タイトルは正確には「Appendix E」のようです。 https://python-crash-course.pages.dev/appendix/appendixE

「の」の方がよさそうです。

Space junk is often sent back down to earth's surface with the intention of combustion before colliding with the earth's surface. However, particles are released into the air and cause unknown environmental pollution effects. Wood satellites, LignoSat in particular, will incinerate completely and release water vapor and carbon dioxide into earth's air.

The satellite paves the path for sustainability in outer space

Consider using Enable

de que não há exemplo, não há memória; novo, desconhecido.

dc:type:coar ?

Extensão

net 给的是 \(o_k\), 交叉熵损失由 nn.CrossEntropyLoss(reduction='None') 来解决

在PyTorch中，torch.mm(A, B)和A @ B都是用来进行矩阵乘法的。

torch.mm(A, B)是一个函数，它接受两个2D张量（即矩阵）作为输入，并返回它们的矩阵乘积。这个操作遵循矩阵乘法的规则，即A的列数必须等于B的行数。

A @ B是一个运算符，它也是用来进行矩阵乘法的。它的行为与torch.mm(A, B)基本相同，但是它还支持高维张量的乘法。对于高维张量，它会对最后两个维度进行矩阵乘法，其他维度必须匹配或者为1。

例如：

```python import torch

A = torch.tensor([[1, 2], [3, 4]]) B = torch.tensor([[5, 6], [7, 8]])

C = A @ B print(C) # 输出：tensor([[19, 22], [43, 50]]) ```

在这个例子中，A @ B和torch.mm(A, B)的结果是相同的。但是如果A和B是高维张量，那么A @ B可以进行高维矩阵乘法，而torch.mm(A, B)则会报错。

a test post

This first paragraph seems heavy as we contemplate the role and responsibilities teachers have.

This seems really interesting

: Digital Literature in Research and Teaching" (2010) explores how digital literature is changing how we read, write, and teach. The book discusses the impact of technology on storytelling, highlighting how digital tools create interactive and multimedia experiences. It shows how digital literature challenges traditional ideas about authorship and creativity, encouraging new forms of expression. The book also covers the role of digital literature in education, offering insights into how teachers can use it to engage students. Overall, it presents digital literature as a dynamic field that blends technology with traditional literary elements to create innovative works.

训练的抽样数据彼此间有相关性，但是训练数据和测试数据间相关性很弱，违反 iid

不是让模型记住 ID 和 outcome 之间的关系，而是具备预测能力

Good commitments!

类似 Dataframe.apply 函数

nn.init.normal_(m.weight, std=0.01) 是 PyTorch 中的一个函数，用于将权重初始化为正态分布。这个函数会就地（in-place）改变 m.weight 的值。

在这个函数中，m.weight 是一个 nn.Linear 层的权重张量，std=0.01 是正态分布的标准差。函数将 m.weight 中的每个元素初始化为一个随机数，这个随机数来自均值为0、标准差为0.01的正态分布。

这种初始化方法常用于神经网络的权重初始化，因为它可以在训练开始时打破权重的对称性，有助于避免模型陷入不良的局部最优解。

⇔ X = X.reshape((-1, num_inputs))

who is the villain and who is the victim?

20/06 - ЛБ

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From ChatGPT

Specular Reflection: This component represents the mirror-like reflection where incident light rays reflect off the surface at the same angle as the incoming rays. In metallic surfaces, this specular reflection dominates due to the high conductivity of metals, causing most incident light to be immediately reflected.

Diffuse Reflection: Unlike non-metallic surfaces, where diffuse reflection is due to scattering from microscopic surface irregularities, the diffuse component in the Cook-Torrance model for metals often refers to the diffuse-like reflection caused by imperfections or micro-facets on the surface. These imperfections cause light to scatter in various directions rather than reflect perfectly specularly.

Refracted Light and Metals: Metals generally do not transmit light, so there is minimal refraction occurring within the material. Instead of transmitting through the surface, incident light on metals is typically reflected or absorbed due to the material's conductive properties. Therefore, the diffuse component in the Cook-Torrance model for metals does not originate from refracted light within the material but rather from surface imperfections that cause scattering.

这段代码是在进行一些断言检查，以确保训练和测试的结果满足一些预期的条件。

python assert train_loss < 0.5, train_loss 这行代码是检查训练损失（train_loss）是否小于0.5。如果train_loss大于或等于0.5，那么断言就会失败，程序会抛出一个AssertionError异常，并打印出train_loss的值。

python assert train_acc <= 1 and train_acc > 0.7, train_acc 这行代码是检查训练准确率（train_acc）是否在0.7到1之间。如果train_acc小于0.7或大于1，那么断言就会失败，程序会抛出一个AssertionError异常，并打印出train_acc的值。

python assert test_acc <= 1 and test_acc > 0.7, test_acc 这行代码是检查测试准确率（test_acc）是否在0.7到1之间。如果test_acc小于0.7或大于1，那么断言就会失败，程序会抛出一个AssertionError异常，并打印出test_acc的值。

这些断言检查通常用于确保程序的运行结果满足预期。如果某个断言检查失败，那么说明可能存在一些问题，例如模型可能没有正确地训练，或者数据可能存在一些问题。

This sentence is slightly misleading. In their case, the reason interleaving is necessary seems to be because the information is scattered around and separating based on image-text pairs led to more confusing completions whereas a non-restricted sampling led to having better context.

the Azure portal streamlines the process so there is minimal overhead during deployment

les collèges privés favorisés n'ont semble t'il pas voulu participer

sigmoid函数的导数为下面的公式：

$$\frac{d}{dx} \operatorname{sigmoid}(x) = \frac{\exp(-x)}{(1 + \exp(-x))^2} = \operatorname{sigmoid}(x)\left(1-\operatorname{sigmoid}(x)\right).$$

sigmoid函数的导数图像如下所示。 注意，当输入为0时，sigmoid函数的导数达到最大值0.25； 而输入在任一方向上越远离0点时，导数越接近0。

一个常见的需要保留计算图的例子是计算二阶导数（或者叫做Hessian向量积）。在某些优化算法，如牛顿法和共轭梯度法中，需要用到二阶导数。下面是一个简单的例子：

