/LifeOfAModel

Links from my talk: Life of an ML Model

Life Of A Model

Links from my talk: Life of an ML Model

Introduction

  1. Prosthetic Knowledge Twitter Account
  2. Andrew Ng's Machine Learning Yearning
  3. Stanford's Intro to Robotics Course

Models

Hybrid Algorithms

  1. Improving RANSAC-Based Segmentation Through CNN Encapsulation
  2. EE263: Introduction to Linear Dynamical Systems

Divide And Conquer

  1. Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Visualization

  1. The dumb reason your fancy Computer Vision app isn’t working: Exif Orientation

Model Calibration

  1. On Calibration of Modern Neural Networks

Interpretability

  1. Interpretable Neural Networks

Gathering Data

Using an Existing Dataset

  1. Google Dataset Search Tool

Collecting Your Own Data

Gamify

  1. Quick, Draw!

Synthetic Data

  1. Fake it till you make it.
  2. Learning from Simulated and Unsupervised Images through Adversarial Training

Active Learning

  1. Datacamp Guide
  2. Large-scale interactive object segmentation with human annotators
  3. We don’t need no bounding-boxes: Training object class detectors using only human verification
  4. Revisiting knowledge transfer for training object class detectors

Unsupervised Learning

  1. AlphaGo Zero Starting From Scratch
  2. Learning Features By Watching Objects Move

Adapting An Existing Dataset

  1. Weakly Supervised Instance Segmentation using Class Peak Response

Multimodal Data

  1. Deep Audio-Visual Speech Recognition

Data Visualization

  1. Sentiment Classification Visualization

Large scale data processing.

  1. Apache Beam