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AlphaGo 的開局庫分析

Facebook 上看到 Aja Huang 的訊息,介紹了 DeepMind 放出的新資料,由 AlphaGo 分析人類開局的各種勝率 (不是先前發表出來更凶的 AlphaZero,但不曉得是 AlphaGo Zero 還是 AlphaGo Master...)。

網站在 AlphaGo Teach: Discover new and creative ways of playing Go,盤面上的數字都是指黑棋勝率。

This tool provides analysis of 6,000 of the most popular opening sequences from the recent history of Go, using data from 231,000 human games and 75 games AlphaGo played against human players.

Explore the board and learn how AlphaGo's moves compare to those of professional and amateur players.



Disclosure:我跑去找作者簽名,然後被戳說要介紹廣告一下 XDDD

這是本講 Git 的書,翻內容後的感覺... 定位差不多在入門使用者與中階使用者。先引用作者在 Twitter 的 tweet:

天瓏掛第一,然後出版社通知要二刷了,應該是賣的還不錯 XDDD

書的章節可以參考「天瓏網路書店-為你自己學Git」這邊,內容是以 Command Line 為主,對於真的要把 Git 用好蠻有幫助的。除此之外,實務上常見的問題都有提到 (像是搞爛東西後可能的解法),也講了不少冷知識,對於理解 Git 內怎麼運作會有幫助...

唯一覺得奇怪的地方應該是在最後兩章,講 GitHub 與 Git Flow (也就是「A successful Git branching model」這邊提出來的方法),反而不是 GitHub Flow... 雖然在 GitHub 上也可以走 Git Flow 啦。

從 IndieHackers.com 上掃出各種「成功的方法」

Indie Hackes 是個放各種「成功案例」的網站:

Indie Hackers is a place where the founders of profitable businesses and side projects can share their stories transparently, and where entrepreneurs can come to read and learn from those examples. It's also a community where individual "indie hackers" can come together to share their experiences, give and receive feedback, and rely on one another for support.

而文章的作者把上面的文章拿出來分析,得到了一些有趣的資訊:「Reverse Engineering A Successful Lifestyle Business: Here’s Everything I’ve Learned From Reading IndieHackers.com」。


The 4-Hour Workweek by Tim Ferriss (5x)
The Hard Thing About Hard Things by Ben Horowitz (5x)
Zero to One by Peter Thiel (4x)
The Lean Startup by Eric Ries (4x)
Four Steps to the Epiphany by Steve Blank (3x)
Steve Jobs by Walter Isaacson (2x)
High Output Management by Andy Groove of Intel (2x)
Good to Great by Jim Collins (2x)
Traction by Gabriel Weinberg and Justin Mares (2x)
Built to Sell by John Warrillow (2x)
The Personal MBA by Josh Kaufman (2x)
Start Small, Stay Small by Rob Walling (2x)
The Power Of The Subconscious Mind by Joseph Murphy (2x)

然後是各種技巧 (?):

On Raising Prices (19x)
This was the most common advice. The easiest way to increase revenue: raise your prices! Don’t be scared to ask for money.

Real Artists Ship (9x)
Our first idea is a grand opening, a big launch, a press release, or major media coverage. We default to thinking we need an advertising budget. Our delusion is that we should be Transformers and not The Blair Witch Project. – Ryan Holiday

KISS (9x)
Automation (8x)
Start Charging Straight Away (8x)



MIT Media Lab 弄出個好玩的東西,可以不打開書直接掃描書的內容:「Can computers read through a book page by page without opening it?」,主標題是「Terahertz time-gated spectral imaging for content extraction through layered structures」。

用 100Ghz 到 3Thz 的電磁波掃描:

In our new study we explore a range of frequencies from 100 Gigahertz to 3 Terahertz (THz) which can penetrate through paper and many other materials.

先前也有類似的方法,用 X-ray 或是超音波,但效果都不好:

Can’t X-ray or ultrasound do this? It may seem that X-ray or ultrasound can also image through a book; however, such techniques lack the contrast of our THz approach for submicron pen or pencil layers compared next to blank paper. These methods have additional drawbacks like cost and ionizing radiation. So while you might be able to hardly detect pages of a closed book if you use a CT scan, you will not be able to see the text. Ultrasound does not have the resolution to detect 20 micron gaps in between the pages of a closed book -distinguishing the ink layers from the blank paper is out of the question for ultrasound. Based on the paper absorption spectrum, we believe that far infrared time resolved systems and THz time domain systems might be the only suitable candidates for investigating paper stacks page by page.



在美國,五大出版商在電子書拆分上對作者佔的比例不斷的下滑,這也代表話語權不斷的下降,而且愈來愈不需要這些「大」出版商了:「Independent authors are starting to outsell the Big Five」。

這邊所提到的 Big Five 可以在「The Big Five Trade Book Publishers」這邊查到,分別是:

  • Hachette Book Group
  • HarperCollins
  • Macmillan Publishers
  • Penguin Random House
  • Simon and Schuster

另外也可以把 Amazon 當作是電子書產業的大公司。可以看到獨立發行的比率愈來愈高:

AuthorEarnings.com has published a report on this very subject, so I jumped into the data. Their May 2016 report reports 1340 authors earn over $100,000 per year on Amazon.com. The striking fact here: “Half of them are indies and Amazon-imprint authors.”


美國人的閱讀習慣 (以閱讀的媒介來分)

在「Book Reading 2016」這邊看到一張圖表:

閱讀人口並沒有太明顯的變化 (以 2012 之後來看)。所以解釋成習慣讀紙本的還是很喜歡紙本的感覺,但是電子書的接受度愈來愈高?

另外一張圖表則把受訪者的 profile 拿出來細分,性別、種族、年齡、教育程度、年收入、所在地區:

有不少有趣的數字,解讀看個人了 :o

Google 的書本掃描服務被認定為「合理使用」

Google 的書本掃描服務被認定為合理使用:「Google's Book-Scanning Project Ruled to Be Legal `Fair Use'」。

“Google’s unauthorized digitizing of copyright-protected works, creation of a search functionality and display of snippets from those works are non-infringing fair uses,” U.S. Circuit Judge Pierre Leval wrote on behalf of the court. “The purpose of the copying is highly transformative, the public display of text is limited and the revelations do not provide a significant market substitute for the protected aspects of the originals.”


Crypto 101

Crypto 101 是一本近代密碼學的入門書,目前還在寫,原始的 TeX source 可以在 GitHub 的「crypto101/book」這邊看到。

其實內容不淺,講了很多新東西 (看到 Salsa20 出現的時候...),而且也講了很多攻擊方式。高階的東西 (SSL/TLS、PGP 系列) 也拉出來講。

等到完成的時候應該是很不錯的資料 :p