```python import torch

创建一个张量，并设置requires_grad=True使其可以计算梯度

x = torch.tensor([1.0], requires_grad=True)

定义一个函数

y = x ** 3

第一次反向传播，计算一阶导数

y.backward(retain_graph=True)

打印一阶导数

print(x.grad) # 输出：tensor([3.])

因为我们要进行第二次反向传播，所以需要先清零梯度

x.grad.zero_()

第二次反向传播，计算二阶导数

y.backward(retain_graph=True)

打印二阶导数

print(x.grad) # 输出：tensor([6.]) ```

在这个例子中，我们首先定义了一个函数y = x ** 3，然后我们两次调用.backward()方法，第一次计算一阶导数，第二次计算二阶导数。在两次反向传播之间，我们需要调用x.grad.zero_()来清零梯度，因为PyTorch默认会累积梯度，而不是替换梯度。同时，我们需要在调用.backward()方法时设置retain_graph=True，以保留计算图，否则在第二次反向传播时会报错，因为计算图已经被清空。

李沐 按照计算层的数量定义层数

I would replace this with: gender fluidity

replace with: Claude Cahun was an early

I would add a note here with the translation: "noisetuners" or "noise machines"

replace with: Piatti

italics, as it is a foreign word. I don't think it is necessary to capitalize it

replace with: intonarumori

replace with: Russolo's

add full stop after Russolo

italics?

delete space after full stop

Would it be ok to refer to my book here, where I have argued this? See: Laura Scuriatti, Mina Loy's Critical Modernism (Gainesville: University Press of Florida, 2019), pp. 46-60.

