Contents
algo
Graph Search: Subsets, Permutations • Oct 3, 2015
compsci
[From NAND to TETRIS] Computer Architecture 101 Part III: Computer Architecture and Assembler • Jul 4, 2020
[From NAND to TETRIS] Computer Architecture 101 Part II: Machine Language • Jul 2, 2020
[From NAND to TETRIS] Computer Architecture 101 Part I: Logic Gates, ALU and Memory • Jun 29, 2020
devops
Docker Manual • Jul 19, 2020
docker
Docker Manual • Jul 19, 2020
fastai
FastAI Lesson 12: Advanced training techniques; ULMFiT from scratch • Jun 4, 2020
FastAI Lesson 11: Data Block API, and generic optimizer • Jun 2, 2020
FastAI Lesson 10: Looking Inside the Model • May 28, 2020
FastAI Lesson 9: How to Train Your Model • May 25, 2020
FastAI Lesson 8: Backprop from the Foundations • May 22, 2020
FastAI Lesson 7: Resnets from scratch; U-net; Generative adversarial networks; RNNs • Apr 30, 2020
FastAI Lesson 6: Regression on Tabular Time Series; Regularization; Convolution; Data Ethics • Apr 22, 2020
FastAI Lesson 5: Collaborative Filtering cont.; Backpropagation; Accelerated SGD; NN from Scratch • Apr 19, 2020
FastAI Lesson 4: NLP; Tabular Data; Collaborative Filtering and Embeddings • Apr 13, 2020
FastAI Lesson 3: Data blocks; Multi-label classification; Segmentation • Apr 11, 2020
FastAI Lesson 2: Data Cleaning and Production. SGD from Scratch • Apr 8, 2020
FastAI Lesson 1: Pets • Apr 7, 2020
How to setup local GPU server for fast.ai • May 27, 2019
flask
Flask Full Stack Part 1: Frontend Quick Walkthrough • Jul 8, 2019
Flask Full Stack Part 3: Flask and SQL Database Walkthrough • Jul 8, 2019
fullstack
Flask Full Stack Part 1: Frontend Quick Walkthrough • Jul 8, 2019
Flask Full Stack Part 3: Flask and SQL Database Walkthrough • Jul 8, 2019
javascript
[JavaScript Essentials] Prototype and Inheritance • Jul 17, 2020
[JavaScript Essentials] Promise, fetch, async and await • Jul 15, 2020
mlops
[ProdML] Amazon SageMaker Part II: Experiments, Deployment, and Model Monitoring • Aug 6, 2020
[ProdML] Amazon SageMaker Part I: Overview, SageMaker Studio, and Model Training • Aug 3, 2020
natureofcode
[Nature of Code] Part 2: Fractals and Cellular Automata • Jul 23, 2020
[Nature of Code] P5.js quick references • Jul 22, 2020
[Nature of Code] Part 1.2: Physics Engines • Jul 18, 2020
[Nature of Code] Part 1.1: Creating Physics Engine • Mar 13, 2020
nlp
How to Create Keyword List Entities in spaCy (v2.1) • Jun 7, 2019
note
[ProdML] Amazon SageMaker Part II: Experiments, Deployment, and Model Monitoring • Aug 6, 2020
[ProdML] Amazon SageMaker Part I: Overview, SageMaker Studio, and Model Training • Aug 3, 2020
[Nature of Code] Part 2: Fractals and Cellular Automata • Jul 23, 2020
[Nature of Code] P5.js quick references • Jul 22, 2020
Docker Manual • Jul 19, 2020
[Nature of Code] Part 1.2: Physics Engines • Jul 18, 2020
[JavaScript Essentials] Prototype and Inheritance • Jul 17, 2020
[JavaScript Essentials] Promise, fetch, async and await • Jul 15, 2020
[Python Essentials] Poetry Quick Start • Jul 7, 2020
[Python Review] Part V: Packages • Jul 5, 2020
[Python Review] Part IV: Testing, Logging and Debugging • Jul 4, 2020
[From NAND to TETRIS] Computer Architecture 101 Part III: Computer Architecture and Assembler • Jul 4, 2020
[Python Review] Part III: Generators and Advanced Topics • Jul 2, 2020
[From NAND to TETRIS] Computer Architecture 101 Part II: Machine Language • Jul 2, 2020
[Python Review] Part II: Classes and Objects • Jun 30, 2020
[Python Review] Part I: The Basics • Jun 29, 2020
[From NAND to TETRIS] Computer Architecture 101 Part I: Logic Gates, ALU and Memory • Jun 29, 2020
