Imad Dabbura - Posts

Coding GPT2/3 (124M) From Scratch

Byte-level Byte-Pair Encoding (BPE)

Ideas to Improve RAG Applications

Git Confident

Notes for Deep Learning Systems

Transformer Architecture Explained

Tokenization Strategies

LSTM Implementation

C Program Startup

Does C program really start at main

Software Development

Anomaly Detection

Machine Learning

Conda Essentials

Enough background about Conda to be productive!

Software Development

Virtual Environments

Gradient Descent Algorithm and Its Variants

Deep dive into gradient descent algorithm: Batch vs. Mini-batch vs. Stochastic.

Software Development

Virtual Environments

K-means Clustering: Algorithm, Applications, Evaluation Methods, and Drawbacks

Deep dive into K-means algorithm to find subgroups within data.

Machine Learning

Unsupervised Learning

Coding Neural Network Part 5 - Dropout

What is Dropout, its use, and how to implement it?

Machine Learning

Coding Neural Network Part 4 - Regularization

What is regularization and how it helps NN generalizes better?

Machine Learning

Coding Neural Network Part 3 - Parameters’ Initialization

The role of parameter initialization in training and different ways to initialize parameters.

Machine Learning

Coding Neural Network Part 2 - Gradient Checking

How to check numerically if the implementation of backward propagation is correct?

Machine Learning

Coding Neural Network Part 1 - Forward & Backward Propagation

What it takes to go from input to output? And how to compute the gradients?

Machine Learning

Bandit Algorithms: epsilon-Greedy Algorithm

What is epsilon-Greedy Algorithm and how to use it in A/B testing?

Website Optimization

Predicting Loan Repayment

Trying different modeling techniques to deal with imbalanced data, missing values, and ensemble models.

Machine Learning

Character-Level Language Model

Predict the next character given the previous charecter and state.

Predicting Employee Turnover

Experimenting with different models on employee turnover data.

Machine Learning