SlideShare a Scribd company logo
1 of 273
Download to read offline
Copyright of every illustration belongs to
Sydney Padua.
Hooray for her great book, The Thrilling
Adventures of Lovelace and Babbage.
Her book gave me the insight to organize all
these contents, so hooray on that too.
Copyright of every illustration belongs to
Sydney Padua.
Hooray for her great book, The Thrilling
Adventures of Lovelace and Babbage.
Her book gave me the insight to organize all
these contents, so hooray on that too.
Augusta Ada King, Countess of Lovelace
1815~1852
Augusta Ada King, Countess of Lovelace
1815~1852
Augusta Ada King, Countess of Lovelace
1815~1852
George Gordon Byron
1788~1824
“Byronmania”
The Bishop of Old Patras Germanos Blesses the Flag of Revolution
by Theodoros Vryzakis (1788~1824)
The Bishop of Old Patras Germanos Blesses the Flag of Revolution
by Theodoros Vryzakis (1788~1824)
Anne Isabella Noel Byron
1792~1860
Anne Isabella Noel Byron
1792~1860
Anne Isabella Noel Byron
1792~1860
Anne Isabella Noel Byron
1792~1860
“The princess of parallelograms.”
“The princess of parallelograms.”
“The princess of parallelograms.”
Augusta Ada King, Countess of Lovelace
(When she was 4)
Augusta Ada King, Countess of Lovelace
(When she was 4)
Augusta Ada King, Countess of Lovelace
(When she was 4)
Augusta Ada King, Countess of Lovelace
(When she was 4)
Augusta Ada King, Countess of Lovelace
(When she was 4)
Augusta Ada King, Countess of Lovelace
(When she was 4)
Mary Somerville
1780~1872
Mary Somerville
1780~1872
“The Queen of
Nineteenth-Century Science.”
Mary Somerville
1780~1872
Mary Somerville
1780~1872
Mary Somerville
1780~1872
Mary Somerville
1780~1872
Caroline Herschel
1750~1848
John Stuart Mill
1806~1873
John Stuart Mill
1806~1873
Mary Somerville
1780~1872
Augustus De Morgan
1806~1871
Lovelace’s sketch with De Morgan’s comments
“The potential to be an
original mathematical investigator,”
“The potential to be an
original mathematical investigator,”
George Boole
1815~1864
Charles Babbage
1791~1871
Charles Babbage
1791~1871
Charles Babbage
1791~1871
Charles Babbage
1791~1871
Charles Babbage
1791~1871
Michael Faraday
1791~1867
Charles Darwin
1809~1882
Alfred, Lord Tennyson
1809~1892
Alfred, Lord Tennyson
1809~1892
Charles Dickens
1812~1870
Florence Nightingale
1820~1910
Florence Nightingale
1820~1910
Difference Engine
Difference Engine
Newton's method of divided differences
Newton's method of divided differences
Newton's method of divided differences
“Degree decreasing when using divided differences”
𝒏 (𝒙 + 𝟏) 𝒏−𝒙 𝒏
1 𝑥 + 1 − 𝑥 = 1
2 (𝑥 + 1)2
−𝑥2
= 2𝑥 + 1
3 (𝑥 + 1)3−𝑥3 = 3𝑥2 + 3𝑥 + 1
︙ ︙
“Degree decreasing when using divided differences”
𝒏 (𝒙 + 𝟏) 𝒏−𝒙 𝒏
1 𝑥 + 1 − 𝑥 = 1
2 (𝑥 + 1)2
−𝑥2
= 2𝑥 + 1
3 (𝑥 + 1)3−𝑥3 = 3𝑥2 + 3𝑥 + 1
︙ ︙
“Degree decreasing when using divided differences”
𝒏 (𝒙 + 𝟏) 𝒏−𝒙 𝒏
1 𝑥 + 1 − 𝑥 = 1
2 (𝑥 + 1)2
−𝑥2
= 2𝑥 + 1
3 (𝑥 + 1)3−𝑥3 = 3𝑥2 + 3𝑥 + 1
︙ ︙
“Degree decreasing when using divided differences”
𝒏 (𝒙 + 𝟏) 𝒏−𝒙 𝒏
1 𝑥 + 1 − 𝑥 = 1
2 (𝑥 + 1)2
−𝑥2
= 2𝑥 + 1
3 (𝑥 + 1)3−𝑥3 = 3𝑥2 + 3𝑥 + 1
︙ ︙
“Degree decreasing when using divided differences”
𝒏 (𝒙 + 𝟏) 𝒏−𝒙 𝒏
1 𝑥 + 1 − 𝑥 = 1
2 (𝑥 + 1)2
−𝑥2
= 2𝑥 + 1
3 (𝑥 + 1)3−𝑥3 = 3𝑥2 + 3𝑥 + 1
︙ ︙
Difference Engine
Difference Engine
Difference Engine
Plan Diagram of the Analytical Engine
Plan Diagram of the Analytical Engine
Plan Diagram of the Analytical Engine
Plan Diagram of the Analytical Engine
Luigi Federico Menabrea
1809~1896
Luigi Federico Menabrea
1809~1896
Sir Charles Wheatstone
1802~1875
Sir Charles Wheatstone
1802~1875
Sir Charles Wheatstone
1802~1875
“Whenever any result is sought by its aid,
the question will then arise —
By what course of calculation
can these results be arrived at
by the machine
in the shortest time?”
“Whenever any result is sought by its aid,
the question will then arise —
By what course of calculation
can these results be arrived at
