Dan L's starred repositories
LLMs-from-scratch
Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step
ML-For-Beginners
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all
stable-diffusion
A latent text-to-image diffusion model
cleanvision
Automatically find issues in image datasets and practice data-centric computer vision.
EconML
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
bulletproof-react
🛡️ ⚛️ A simple, scalable, and powerful architecture for building production ready React applications.
kafka_stock
A financial data processing and visualization platform using Apache Kafka, Apache Cassandra, and Bokeh.
FinanceToolkit
Transparent and Efficient Financial Analysis
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
neural-networks-and-deep-learning
Code samples for my book "Neural Networks and Deep Learning"
alpha_vantage
A python wrapper for Alpha Vantage API for financial data.
multi-class-text-classification-cnn
Classify Kaggle Consumer Finance Complaints into 11 classes. Build the model with CNN (Convolutional Neural Network) and Word Embeddings on Tensorflow.
system-design-primer
Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.