What 200,000 Readers Taught Me About Building Software
Software product development lessons from 200,000 blog readers
Data Science Posts by Tags
blogging
concurrency
Faster Web Scraping in Python
Faster Web Scraping in Python with Multithreading
machine learning
Evaluating Models With Small Data
Or, why point estimates only get you so far.
Deriving the Sigmoid Derivative for Neural Networks
Sigmoid, Derivatives, Mathematics
Finding the Most One-Dimensional Popular Artist
Music Analysis, Web APIs, Math
The Right Way to Oversample in Predictive Modeling
Model Evaluation, Oversampling, Predictive Modeling
Logistic Regression from Scratch in Python
Logistic Regression, Gradient Descent, Maximum Likelihood
Building a Neural Network from Scratch in Python and in TensorFlow
Neural Networks, Hidden Layers, Backpropagation, TensorFlow
Predicting Ratings from 1+ GBs of Yelp Reviews
Logistic Regression, Stochastic Gradient Descent, Natural Language Processing
Predicting Human Activity from Smartphone Accelerometer and Gyroscope Data
Human Activity Classification, Accelerometers, Support Vector Machines
Clustering US Laws using TF-IDF and K-Means
Natural Language Processing, TF-IDF, and K-Means Clustering
mathematics
Evaluating Models With Small Data
Or, why point estimates only get you so far.
Deriving the Sigmoid Derivative for Neural Networks
Sigmoid, Derivatives, Mathematics
multithreading
Faster Web Scraping in Python
Faster Web Scraping in Python with Multithreading
neural networks
Deriving the Sigmoid Derivative for Neural Networks
Sigmoid, Derivatives, Mathematics
Building a Neural Network from Scratch in Python and in TensorFlow
Neural Networks, Hidden Layers, Backpropagation, TensorFlow
Understanding Convolution, the core of Convolutional Neural Networks
Image Convolution, Image Processing, TensorFlow
optimization
Dynamic Programming: Knapsack Optimization
Dynamic Programming, Knapsack Problem, Discrete Optimization
parallel programming
Hadoop MapReduce in Python vs. Hive: Finding Common Wikipedia Words
MapReduce, Hadoop, Hive, Big Data, Word Count
Basic Record Linkage with Parallel Processing
Parallel Programming, Record Linkage, Synthetic Data
product management
What 200,000 Readers Taught Me About Building Software
Software product development lessons from 200,000 blog readers
python
Faster Web Scraping in Python
Faster Web Scraping in Python with Multithreading
recommender systems
Matrix Factorization for Movie Recommendations in Python
Movie Recommender, Matrix Factorization, Latent Factor Models
Music Recommendations with Collaborative Filtering and Cosine Distance
Music Recommender, Collaborative Filtering, Cosine Distance
software development
What 200,000 Readers Taught Me About Building Software
Software product development lessons from 200,000 blog readers
web scraping
Faster Web Scraping in Python
Faster Web Scraping in Python with Multithreading
Automated Job Discovery and Evaluation: Web Scraping Indeed.com
Job Discovery, Web Scraping, Indeed.com