[Python Essentials] Digging into Package and Environment Management to Find the Best Approach • Jun 17, 2020
[Python Essentials] Mental Models of Expert Level Features • Jun 15, 2020
FastAI Lesson 12: Advanced training techniques; ULMFiT from scratch • Jun 4, 2020
FastAI Lesson 11: Data Block API, and generic optimizer • Jun 2, 2020
FastAI Lesson 10: Looking Inside the Model • May 28, 2020
FastAI Lesson 9: How to Train Your Model • May 25, 2020
FastAI Lesson 8: Backprop from the Foundations • May 22, 2020
FastAI Lesson 7: Resnets from scratch; U-net; Generative adversarial networks; RNNs • Apr 30, 2020
FastAI Lesson 6: Regression on Tabular Time Series; Regularization; Convolution; Data Ethics • Apr 22, 2020
FastAI Lesson 5: Collaborative Filtering cont.; Backpropagation; Accelerated SGD; NN from Scratch • Apr 19, 2020
FastAI Lesson 4: NLP; Tabular Data; Collaborative Filtering and Embeddings • Apr 13, 2020
FastAI Lesson 3: Data blocks; Multi-label classification; Segmentation • Apr 11, 2020
FastAI Lesson 2: Data Cleaning and Production. SGD from Scratch • Apr 8, 2020
FastAI Lesson 1: Pets • Apr 7, 2020
[Nature of Code] Part 1.1: Creating Physics Engine • Mar 13, 2020
Flask Full Stack Part 1: Frontend Quick Walkthrough • Jul 8, 2019
Flask Full Stack Part 3: Flask and SQL Database Walkthrough • Jul 8, 2019
How to Create Keyword List Entities in spaCy (v2.1) • Jun 7, 2019
How to setup local GPU server for fast.ai • May 27, 2019
[CS231n] Overview of Neural Networks • Jun 23, 2018
Hinton Neural Network course • Jan 22, 2017
Graph Search: Subsets, Permutations • Oct 3, 2015
Handy Python Notes • Jul 21, 2015
p5js
[Nature of Code] Part 2: Fractals and Cellular Automata • Jul 23, 2020
[Nature of Code] P5.js quick references • Jul 22, 2020
[Nature of Code] Part 1.2: Physics Engines • Jul 18, 2020
[JavaScript Essentials] Prototype and Inheritance • Jul 17, 2020
[JavaScript Essentials] Promise, fetch, async and await • Jul 15, 2020
[Nature of Code] Part 1.1: Creating Physics Engine • Mar 13, 2020
processing
[Nature of Code] Part 2: Fractals and Cellular Automata • Jul 23, 2020
[Nature of Code] Part 1.2: Physics Engines • Jul 18, 2020
[Nature of Code] Part 1.1: Creating Physics Engine • Mar 13, 2020
prodml
[ProdML] Amazon SageMaker Part II: Experiments, Deployment, and Model Monitoring • Aug 6, 2020
[ProdML] Amazon SageMaker Part I: Overview, SageMaker Studio, and Model Training • Aug 3, 2020
python
[Python Essentials] Poetry Quick Start • Jul 7, 2020
[Python Review] Part V: Packages • Jul 5, 2020
[Python Review] Part IV: Testing, Logging and Debugging • Jul 4, 2020
[Python Review] Part III: Generators and Advanced Topics • Jul 2, 2020
[Python Review] Part II: Classes and Objects • Jun 30, 2020
[Python Review] Part I: The Basics • Jun 29, 2020
[Python Essentials] Digging into Package and Environment Management to Find the Best Approach • Jun 17, 2020
[Python Essentials] Mental Models of Expert Level Features • Jun 15, 2020
Handy Python Notes • Jul 21, 2015
sagemaker
[ProdML] Amazon SageMaker Part II: Experiments, Deployment, and Model Monitoring • Aug 6, 2020
[ProdML] Amazon SageMaker Part I: Overview, SageMaker Studio, and Model Training • Aug 3, 2020
simulation
[Nature of Code] Part 2: Fractals and Cellular Automata • Jul 23, 2020
[Nature of Code] P5.js quick references • Jul 22, 2020
[Nature of Code] Part 1.2: Physics Engines • Jul 18, 2020
[Nature of Code] Part 1.1: Creating Physics Engine • Mar 13, 2020
spacy
How to Create Keyword List Entities in spaCy (v2.1) • Jun 7, 2019
theory
[CS231n] Overview of Neural Networks • Jun 23, 2018