by the machine
in the shortest time?”
“Whenever any result is sought by its aid,
the question will then arise —
By what course of calculation
can these results be arrived at
by the machine
in the shortest time?”
“Whenever any result is sought by its aid,
the question will then arise —
By what course of calculation
can these results be arrived at
by the machine
in the shortest time?”
Every function can be calculated when
continued ad infinitum.
Operation is any process which alters the
mutual relation of two or more things.
Operations are homogeneous, but distributed
amongst different subjects of operation.
By what course of calculation can those results
be arrived in the shortest time?
Every function can be calculated when
continued ad infinitum.
Operation is any process which alters the
mutual relation of two or more things.
Operations are homogeneous, but distributed
amongst different subjects of operation.
By what course of calculation can those results
be arrived in the shortest time?
Every function can be calculated when
continued ad infinitum.
Operation is any process which alters the
mutual relation of two or more things.
Operations are homogeneous, but distributed
amongst different subjects of operation.
By what course of calculation can those results
be arrived in the shortest time?
Every function can be calculated when
continued ad infinitum.
Operation is any process which alters the
mutual relation of two or more things.
Operations are homogeneous, but distributed
amongst different subjects of operation.
By what course of calculation can those results
be arrived in the shortest time?
Every function can be calculated when
continued ad infinitum.
Operation is any process which alters the
mutual relation of two or more things.
Operations are homogeneous, but distributed
amongst different subjects of operation.
By what course of calculation can those results
be arrived in the shortest time?
Augustus De Morgan
1806~1871
Augustus De Morgan
1806~1871
Augustus De Morgan
1806~1871
De Morgan’s Laws
𝐴 ∪ 𝐵 = ҧ𝐴 ∩ ത𝐵
𝐴 ∩ 𝐵 = ҧ𝐴 ∪ ത𝐵
¬ 𝑃⋁𝑄 = ¬𝑃⋀¬𝑄
¬ 𝑃⋀𝑄 = ¬𝑃⋁¬𝑄
Set Theory Formal Language
De Morgan’s Laws
𝐴 ∪ 𝐵 = ҧ𝐴 ∩ ത𝐵
𝐴 ∩ 𝐵 = ҧ𝐴 ∪ ത𝐵
¬ 𝑃⋁𝑄 = ¬𝑃⋀¬𝑄
¬ 𝑃⋀𝑄 = ¬𝑃⋁¬𝑄
Set Theory Formal Language
George Boole
1815~1864
Boole's House and School
3 Pottergate in Lincoln
Boole's House and School
3 Pottergate in Lincoln
Boole's House and School
3 Pottergate in Lincoln
George Boole
1815~1864
Gottfried Wilhelm Leibniz
1646~1716
Sir William Rowan Hamilton
1805~1865
Sir William Rowan Hamilton
1805~1865
Sir William Rowan Hamilton
1805~1865
Sir William Rowan Hamilton
1805~1865
Joseph Hill’s letter (1851)
Recalling the meeting of Boole and Babbage
Joseph Hill’s letter (1851)
Recalling the meeting of Boole and Babbage
As Boole had discovered that means of reasoning
might be conducted by a mathematical process,
and Babbage had invented a machine
for the performance of mathematical work,
the two great men together seemed to have
taken steps towards the construction of
that great prodigy a Thinking Machine.
Joseph Hill’s letter (1851)
Recalling the meeting of Boole and Babbage
As Boole had discovered that means of reasoning
might be conducted by a mathematical process,
and Babbage had invented a machine
for the performance of mathematical work,
the two great men together seemed to have
taken steps towards the construction of
that great prodigy a Thinking Machine.
Joseph Hill’s letter (1851)
Recalling the meeting of Boole and Babbage
As Boole had discovered that means of reasoning
might be conducted by a mathematical process,
and Babbage had invented a machine
for the performance of mathematical work,
the two great men together seemed to have
taken steps towards the construction of
that great prodigy a Thinking Machine.
Joseph Hill’s letter (1851)
Recalling the meeting of Boole and Babbage
As Boole had discovered that means of reasoning
