Deep Learning

51 posts

Last Updated: 04 August 2025

Neural Collaborative Filtering (NCF) is an improved version of traditional recommendation systems that uses deep learning to make better suggestions. It is an advanced ver...read more

Neural Network

Deep Learning

JEPA

Last Updated: 18 July 2025

JEPAstands forJoint Embedding Predictive Architecture. It is a self-supervised learning framework designed to learn useful representations from data without relying on lab...read more

Artificial Intelligence

Deep Learning

Deep Equilibrium Models

Last Updated: 15 July 2025

Deep Equilibrium Models (DEQ) are a type of neural network that defines its output as the fixed point of a transformation instead of stacking many explicit layers. Instead...read more

Deep Learning

Building a Custom Training Loop with Autograd

Last Updated: 01 July 2025

Autograd is PyTorch’s automatic differentiation engine. It allows you to compute gradients automatically by tracking operations on tensors. Training machine learning model...read more

Artificial Intelligence

Deep Learning

Reinforcement Learning in Robotics

Last Updated: 23 July 2025

Reinforcement Learning (RL) has become a transformative approach in robotics, enabling robots to learn complex behaviors through trial and error interactions with their en...read more

Artificial Intelligence

Deep Learning

Sequential vs Functional API in Keras

Last Updated: 26 June 2025

Keras provides two main ways to build deep learning models: the Sequential API and the Functional API. Both are part of the Keras high-level API, but they differ in terms ...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

Grouped Query Attention (GQA)

Last Updated: 26 June 2025

Grouped Query Attention (GQA) is an optimization technique for transformer models that balances computational efficiency and model performance. Inspired by the multi-head ...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

Online and Offline Reinforcement Learning

Last Updated: 27 June 2025

Reinforcement Learning (RL) agents learn optimal behaviors by maximizing cumulative rewards through experience. The way agents acquire and use data divides RL into two maj...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

Soft Actor-Critic Reinforcement Learning algorithm

Last Updated: 26 June 2025

Soft Actor-Critic (SAC) is a cutting-edge, off-policy, model-free deep reinforcement learning algorithm that has set a new standard for solving complex continuous control ...read more

Artificial Intelligence

Deep Learning

NLP with Deep Learning

Last Updated: 23 July 2025

Natural Language Processing (NLP) is a subfield of AI focused on making machines to understand, interpret, generate and respond to human language. Deep Learning (DL) invol...read more

Natural-language-processing

NLP

Deep Learning

Curiosity-Driven Exploration in Reinforcement Learning

Last Updated: 25 June 2025

Curiosity-driven exploration is approach in reinforcement learning (RL) that addresses the challenge of sparse or delayed rewards by introducing internal, self-generated i...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

Reinforcement Learning with Intrinsic Motivation

Last Updated: 24 June 2025

In traditional reinforcement learning, an agent learns by receivingrewards from the environment for example, a robot gets a point for reaching a goal, or a game-playing AI...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

Last Updated: 23 July 2025

SimCLR, developed by researchers at Google Brain, is a self-supervised learning framework that learns visual representations without requiring labeled data. It is built up...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

Neural Style Transfer in Keras

Last Updated: 23 July 2025

Neural Style Transfer (NST) is a fascinating deep learning technique that blends two images a content image and a style image to create a new, synthesized image that maint...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

Contrastive Learning with SimCLR in PyTorch

Last Updated: 23 July 2025

SimCLR (Simple Framework for Contrastive Learning of Visual Representations) is a self-supervised learning approach that learns powerful image representations without labe...read more

Deep Learning

AI-ML-DS With Python

Deep Learning

1 2 3 4