ch.2 Flashcards
TERMINOLOGY
واژه شناسی
notation
نشانه گذاری
We will often write equations in vector and matrix notation
analogous
مشابه
inaccuracies
اشتباهات
plot
رسم کردنit is often useful to be able to plot it and look at it
x-axis
محور x
projections
پیش بینی ها
We can look at projections of the data into our 3D world by plotting
schematic
طرحواره
There is a schematic of a neural network on the left of Figure 2.1
coordinates
مختصات
If we treat the weights that get fed into one of the neurons as a set of coordinates
hypersphere
a sphere that exhibits more than three dimensions.
A 3D crosssection of a hypersphere is simply a sphere.
sphere
کره
infinity
بی نهایت
the number of dimensions tends to infinity
bounding cube
مکعب محدود
counterintuitive
بر خلاف غریزه و یا روال معمول
generalise
تعمیم دادن
we want the algorithms to generalise to examples that were not seen in the training set
variability
تغییر پذیری
The number of degrees of variability in most machine learning algorithms is huge
eventually
سرانجام
it will eventually produce a much more complex model
Validation Sets
اعتبار سنجی مجموعه
proportion
تناسب
sufficiently
enough
the algorithm won’t be sufficiently trained
subsets
زیر مجموعه
The dataset is randomly partitioned into K subsets
regression
پسرفت
property
ویژگی
intuition
بینش,
complexity
پیچیدگی
adjust
تنظیم کنید
evaluate
ارزیابی کنید
entities
موجودیت ها
straight
مستقیم
intercept
جدا کردن
slope
شیب
split
دونیم کردن
constantly
به طور مداوم
accuracy
دقت
chunk
تکه
devide it into chunks
batch
دسته
leave out
ترک کردن
row
ردیف
column
ستون
diagonal
قطر
distinguish
تمیز دادن
fraction
کسر
numerator
صورت کسر
informative
حاوی اطلاعات مفید
segment
بخش
precision
دقت
underlying
اصولی یا اساسی
, rather than the underlying relationship between the data points.
misquoted
بد نقل کردن
quote (a person or a piece of written or spoken text) inaccurately
prevent
preventing overfitting