How Does Triplet Loss and Online Triplet Mining Work?
Triplet Loss and Online triplet mining for metric learning
Posts
2024
Decoding strategies in Decoder models (LLMs)
Explore Greedy, Top P and Top K sampling strategies in Generative Language Models
Implementing Transformer Decoder Layer From Scratch
Let’s implement a Transformer Decoder Layer from scratch using Pytorch
Implementing Transformer Encoder Layer From Scratch
Let’s implement a Transformer Encoder Layer from scratch using Pytorch
Masking in Transformer Encoder/Decoder Models
Understand why masking is needed in Transformer Encoder and Decoder networks and how they are used
Multi-Head Attention From Scratch
Let’s implement Multi-Head Attention from scratch with visual examples
Why do we need non-linear activation function in Neural Networks?
Let’s explore why we need non-linear activation functions in Neural Networks
Gradient Descent Algorithm From Scratch
Learn the algorithm that powers machine learning models such as LLMs and Diffisuion models
2022
Training Named Entity Recognition model with custom data using Huggingface Transformer
Train a NER model with your own data using Huggingface transformers library
Fine tuning model using Triplet loss for Image search
Learn how to fine tune a model to compute image similarity using Triplet loss
Image search using Image to Image Similarity
Learn how to use deep neural networks to implement image search
2020
Recursive query in PostgreSQL with SQLAlchemy
Write recursive SQL queries in PostgreSQL with SQLAlchemy
Using SQLAlchemy ORM with existing tables
Setup SQLAlchemy ORM to use externally created tables
2019
Neural Network Layer: Linear Layer
Understanding linear or dense layer in a neural network
Efficient matrix multiplication in Python
How to speed up matrix and vector operations in Python using numpy, tensorflow and similar libraries
NLP with Python: Nearest Neighbors Search
Nearest Neighbors search in Python using scikit-learn
Keras Example: CNN with Fashion MNIST dataset
Learn how to create and train a simple convolutional neural network in Keras
Python tips: Lazy evaluation in Python
Learn how to work with huge files in Python
Tensorflow 2: First Neural Network (Fashion MNIST dataset)
Design and train a basic neural network for predicting dress types on FashionMNIST dataset.
Tensorflow 2: Linear regression from scratch
Intro to tensorflow 2 with linear regression
NLP with Python: Topic Modeling
Topic modeling in Python using scikit-learn
NLP with Python: Text Clustering
Text clustering with KMeans algorithm using scikit learn
2018
NLP with Python: Text Feature Extraction
How to extract features from text for machine learning models
Natural Language Processing with Python: Introduction
Natural language processing basics: tokenization, stemming, lemmatization, POS tagging
Web scraping with Python: First Scraper
Simple web scraper in Python using Requests and BeautifulSoup
Web scraping with Python: Introduction
Introduction to web scraping
Predicting if a headline is a clickbait or not
Learn how to classify if a headline is a clickbait or not
Short Tutorial on Named Entity Recognition with spaCy
A simple and minimal example showing how to detect named entities in an unstructured text
Text Classification with sklearn
A tutorial on text classification using sklearn
Word Embeddings in Keras
A short tutorial on using word embedding layer in Keras
Nepali License Plate Recognition with Deep Learning
Train a neural network model to predict letters and numbers from a license plate
Black and White to Color using Deep Learning
A short tutorial on fully convolutional neural networks
Apache Beam Transforms: ParDo
Introduction to ParDo transform in Apache Beam
Apache Beam Tutorial - PTransforms
Getting started with PTransforms in Apache Beam
Python tips: copy vs deep copy
Copy vs deep copy
Apache Beam Tutorial Series - Introduction
Introduction to Apache Beam
Getting started with Tensorflow Estimator API
Learn how to use Tensorflow Estimator API
Multi output neural network in Keras (Age, gender and race classification)
A tutorial on building neural networks with multiple outputs
Classifying Gender using Convolutional Neural Network: Realtime Prediction
A series of tutorial on using Convolutional Nerual Networks to classify gender of a person in an image
Classifying Gender using Convolutional Neural Network: Model Training
A series of tutorial on using Convolutional Nerual Networks to classify gender of a person in an image
Classifying Gender using Convolutional Neural Network: Loading Data
A series of tutorial on using Convolutional Nerual Networks to classify gender of a person in an image
Convolutional Neural Networks in Keras (Cat vs. Dog example)
Learn how to design and train a convolutional neural network for binary classification in Keras