Projection
Numerical Analysis
Guntas Singh Saran
Oct 1, 2023

Probability Distributions visualized from their PMFs and PDFs
Probability
Guntas Singh Saran
Jul 9, 2023
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