might be conducted by a mathematical process,
and Babbage had invented a machine
for the performance of mathematical work,
the two great men together seemed to have
taken steps towards the construction of
that great prodigy a Thinking Machine.
Claude Shannon
1916~2001
Claude Shannon
1916~2001
“… it just happened that
no one else was familiar
with both fields at the same time.”
“… it just happened that
no one else was familiar
with both fields at the same time.”
Switch representation
of AND, OR and NOT function
Switch representation
of AND, OR and NOT function
Switch representation
of AND, OR and NOT function
Howard Hathaway Aiken
1900~1973
Harvard Mark I
Harvard Mark I
Harvard Mark I
“… felt like Babbage was addressing
me personally from the past.”
“… felt like Babbage was addressing
me personally from the past.”
Harvard Architecture
Harvard Architecture
Grace Hopper
1906~1992
Grace Hopper
1906~1992
First computer bug while working on Mark II (1947)
First computer bug while working on Mark II (1947)
First computer bug while working on Mark II (1947)
John von Neumann
1903~1957
John von Neumann
1903~1957
John von Neumann
1903~1957
Von Neumann Architecture Harvard Architecture
One memory simplifies design. But
one bus acts as a bottleneck.
Two buses are expensive. Control
unit is tricky to develop.
One unified cache. Two separate cache.
Freedom to organize memory.
But could be error prone.
Free data memory not utilized.
H/W accelerated parallel execution
impossible. Only simulated by S/W.
Parallel access to data and
instruction.
Von Neumann Architecture Harvard Architecture
One memory simplifies design. But
one bus acts as a bottleneck.
Two buses are expensive. Control
unit is tricky to develop.
One unified cache. Two separate cache.
Freedom to organize memory.
But could be error prone.
Free data memory not utilized.
H/W accelerated parallel execution
impossible. Only simulated by S/W.
Parallel access to data and
instruction.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Boolean algebra gives operations of reasoning in
the symbolical language of calculus.
Prepositions are variables.
Yes/No in Boolean logic is now 1/0 in circuitry.
Variables are just signals before we chose to
look at it as variables.
Claude Shannon
1916~2001
“The fundamental problem of
communication is that of
reproducing at one point from a
message selected at another point.”
𝑁 bits can
represent 2 𝑁
numbers.
=
𝐶 number of data can be
represented by log2 𝐶 bits.
𝑁 bits can
represent 2 𝑁
numbers.
=
𝐶 number of data can be
represented by log2 𝐶 bits.
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
Shannon entropy for a biased coin
“Entropy is the average rate
at which information is produced
by a stochastic source of data.”
“Entropy is the average rate
at which information is produced
by a stochastic source of data.”
“Lower uniform probability means
more bits needed,
so more information.”
“Lower uniform probability means
more bits needed,
so more information.”
“Lower uniform probability means
more bits needed,
so more information.”
“Lower uniform probability means
more bits needed,
so more information.”
John von Neumann
1903~1957
“You should call it entropy, for two reasons.
In the first place your uncertainty function
has been used in statistical mechanics under that name,
so it already has a name.
In the second place, and more important,
nobody knows what entropy really is,
so in a debate you will always have the advantage.”
“You should call it entropy, for two reasons.
In the first place your uncertainty function
has been used in statistical mechanics under that name,
so it already has a name.
In the second place, and more important,
nobody knows what entropy really is,
so in a debate you will always have the advantage.”
“You should call it entropy, for two reasons.
In the first place your uncertainty function
