Lit Reviews

April 14, 2019 — A growing neural gas network learns topologies

October 5, 2018 — Strategies and Principles of Distributed ML on Big Data (REVIEW)

July 16, 2018 — DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning

March 29, 2018 — Alignment for Advanced ML Systems (REVIEW)

January 25, 2018 — ADAM: A Method for Stochastic Optimization (REVIEW)

January 16, 2018 — Introduction to Gaussian Processes (REVIEW)

January 16, 2018 — Taking the Human out of the Loop - A Review of Bayesian Optimization (REVIEW)

July 13, 2017 — Swarm Intelligence systems for transportation engineering: principles and applications (REVIEW)

March 17, 2017 — Learning the Preference of Bounded Agents (REVIEW)

April 16, 2016 — Mathematics - Applications and Applicability (REVIEW)

Books

• A Thousand Plateaus
• Designing Data-Intensive Applications
• Godel, Escher, Bach
• Phenomenology of Perception
• Reactive Microservices Architecture
• Reinforcement Learning
• Space-Time Continuous Models of Swarm Robotic Systems
• Supersizing the Mind
• Thinking in Systems

Deriving Data

• Correlation
• K-nearest neighbors

Enriching Data

• Active Matter

Lecture Notes

• CS75
• Conference on Complex Systems 2016
• Deep RL Bootcamp 2017
• MLSS Cadiz 2016
• Yelp Realtime Streaming Data Infrastructure

Machine Learning

Math

• Binet's Formula
• Intersection of Convex Sets
• Linear Algebra Basics
• Navier-Stokes Existence and Smoothness Problem
• Network Geometry
• Parrallelogram is convex
• Primes
• Principal Component Analysis (PCA)
• Radicals
• Square Root of 2 is Irrational
• Topological Data Analysis

Serving Data

• AWS Virtual Private Clouds (VPCs)
• Load Balancing Algorithms
• Networking
• Processor Scheduling

Storing Data

• Database Encoding
• Database Overview
• Database Systems
• Databases
• Stream Architecture

Swarm Intelligence

• Outlier Detection