![[ИАД, осень 2025] Методы глубокого обучения. Занятие 2: Optimization, Regularization](https://i.ytimg.com/vi/ISBiQuQoWdE/sddefault.jpg)
[ИАД, осень 2025] Методы глубокого обучения. Занятие 2: Optimization, Regularization
[IAD, Fall 2025] Deep Learning Methods. Lecture 2: Optimization, Regularization
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Tuit catalog
Synthesis notes of video analyses, assessed and condensed, in French and English.
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42 domains
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1899
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1215
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968
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232
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104
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959
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24
VSC
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145
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946
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267
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159
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82
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84
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139
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Alternative and renewable energy sources and technology
180
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Alzheimer’s, dementia, Parkinson’s disease and other neurodegenerative diseases
68
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52
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36
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24
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20
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46
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36
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43
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31
AM
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36
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53
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2290
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22
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20
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492
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998
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116
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919
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122
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75
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20
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71
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34
TRPS
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22
KFFK
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23
THYB
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205
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Bayesian inference
32
PSB
Biochemistry
313
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Biodiversity
37
PSAD
Bioethics
40
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85
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20
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26
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Biography: science, technology and medicine
84
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40
PS
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30
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24
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30
TCB
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63
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35
TNKE
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21
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59
KJJ
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43
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21
KJD
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52
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60
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44
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66
MJD
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38
JNR
Careers guidance
40
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23
PSF
Cellular biology (cytology)
135
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68
PN
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29
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26
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32
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33
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23
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197
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236
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40
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25
UTC
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35
GPJ
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42
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142
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252
GTK
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40
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20
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55
GTC
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36
TJK
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42
DSM
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23
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29
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60
PSAX
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110
KNTV
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238
UXT
Computer applications in industry and technology
20
UYF
Computer architecture and logic design
126
URH
Computer fraud and hacking
297
AKLF
Computer game art
20
UDX
Computer games
665
UGG
Computer games design
249
UK
Computer hardware
88
UYM
Computer modelling and simulation
23
UT