has been used in statistical mechanics under that name,
so it already has a name.
In the second place, and more important,
nobody knows what entropy really is,
so in a debate you will always have the advantage.”
“You should call it entropy, for two reasons.
In the first place your uncertainty function
has been used in statistical mechanics under that name,
so it already has a name.
In the second place, and more important,
nobody knows what entropy really is,
so in a debate you will always have the advantage.”
The 2nd Law of Thermodynamics
Total entropy of an isolated system
can never decrease over time.
The 2nd Law of Thermodynamics
Total entropy of an isolated system
can never decrease over time.
The 2nd Law of Thermodynamics
Total entropy of an isolated system
can never decrease over time.
The 2nd Law of Thermodynamics
Total entropy of an isolated system
can never decrease over time.
Ludwig Boltzmann
1844~1906
Ludwig Boltzmann
1844~1906
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
Entropy of Gases
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
𝐻 𝑦, ො𝑦 = ෍
𝑖
𝑦𝑖 log
1
ෝ𝑦𝑖
= − ෍
𝑖
𝑦𝑖 log ෝ𝑦𝑖
Cross Entropy
Encoding the i-th symbol wrongly with log ෝ𝑦𝑖 bits.
Therefore always larger than entropy.
KL Divergence
Number of extra bits needed if wrongly encoded.
Minimizing KL divergence is same with minimizing cross entropy.
𝐾𝐿(𝑦| ො𝑦 = 𝐻 𝑦, ො𝑦 − 𝐻(𝑦, 𝑦) = ෍
𝑖
𝑦𝑖 log
𝑦𝑖
ෝ𝑦𝑖
KL Divergence
Number of extra bits needed if wrongly encoded.
Minimizing KL divergence is same with minimizing cross entropy.
𝐾𝐿(𝑦| ො𝑦 = 𝐻 𝑦, ො𝑦 − 𝐻(𝑦, 𝑦) = ෍
𝑖
𝑦𝑖 log
𝑦𝑖
ෝ𝑦𝑖
KL Divergence
Number of extra bits needed if wrongly encoded.
Minimizing KL divergence is same with minimizing cross entropy.
𝐾𝐿(𝑦| ො𝑦 = 𝐻 𝑦, ො𝑦 − 𝐻(𝑦, 𝑦) = ෍
𝑖
𝑦𝑖 log
𝑦𝑖
ෝ𝑦𝑖
KL Divergence
Number of extra bits needed if wrongly encoded.
Minimizing KL divergence is same with minimizing cross entropy.
𝐾𝐿(𝑦| ො𝑦 = 𝐻 𝑦, ො𝑦 − 𝐻(𝑦, 𝑦) = ෍
𝑖
𝑦𝑖 log
𝑦𝑖
ෝ𝑦𝑖
KL Divergence
Number of extra bits needed if wrongly encoded.
Minimizing KL divergence is same with minimizing cross entropy.
𝐾𝐿(𝑦| ො𝑦 = 𝐻 𝑦, ො𝑦 − 𝐻(𝑦, 𝑦) = ෍
𝑖
𝑦𝑖 log
𝑦𝑖
ෝ𝑦𝑖
“Entropy is the average rate
at which information is produced
by a stochastic source of data.”
“Entropy is the average rate
at which information is produced
by a stochastic source of data.”
“Entropy is the average rate
at which information is produced
by a stochastic source of data.”
Everything is information.
Everything is information.
Entropy is the average rate at which
information is produced by a stochastic
source of data.
Basically, everything is information.
We are the one who is operating it.
Entropy is the average rate at which
information is produced by a stochastic
source of data.
Basically, everything is information.
We are the one who is operating it.
Entropy is the average rate at which
information is produced by a stochastic
source of data.
Basically, everything is information.
We are the one who is operating it.
Entropy is the average rate at which
information is produced by a stochastic
source of data.
Basically, everything is information.
We are the one who is operating it.
Entropy is the average rate at which
information is produced by a stochastic
source of data.
Basically, everything is information.
We are the one who is operating it.
Entropy is the average rate at which
information is produced by a stochastic
source of data.
Basically, everything is information.
We are the one who is operating it.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Gödel's theorem and Systems of Logic Based on Ordinals.
Turing machine and Halting problem.
Church-Turing Conjecture and Lambda Calculus.
“Lady Lovelace’s Objection” and Turing test.
Will you give me
poetical philosophy, poetical science?
Will you give me
poetical philosophy, poetical science?
Will you give me
poetical philosophy, poetical science?

