Posted in 1ambda

Articles

Sunday, March 01, 2015

Comment

Scala

Scalaz

Easy Scalaz 1, State
Easy Scalaz 2, Monad Transformer
Easy Scalaz 3, ReaderWriterState with Kleisli
Easy Scalaz 4, Yoneda, Coyonead, Free, Trampoline
Easy Scalaz 5, Playing with Monoids
[Easy Scalaz 6, ST, IO]
[Easy Scalaz 7, Stream]

Monocle

Scala Lens Library, Monocle

Functional Programming in Scala by Martin Odersky

Chapter 1
Chapter 2
Chapter 3
Chapter 4
Chapter 5
Chapter 6
Chapter 7

Reactive Programming by Martin Odersky

Chapter 1 - Monads, Random Generators
Chapter 2 - Stateful Object
Chapter 3 - Try, Future, Promise
Chapter 4 - Observable, Rx, Scheduler
Chapter 5 - Actor

Articles

new to Play Framework2
Partial Functions, Scala

Haskell

Introduction to Functional Programming using Haskell

Chapter 1 - Basics
Chapter 2 - List Comprehension
Chapter 3 - Recursion, Higher Order Function
Chapter 4 - Monad
Chapter 5 - IO Monad
Chapter 6 - Type and Class
Chapter 7 - The Countdown Problem
Chapter 8 - Lazy Evaluation, Strict
Chapter 9 - Induction
Poor Man's Concurrency Monad

Machine Learning

Machine Learning by Andrew Ng, Coursera

Chapter 1 - Linear Regression
Chapter 2 - Gradient Descent
Chapter 3 - Logistic Regression
Chapter 4 - Neural Network
Chapter 5 - Back Propagation
Chapter 6 - Practical Advices
Chapter 7 - Support Vector Machine
Chapter 8 - K-means, PCA Details
Chapter 9 - Anomaly Detection, Recommender System
Chapter 10 - Stochastic Gradient, Synthetic Data, Ceiling Analysis

Algorithm

Algorithm: Design and Analysis Part 1 by Tim Roughgarden

(1) Divide and Conquer
(2) Randomized Selection
(3) Graphs, The Contraction Algorithm
(4) Graph Search and Connectivity
(5) Dijkstra, Heap, Red-Black Tree
(6) Hash Table, Universal Hashing, Bloom filters

Algorithms, Part 1 by Robert Sedgewick

(1) Union Find
(2) Analysis of Algorithms

Algorithms, Part 2 by Robert Sedgewick

(1) Spanning Tree, Shortest Paths
(2) Radix Sort, Suffix Sort
(3) R-way, Ternary Tries
(4) KMP, Boyer-Moore, Rabin-Karp
(5) Maximum Flow (Ford-Fulkerson)
(6) Data Compression, Huffman, LZW

Artificial Intelligence

Artificial Intelligence (CS188) by Dan Klein, Pieter Abbeel

(1) Intro
(2) Search

Artificial Intelligence Planning by Dr.Gerhard Wickler, Prof. Austin Tate

(1) Intro
(2) A*, STRIPS, forward and backward search
(3) PSP, PoP
(4) STN, HTN

Cloud Computing

Cloud Computing Concept 1 by Indranil Gupta, Coursera

(1) MapReduce
(2) Gossip Protocol
(3) Membership Protocol
(4) P2P Systems
(4) Global Snapshot
(4) Multicast
(4) Paxos

Data Analysis

Pattern Discovery by Jiawei Han, Coursera

Chapter 1 - Apriori, FP Growth
Chapter 2 - Null-invariant, Pattern-Fusion, Constaint

Intro to Computational Thinking and Data Science, edx

Chapter 1 - Modeling
Chapter 2 - Monte Carlo Simulation
Chapter 3 - Optimization Problem
Chapter 4 - State Modeling, Hierarchical Clustering

Coding The Matrix by Philip Klein, Coursera

Chapter 1 - Function, Field, Vector
Chapter 2 - Vector Space
Chapter 3 - Matrix

Process Mining

Process Mining by Wil Van der Alast, Coursera

Week 1 - Process Mining Intro
Week 2 - Alpha Algorithm
Week 3 - Metric, C-nets
Week 4 - Conformance Checking, Dotted Chart
Week 5 - Decision, Social, Organization Mining

Java