Spotify Recommendation Algorithm
How Spotify uses AI to personalize user experiences on the platform? Through collaborative filtering and content-based filtering.
Writing on machine learning, software development, and blockchain engineering.
All of my long-form thoughts on data science, machine learning, software engineering are on Medium and my previous blog.
Public Key Cryptography
How could two parties communicate securely without having met beforehand to exchange keys?
Coordinating Multiple RL Agents on Overcooked
Bayesian Delegation enables agents to infer the hidden intentions of others
Why Learned Optimizers Outperform Standard Optimizers like Adam
Reverse engineering learned optimizers reveals known and novel mechanisms by Google Brain
7 ways to get started into ML, from easiest to hardest
Never quit doing something because it's hard, nothing worth having comes easy.
How Convolutional Layers Work in Deep Learning Neural Networks?
An animated ELI5 way to understand convolutions and its parameters
An Introduction to Signals
What are signals? How are analog signals stored? How to generate signals in Python?
Intelligent AI? Here's How You Can Evaluate.
3 intriguing tests to measure the IQ of your neural nets.
State-of-the-Art Language Models in 2020
Highlighting models for most common NLP tasks.
Illustrated Guide to Transformer
A component by component breakdown analysis on how the Transformer works.
3 Types of Sequence Prediction Problems
Understanding your problems before implementing your sequence prediction model.
Realistic Deepfakes in 5 Minutes on Colab
And why we should educate the public about the existence of such technology
What 200,000 Years of Humanity Taught Us about Data Storytelling
A data scientist is also an efficient communicator who brings data to life.
How to Improve Holiday Itinerary with Machine Learning
Perfect your travel plans with this strategy - use machine learning to optimize your holiday itinerary!
The Fascinating Relationship between AI and Neuroscience
They inspire and advance together which benefits both fields.
Decoding Brain Signals with Machine Learning and Neuroscience
Become Professor X and unlock the secrets of our mind
Data Scientist - The Dirtiest Job of the 21st Century
Data scientist, sexiest job of the 21st century. While they do make discoveries while swimming in data, but the data needs cleaning and labelling first.
Build Textual Similarity Analysis Web App
A journey from word embeddings to universal sentence encoder to web app demo
7 Essential AI YouTube Channels
How to stay updated with the latest and coolest machine learning advancements
Deep Learning in Brain-Computer Interface
Current status & challenges to advance the BCI field forward
Biomedical Image Segmentation - Attention U-Net
Improving model sensitivity and accuracy by attaching attention gates on top of the standard U-Net
Biomedical Image Segmentation - UNet++
Improve segmentation accuracy with a series of nested, dense skip pathways
Predict Movie Earnings with Posters
Identify the genre and earnings of the movie with movie posters
Biomedical Image Segmentation - U-Net
Works with very few training images and yields more precise segmentation
Airbnb in Seattle — Data Analysis
Understand Airbnb rental landscape in Seattle
Striking a Balance between Exploring and Exploiting
The dilemma of exploration and exploitation in reinforcement learning
Reinforcement Learning — The Value Function
A reinforcement learning algorithm for agents to learn the tic-tac-toe, using the value function
Time Series Forecasting with TensorFlow.js
Pull stock prices from online API and perform predictions using Recurrent Neural Network & Long Short Term Memory (LSTM) with TensorFlow.js framework
Why Linear Regression is not suitable for Classification
Linear Regression vs Logistic Regression for Classification Tasks