Computer networking and communications
27
UY
Computer science
72
UR
Computer security
772
URJ
Computer viruses, Trojans and worms
32
UYQV
Computer vision
122
PHFC
Condensed matter physics (liquid state and solid state physics)
141
RNKH
Conservation of wildlife and habitats
32
JBGX
Conspiracy theories
55
LNDX
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32
VFJB3
Coping with
21
KFFH
Corporate finance
32
JPZ
Corruption in politics, government and society
33
PGK
Cosmology and the universe
1057
CBV
Creative writing and creative writing guides
22
JKVF
Criminal investigation and detection
43
URY
Data encryption
20
GPH
Data science and analysis
41
UN
Databases
20
GTS
Decolonisation of knowledge
50
KCM
Development economics and emerging economies
67
GTP
Development studies
44
PSC
Developmental biology
41
MBNH3
Dietetics and nutrition
30
PBMP
Differential and Riemannian geometry
42
PBKJ
Differential calculus and equations
98
UBJ
Digital and information technologies: social and ethical aspects
1302
UB
Digital and Information technology: general topics
66
UXA
Digital Humanities
50
UD
Digital Lifestyle and online world: consumer and user guides
34
KCVM
Digital or internet economics
68
WNA
Dinosaurs and the prehistoric world: general interest
73
JPSD
Diplomacy
38
JBFM
Disability: social aspects
27
JBCT5
Disinformation and misinformation
77
KJDD
Disruptive innovation
29
ATFR
Documentary films
23
RNFD
Drought and water supply
26
PHDT
Dynamics and statics
82
QDHC
East Asian and Indian philosophy
30
PSAF
Ecological science, the Biosphere
53
KCX
Economic and financial crises and disasters
44
KCA
Economic theory and philosophy
35
KC
Economics
22
JN
Education
28
JNDH
Education: examinations and assessment
31
JNK
Educational administration and organization
21
JNV
Educational equipment and technology, computer-aided learning (CAL)
78
JNC
Educational psychology
30
JNF
Educational strategies and policy
30
JPHF
Elections and referenda
50
TRV
Electric vehicles
101
THR
Electrical engineering
77
KNBL
Electrical power generation and distribution industries
282
PHK
Electricity, electromagnetism and magnetism
280
TJFD
Electronic devices and materials
259
TJFC
Electronics: circuits and components
190
PHDB
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38
VSPQ
Emotions and emotional intelligence
30
MJG
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24
PHDY
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26
LNCR
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39
THYC
Energy efficiency
70
KNB
Energy industries and utilities
227
RNFY
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56
THY
Energy, power generation, distribution and storage
391
TGMB
Engineering thermodynamics
25
TBC
Engineering: general
23
TGMF
Engineering: Mechanics of fluids
23
TGMD
Engineering: Mechanics of solids
24
UFL
Enterprise software
61
KJH
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207
KCVG
Environmental economics
110
MBNH2
Environmental factors
51
RND
Environmental policy and protocols
207
RNA
Environmentalist thought and ideology
81
MBNS
Epidemiology and Medical statistics
127
SXE
eSports
25
QDTQ
Ethics and moral philosophy
54
PSVP
Ethology and animal behaviour
42
PBMH
Euclidean geometry
44
NHD
European history
27
PSAJ
Evolution
179
PSXE
Evolutionary anthropology
92
UYQE
Expert systems
27
JPFQ
Far-right political ideologies and movements
21
ATFG
Film guides and reviews
111
ATFA
Film history, theory or criticism
46
ATFN
Film: styles and genres
342
KFF
Finance and the finance industry
37
KFFF
Financial technology (fintech)
36
RNFF
Food security and supply
38
PBKF
Functional analysis and transforms
32
PGM
Galaxies and stars
347
UMK
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48
JBSF
Gender studies, gender groups
27
JBSF1
Gender studies: women and girls
103
MKZV
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41
GTZ
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36
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2672
TCBG
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51
PSAK
Genetics (non-medical)
658
RBG
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28
PBM
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22
PHVG
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41
JPSL
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329
THVG
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37
PHDV
Gravity
34
KFFS
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60
PBG
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105
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23
MBP
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39
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24
VFMD
Health: Diets and nutrition
24
TNKH
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25
MJJ
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40
JNM
Higher education, tertiary education
250
MFCH
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20
RBGF
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51
NHAH
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35
NH
History
41
AGA
History of art
40
UBB
History of Computing, digital and information technologies
57
TBX
History of engineering and technology
33
JBCC9
History of ideas
20
PBX
History of mathematics
43
NHQ
History of other geographical groupings and regions or specific cultures
27
PDX
History of science
165
KJZ
History of specific companies
41
NHK
History of the Americas
56
NHT
History: specific events and topics
29
JBFD
Housing and homelessness
22
PSX
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27
JPVH
Human rights, civil rights
47
THD
Hydrogen technologies
63
THVH
Hydropower
25
TTBM
Imaging systems and technology
26
MJCM
Immunology
102
PDR
Impact of science and technology on society
128
AMB
Individual architects and architectural firms
33
AGB
Individual artists, art monographs
35
ATFB
Individual film directors, film-makers
31
PDG
Industrial applications of scientific research and technological innovation
55
MJCJ
Infectious and contagious diseases
55
KNTX
Information technology industries
420
JWD