More Related Content

More from Kwanghee Choi

div, grad, curl, and all that - a review
div, grad, curl, and all that - a reviewdiv, grad, curl, and all that - a review
div, grad, curl, and all that - a reviewKwanghee Choi
 
Neural Architecture Search: Learning How to Learn
Neural Architecture Search: Learning How to LearnNeural Architecture Search: Learning How to Learn
Neural Architecture Search: Learning How to LearnKwanghee Choi
 
Duality between OOP and RL
Duality between OOP and RLDuality between OOP and RL
Duality between OOP and RLKwanghee Choi
 
Bandit algorithms for website optimization - A summary
Bandit algorithms for website optimization - A summaryBandit algorithms for website optimization - A summary
Bandit algorithms for website optimization - A summaryKwanghee Choi
 
Dummy log generation using poisson sampling
 Dummy log generation using poisson sampling Dummy log generation using poisson sampling
Dummy log generation using poisson samplingKwanghee Choi
 
Azure functions: Quickstart
Azure functions: QuickstartAzure functions: Quickstart
Azure functions: QuickstartKwanghee Choi
 
Modern convolutional object detectors
Modern convolutional object detectorsModern convolutional object detectors
Modern convolutional object detectorsKwanghee Choi
 
Usage of Moving Average
Usage of Moving AverageUsage of Moving Average
Usage of Moving AverageKwanghee Choi
 
Jpl coding standard for the c programming language
Jpl coding standard for the c programming languageJpl coding standard for the c programming language
Jpl coding standard for the c programming languageKwanghee Choi
 

More from Kwanghee Choi (11)

div, grad, curl, and all that - a review
div, grad, curl, and all that - a reviewdiv, grad, curl, and all that - a review
div, grad, curl, and all that - a review
 
Gaussian processes
Gaussian processesGaussian processes
Gaussian processes
 
Neural Architecture Search: Learning How to Learn
Neural Architecture Search: Learning How to LearnNeural Architecture Search: Learning How to Learn
Neural Architecture Search: Learning How to Learn
 
Duality between OOP and RL
Duality between OOP and RLDuality between OOP and RL
Duality between OOP and RL
 
JFEF encoding
JFEF encodingJFEF encoding
JFEF encoding
 
Bandit algorithms for website optimization - A summary
Bandit algorithms for website optimization - A summaryBandit algorithms for website optimization - A summary
Bandit algorithms for website optimization - A summary
 
Dummy log generation using poisson sampling
 Dummy log generation using poisson sampling Dummy log generation using poisson sampling
Dummy log generation using poisson sampling
 
Azure functions: Quickstart
Azure functions: QuickstartAzure functions: Quickstart
Azure functions: Quickstart
 
Modern convolutional object detectors
Modern convolutional object detectorsModern convolutional object detectors
Modern convolutional object detectors
 
Usage of Moving Average
Usage of Moving AverageUsage of Moving Average
Usage of Moving Average
 
Jpl coding standard for the c programming language
Jpl coding standard for the c programming languageJpl coding standard for the c programming language
Jpl coding standard for the c programming language
 

Recently uploaded

Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubaikojalkojal131
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjurptikerjasaptiker
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...nirzagarg
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxchadhar227
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...Elaine Werffeli
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制vexqp
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1ranjankumarbehera14
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........EfruzAsilolu
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制vexqp
 
怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制
怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制
怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制vexqp
 
Harnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxHarnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxParas Gupta
 
Data Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdfData Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdftheeltifs
 
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...gajnagarg
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样wsppdmt
 

Recently uploaded (20)

Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubai
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptx
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
 
Abortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get CytotecAbortion pills in Jeddah | +966572737505 | Get Cytotec
Abortion pills in Jeddah | +966572737505 | Get Cytotec
 
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Purnia [ 7014168258 ] Call Me For Genuine Models We...
 
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
SAC 25 Final National, Regional & Local Angel Group Investing Insights 2024 0...
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
 
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
怎样办理圣地亚哥州立大学毕业证(SDSU毕业证书)成绩单学校原版复制
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........Switzerland Constitution 2002.pdf.........
Switzerland Constitution 2002.pdf.........
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
 
怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制
怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制
怎样办理圣路易斯大学毕业证(SLU毕业证书)成绩单学校原版复制
 
Harnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxHarnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptx
 
Data Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdfData Analyst Tasks to do the internship.pdf
Data Analyst Tasks to do the internship.pdf
 
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
Top profile Call Girls In Vadodara [ 7014168258 ] Call Me For Genuine Models ...
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
 

Teachings of Ada Lovelace