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[Neural Networks and Deep Learning] week2. Neural Networks Basics

Category notes deep learning Series Part 2 of «Andrew Ng Deep Learning MOOC»

This week: logistic regression.

Binary Classification & notation

ex. cat classifier from image image pixels: 64x64x3 ⇒ unroll(flatten) to a feature vector x dim=64x64x3=12288:=n (input dimension)

notation

  • superscript (i) for ith example, e.g. x^(i)
  • superscript [l] for lth layer, e.g. w^[l]
  • m: number of …

[Neural Networks and Deep Learning] week1. Introduction to deep learning

Category notes deep learning Series Part 1 of «Andrew Ng Deep Learning MOOC»

What is a neural network?

Example: housing price prediciton.

Each neuron: ReLU function

Stacking multiple layers of neurons: hidden layers are concepts more general than input layer — found automatically by NN.

Supervised Learning with Neural Networks

supervised learning: during training, always have output corresponding to input.

Different NN types are …

[Android Dev] 2.2 Preference

Category notes android Series Part 6 of «Associate Android Developer Fast Track»

Save settings and configurations.

Data Persistance

5 different ways of data persistance:

  • onSavedInstanceState(): store state of views in k-v pairs (Bundles), used when screen rotates / app killed by system, temperary.
  • SharedPreferences: save k-v pairs to a file, can save primitive types.
  • SQLite database: complicated data types
  • Internal / External Storage: save …

[Android Dev] 2.1 Lifecycles

Category notes android Series Part 5 of «Associate Android Developer Fast Track»

Android kills background apps !!

→ onCreate() → Created →onStart() → Visible(can be seen on screen) → onResume() → Active(get focus, can interact with)

Active → onPause() → Paused(lose focus — same thing as Visible?) → onStop() → Stopped(disappeared) → onDestroy() → Destroyed(lifecycle ends)

when rotate screen, the function calling is:

onPause --> onStop --> onDestroy --> onCreate --> onStart --> onResume

note …

[Android Dev] 1.3 RecyclerView

Category notes android Series Part 3 of «Associate Android Developer Fast Track»

Recycler View, Adaper, ViewHolder

rather than creating list items as we scroll, keep them in a queue (recycling bin) → when scrolling, the list items are recycled and re-bind to new content. RecyclerView is better version of ListView.

Adaper: bind data from data source, and provide the RecyclerView with new views …

[Android Dev] 1.4 Intents

Category notes android Series Part 4 of «Associate Android Developer Fast Track»

So far: single screen with a single activity.

start activity from another activity: use Intents.

Explicit intent: start a new activity

toy app: type some text, press button, and a new activity will appear with the typed words.

create activity in android studio: new → activity

call startActivity with an …

[Android Dev] 1.1 Create Project Sunshine

Category notes android Series Part 1 of «Associate Android Developer Fast Track»

1 create project sunshine

Created 星期一 06 二月 2017

minSDK vs targetSDK

The minSDK is the lowest SDK level that your app can run on. You can choose what level of devices to support.

By comparison, the targetSDK is NOT a high pass filter -- it’s used …

Scala/OCaml初体验

Category tech scala OCaml

2016年的最后几小时, 随便写写关于Scala和OCaml的一些入门体验好了.

今年对FP语言特别感兴趣, 上了两门Scala的公开课(here and here)和一门OCaml的公开课(here), 在博客中写了一系列的笔记, 课后作业也都认真做完了. 斗胆 …