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

Designing ML Systems

Transformer Architecture Explained

Tokenization Strategies

LSTM Implementation

C Program Startup

Does C program really start at main

Airflow Part 8 - Best Practices

Data Engineering

Airflow Part 7 - Triggering Workflows

Data Engineering

Airflow Part 6 - Sharing Data Between Tasks

Data Engineering

Airflow Part 5 - Dependencies Between Tasks

Data Engineering

Airflow Part 4 - Task Context & Jinja Templating

Data Engineering

Airflow Part 3 - DAG Scheduling

Data Engineering

Airflow Part 2 - DAGs

Data Engineering

Airflow Part 1 - What is Airflow?

Data Engineering

Anomaly Detection

Machine Learning

Conda Essentials

Enough background about Conda to be productive!

Gradient Descent Algorithm and Its Variants

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

Machine Learning

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