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
• Godel, Escher, Bach
• Phenomenology of Perception
• Reactive Microservices Architecture
• Reinforcement Learning
• Space-Time Continuous Models of Swarm Robotic Systems

Lecture Notes

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

Machine Learning

• Correlation
• RL in Process Scheduling

Math

• Linear Algebra Basics
• Navier-Stokes Existence and Smoothness Problem
• Network Geometry
• Principal Component Analysis (PCA)
• Radicals
• Topological Data Analysis

Proofs

• Binet's Formula
• Intersection of Convex Sets
• Parrallelogram is convex
• Square Root of 2 is Irrational

Software Engineering

• API
• AWS Virtual Private Clouds (VPCs)
• Collections module in Python
• Databases
• Hashing
• K-nearest neighbors
• Kafka & Kinesis
• Load Balancing Algorithms
• Networking
• Processor Scheduling
• Scaling
• Stream Architecture

Swarm Intelligence

• Active Matter
• Network Topology
• Outlier Detection