Contents
AWS
Terraform Basics Part 1 • Jul 15, 2020
Connecting Jupyter to EC2 • Jun 25, 2020
Computer Vision
CycleGAN Walk Through • Mar 20, 2021
StyleGAN Components • Mar 1, 2021
GAN Basics • Feb 20, 2021
Plant Pathology Kaggle • Feb 15, 2021
Hierarchical Architecture • Feb 1, 2021
Custom Architecture Research • Feb 1, 2021
Mixup Deep Dive • Aug 11, 2020
Multi-Cat Image Classification • Aug 1, 2020
Fine Grain Image Classification • Jun 27, 2020
Neural Network Basics (Part 2) • Jun 21, 2020
Neural Network Basics (Part 1) • Jun 19, 2020
Customer Analytics
Introduction to Attribution • Jul 17, 2021
Predictive Customer Analytics (Part 2) • May 12, 2020
Descriptive Customer Analytics (Part 1) • May 10, 2020
Data Augmentation
Mixup Deep Dive • Aug 11, 2020
Data Exploration
Partial Dependence Plotting • Nov 20, 2020
Deep Learning
Practical Chatbots • Jun 23, 2021
Fastai
Python Concurrency • Apr 1, 2021
Fastai with a Pytorch Training Loop • Mar 15, 2021
Using the Learning Rate Finder (Beginner) • Oct 20, 2020
Fastcore
Python Concurrency • Apr 1, 2021
Foundations
Neural Networks and XOR • Jan 9, 2021
RNN Foundations • Aug 22, 2020
NLP - Tokenization Basics • Aug 19, 2020
Neural Network Basics (Part 2) • Jun 21, 2020
GAN
CycleGAN Walk Through • Mar 20, 2021
StyleGAN Components • Mar 1, 2021
GAN Basics • Feb 20, 2021
Getting Started
Kaggle Setup Guide • Mar 25, 2021
Using the Learning Rate Finder (Beginner) • Oct 20, 2020
Connecting Jupyter to EC2 • Jun 25, 2020
Gradient Descent
Gradient Descent for Linear Regression (Part 2) • Jun 11, 2020
Gradient Descent for Linear Regression (Part 1B) • Jun 1, 2020
Gradient Descent for Linear Regression • May 9, 2020
Image Classification
Plant Pathology Kaggle • Feb 15, 2021
Multi-Cat Image Classification • Aug 1, 2020
Hierarchical Loss Function • Jul 21, 2020
Fine Grain Image Classification • Jun 27, 2020
Neural Network Basics (Part 1) • Jun 19, 2020
Infrastructure
Terraform Basics Part 1 • Jul 15, 2020
Kaggle
Kaggle Setup Guide • Mar 25, 2021
Plant Pathology Kaggle • Feb 15, 2021
Linear Algebra
APL - Geometry of Linear Equations (18.06_L1) • Sep 30, 2020
Solving $Ax=b$ - The Complete Solution (18.06_L8) • Jun 6, 2020
Column Space and Null Space (18.06_L7) • May 17, 2020
Column Space and Null Space (18.06_L6) • May 16, 2020
Transposes, Permutations, and Spaces (18.06_L5) • May 13, 2020
Factorization into $A=LU$ (18.06_L4) • May 12, 2020
Multiplication and Inverse Matrices (18.06_L3) • May 11, 2020
Elimination with Matrices (18.06_L2) • May 10, 2020
Geometry of Linear Equations (18.06_L1) • May 9, 2020
Model Architecture
Hierarchical Architecture • Feb 1, 2021
Custom Architecture Research • Feb 1, 2021
NBDev
NBDev Minimum Library • Mar 30, 2021
Secrets in NBdev CI • Dec 6, 2020
Neural Networks
Soft Labeling • Jan 18, 2021
Neural Networks and XOR • Jan 9, 2021
Pseudo Labeling for Data Cleaning • Dec 15, 2020
Hierarchical Loss Function • Jul 21, 2020
NLP
Practical Chatbots • Jun 23, 2021
Media Bias Text Generation Transformer • Nov 1, 2020
RNN Foundations • Aug 22, 2020
NLP - Tokenization Basics • Aug 19, 2020
Noisy Data
Soft Labeling • Jan 18, 2021
Pseudo Labeling for Data Cleaning • Dec 15, 2020
Optimization
Gradient Descent for Linear Regression (Part 2) • Jun 11, 2020
Gradient Descent for Linear Regression (Part 1B) • Jun 1, 2020
Gradient Descent for Linear Regression • May 9, 2020
PersonalUtils
Experiment Tracking • May 15, 2021
NBDev Minimum Library • Mar 30, 2021
Probabilistic Models
Introduction to Attribution • Jul 17, 2021
Multi Armed Bandits • Apr 15, 2021
Tabular
Tabular Modeling • Dec 30, 2020
Partial Dependence Plotting • Nov 20, 2020
Random Forest Classifier • May 11, 2020
Text Generation
Media Bias Text Generation Transformer • Nov 1, 2020
Tree Ensembles
Random Forest Classifier • May 11, 2020