italics except for FUTURISM

italics, except for LOVE

italics except for LOVE

italics, except for LOVE (twice)

italics, except NATURE

italics, except FUTURISM

everything in italics except: FUTURISM, LOVE, INMATES, MEN

everything in italics except FUTURISM and LOVE

everything in italics except LOVE

everything in italics except FUTURISM; replace Drags with: drags

draws and forward in italics

italics

italics

replace with: Nature

replace with: inconsummate

delete line break

replace with: have to

replace with: they

replace dash with hyphen

italics

replace with: now?

replace with: proto-poem

replace with: life-blood

replace with: Future

Replace with: A MAN

replace with: A MAN

This isn't in Crangle's edition. if we follow it, this should be deleted

replace with: continuing

replace with: to

italics

replace with: DIANA

replace with: By

replace with: holding

no line break before: tomorrow...

add line break before (turning the first three dots should be next to eyes, not in a new line

replace with: left-hand

replace with: Pass

add line break after full stop

replace hyphen with em-dash

add line break before: No use

delete: up

add line break before Those

no line break between first and dots

replace with: shoulders

replace hyphens with em-dashes

no line break after mud

line break after you....?

replace hyphen with em-dash

replace with: anxiously

replace with: LOONY

replace with: DIANA

the three dots should be next to know

replace hyphen with em-dash

replace with: DIANA

delete: he

line break after the bracket and three dots after pig

replace with: snoozily

replace with: DIANA

replace with: LOONY

replace with: PICKED PEOPLE

replace with: LOONY

indented in Crangle

replace with: DIANA

I would replace "he" with "Loony" to make the sentence clearer and more elegant

replace with: DIANA

replace with: bric-à-brac line should be indented (as in Crangle)

indented in Crangle

no line break between round and numbers

replace with: And

replace with: talk about something!

replace with: warm-footed

replace with: DIANA delete full stop

replace with: to

replace with: back) - the latter is an em-dash

replace with: DIANA's

line break after dots

delete full stop

the dots should be next to submerged

delete endnote

delete endnote

replace with: LOONY's

replace with dash

replace with: DIANA

the dots should be next to caress, not in a new line

Could we add a refence to my book here, where I write about this issue? Also, if we want to keep our initials for the notes, this would end with: (LS). The reference to my book is: See L. Scuriatti, Mina Loy's Critical Modernism (Gainesville: University of Florida Press, 2019), pp. 113-116.

add space. It should read: museums and

replace "souls to" with: soul's

replace with: china

replace "his" with: the

replace with: anticipate

replace "for autumn" with: for the autumn

replace with: "Has to have"

replace with: DIANA

replace with: Futurism

Replace with HOUSELESS LOONY

replace with LADY DIANA

no line break

italics

There does not seem to be a line break in Crangle's edition, but it is not clear. Is there a break in The Dial?

delete full stop

replace with FRIENDS

dots should be next to "you", and not in a new line

the three dots should not be on a new line, but next to frost

it should read "into the Arabic" - although it sounds wrong. Either we correct it and add [sic], or insert an excision sign to show that we have intervened onto the text

delete full stop

Italics. "With" should be "with"

italics

italics

delete "his"

delete commas. It should read: Ossy you know

Résumé de la vidéo [00:00:03][^1^][1] - [00:03:49][^2^][2]:

Cette vidéo présente un entretien pour un poste de directeur des opérations, qui s'avère être le rôle d'une mère. Les candidats réagissent à la description du poste, qui exige une disponibilité constante, aucune pause, et une multitude de compétences, sans salaire. La révélation que des milliards de personnes, les mères, occupent déjà ce poste, suscite admiration et gratitude.

Points forts: + [00:00:24][^3^][3] Description du poste * Intitulé : Directeur des opérations * Exige une grande mobilité et endurance * Travail debout et activité constante + [00:01:02][^4^][4] Horaires exigeants * 135 heures par semaine, potentiellement 24/7 * Pas de pauses, même pour manger * Nécessite d'excellentes compétences en négociation et relationnelles + [00:01:57][^5^][5] Sacrifices personnels * Pas de vie personnelle, pas de vacances * Charge de travail accrue pendant les fêtes * Attitude positive exigée en tout temps + [00:02:34][^6^][6] Aucune rémunération * Le poste ne prévoit aucun salaire * Réaction de surprise et d'incrédulité des candidats * Révélation que le poste est celui d'une mère

Résumé de la vidéo [00:02:40][^1^][1] - [00:03:49][^2^][2]:

La vidéo présente un entretien pour un poste de directeur des opérations, qui s'avère être une métaphore pour le rôle d'une mère. Les candidats sont choqués par les exigences extrêmes du poste, qui incluent une disponibilité 24/7, aucune pause, et des compétences dans divers domaines, le tout sans salaire. La révélation que des milliards de personnes, les mères, occupent déjà ce poste, suscite admiration et gratitude.

Points forts: + [00:02:40][^3^][3] Les exigences du poste * Disponibilité constante, sans pauses * Compétences en médecine, finance, et arts culinaires * Capacité à travailler dans un environnement chaotique + [00:03:01][^4^][4] La révélation sur le poste * Le poste est une métaphore pour le rôle de mère * Les mères rencontrent toutes les exigences sans salaire * Éveil de la reconnaissance pour le travail des mères + [00:03:15][^5^][5] Réactions émotionnelles * Les candidats expriment leur admiration pour les mères * Réflexion sur l'appréciation de leurs propres mères * Les mères sont célébrées pour leur dévouement inconditionnel

eLife assessment

This work identifies the molecular function of an orphan human transporter, SLC35G1, providing convincing but somewhat incomplete evidence that this protein is involved in intestinal citrate absorption. This work provides important insight into transporter function and human physiology.

A policy decision about how often we may have to go to the page allocator.

computes a several values for the allocator based on the size and flags of the allocator being created.

Depending on the CONFIG_SLUB_TINY should ther be an active slab for each CPU?

calculate the order (power of two number of pages) that each slab in this allocator should have.

eLife assessment

This is a valuable study on the diffusion rates of drug molecules in human-derived cells, highlighting that their diffusion behavior depends on their charged state. It proposes that blocking drug protonation enhances diffusion and fractional recovery, suggesting improved intracellular availability of weakly basic drugs. The correlation between pKa and intracellular diffusion is solid and well-supported, but the study would benefit from a more rigorous statistical treatment and a balanced comparison across different types of compounds. Despite these limitations, the findings are significant for drug design and understanding the biophysical behavior of small molecules in cells.

eLife assessment

This useful study draws on published single-cell and spatial transcriptomic data of colon cancer liver metastasis to clarify the pro- and anti-tumorigenic properties of NK cells. The authors discover increased GZMK+ resting NK cells in the tumor tissue and reduced abundance of KIR2DL4+ activated NK cells. However, the evidence is currently incomplete, as the models used to validate the hypothesis and claims are inadequate and lack necessary controls.

Congratulations, Arc motherfuckers with iPads: they finally... pushed the maximize button or whatever.

High level membership description

delete

put a testimonial in this container

Change to high level membership description higher up

Differentiator - add container above about why this approach works

layout as columns?

move featured in banner

delete

lay out differently

proven system - banner

if

to what?

in banner

delete

a "magic" formula for computing the amount of memory per zone.

XD this sounds fun

Such is the risk of limiting beliefs.

"He who looks for external validation is not properly grounded in life." -- Marcus Aurelius (20 June 2024 future edit, this must be Epictetus)

In other words, do not care about what others think... Heed their advice, take it into account, but ultimately you must make the decision yourself.

YAML is not generally considered easily editable by humans

DataCite is not a data repository.

doing something that is different from what people consider to be normal or acceptable

doing something that is different from what people consider to be normal or acceptable

AIM for Climate Investments

PREPARE and VACS: $50 million announced at COP28

Agriculture Innovation Mission AIM for Climate

PREPARE and the Vision for Adapted Crops and Soils multi-donor funding platform

delete

and frustrated?

Banner

Pain point in container 1

Hyperlink

Love this!

delete

Plus