Information warfare
32
PSVA2
Insects (entomology)
23
GTV
Institutions and learned societies: general
34
PBKL
Integral calculus and equations
29
GT
Interdisciplinary studies
22
KCL
International economics
21
JPSN
International institutions
28
JPS
International relations
25
KCLT
International trade and commerce
55
ATN
Internet and digital media: arts and performance
53
UDB
Internet guides and online services
36
UBW
Internet: general works
43
JMHC
Interpersonal communication and skills
32
DNPB
Interviews
47
TBY
Inventions and inventors
22
KFFM
Investment and securities
153
KJMV3
IT and information systems management
42
VSCB
Job hunting
29
KCF
Labour
101
PHJL
Laser physics
50
TTBL
Laser technology and holography
22
PSA
Life sciences: general issues
23
ULJL
Linux
23
DSRC
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37
DSBB
Literary studies: ancient, classical and medieval
24
DSK
Literary studies: fiction, novelists and prose writers
77
DSB
Literary studies: general
26
DSC
Literary studies: poetry and poets
50
DSA
Literary theory
30
UYQM
Machine learning
1203
UKPM
Macintosh
22
KCB
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23
KJMB
Management: leadership and motivation
72
PSPM
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24
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34
TGM
Materials science
55
MKCM
Materno-foetal medicine
41
PHU
Mathematical
181
PBCD
Mathematical logic
114
PBWH
Mathematical modelling
54
UYA
Mathematical theory of computation
259
PB
Mathematics
173
MFKH3
Maturation and ageing
79
JBCT
Media studies
26
JBCT1
Media studies: internet, digital media and society
72
JBCT4
Media studies: journalism
90
MBPM
Medical administration and management
23
MBF
Medical and health informatics
67
MFN
Medical genetics
182
MKS
Medical imaging
21
MBGL
Medical laboratory testing and techniques
21
PHVD
Medical physics
20
MBGR
Medical research
61
MB
Medicine
26
RBPM
Meteorology
39
PSG
Microbiology (non-medical)
67
JBFH
Migration, immigration and emigration
34
JWK
Military and defence strategy
48
NHWR9
Military history: post-WW2 conflicts
20
VSPD
Mindfulness
21
TTU
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22
UMS
Mobile and handheld device programming
24
TJKT1
Mobile phone technology
26
UDT
Mobile phones and smartphones: consumer
61
PSD
Molecular biology
185
KCBM
Monetary economics
83
JNAM
Moral and social purpose of education
27
WGCB
Motor cars: general interest
27
GLZ
Museology and heritage studies
55
TBN
Nanotechnology
34
UYX
Natural computing
910
RNR
Natural disasters
27
UYQL
Natural language and machine translation
158
WN
Nature and the natural world: general interest
47
UTN
Network security
63
UTP
Networking standards and protocols
27
UYQN
Neural networks and fuzzy systems
471
MKJ
Neurology and clinical neurophysiology
59
PSAN
Neurosciences
128
KNTP2
News media and journalism
25
PNRL
Nuclear chemistry, photochemistry and radiation
27
RNQ
Nuclear issues
31
MKR
Nuclear medicine
66
PHN
Nuclear physics
115
THK
Nuclear power and engineering
222
PBH
Number theory
192
PBKS
Numerical analysis
41
MQC
Nursing
24
MQCA
Nursing fundamentals and skills
39
RBKC
Oceanography (seas and oceans)
60
MJCL
Oncology
134
KJSG
Online marketing
38
MJQ
Ophthalmology
22
PHJ
Optical physics
179
PBU
Optimization
33
TTMW
Ordnance, weapons technology
22
PNN
Organic chemistry
67
RBX
Palaeontology
103
MKB
Palliative medicine
37
UYFP
Parallel processing
27
PHP
Particle and high-energy physics
148
GTU
Peace studies and conflict resolution
42
MBNH
Personal and public health
23
UKP
Personal computers
28
VSB
Personal finance
57
UDA
Personal organization software and apps
24
KJMV2
Personnel and human resources management
41
KNBP
Petroleum, oil and gas industries
96
MKG
Pharmacology
76
QD
Philosophy
47
JNA
Philosophy and theory of education
42
PBB
Philosophy of mathematics
33
QDTM
Philosophy of mind
88
PDA
Philosophy of science
155
QDTK
Philosophy: epistemology and theory of knowledge
129
QDTL
Philosophy: logic
47
QDTJ
Philosophy: metaphysics and ontology
42
PNR
Physical chemistry
72
PH
Physics
200
PHDF
Physics: Fluid mechanics
55
JMM
Physiological psychology, neuropsychology, biopsychology
26
MFG
Physiology
55
PSTB
Plant biology
32
PHFP
Plasma physics
34
JPW
Political activism
22
KCP
Political economy
130
WHB
Political humour
23
JPHL
Political leaders and leadership
46
JPL
Political parties and party platforms
22
JPA
Political science and theory
32
JPH
Political structure and processes
26
JPHV
Political structures
47
JP
Politics and government
70
RNP
Pollution and threats to the environment
43
PDZM
Popular and recreational mathematics
116
WNX
Popular astronomy and space
814
VFD
Popular medicine and health
25
QDX
Popular philosophy
21
QDXB
Popular philosophy: Meaning of life
32
VSP
Popular psychology
287
PDZ
Popular science
461
JBFC
Poverty and precarity
21
JPWG
Pressure groups, protest movements and non-violent action
36
URD
Privacy and data protection
39
PBT
Probability and statistics
261
TDCX
Process engineering technology and techniques
21
TGP
Production and industrial engineering
45
UMX
Programming and scripting languages: general
119
UMA
Programming techniques
38
JMAF
Psychoanalytical and Freudian psychology
24
JMA
Psychological theory, systems, schools and viewpoints
26
JM
Psychology
72
JMQ
Psychology: emotions
29
JMT
Psychology: states of consciousness
41
JMS
Psychology: the self, ego, identity, personality
30
MKGW
Psychopharmacology
39
JPP
Public administration
42
KFFD
Public finance and taxation
51
MBN
Public health and preventive medicine
79
GPSD
Quantitative research methods
20
PHQ
Quantum physics (quantum mechanics and quantum field theory)
1015
JBFA1
Racism and racial discrimination
32
PBKB
Real analysis, real variables
42
MFGG
Regional physiology
25
PHR
Relativity physics
350
QRAM2
Religion and politics
23
QRAM3
Religion and science
27
DNP
Reportage, journalism or collected columns
76
GPS
Research methods
103
RNKH2
Restoration ecology
21
NHTV
Revolutions, uprisings, rebellions
24
TJFM1
Robotics
326
KJS
Sales and marketing
51
KJMV7
Sales and marketing management
46
UFLS
SAP (Systems, applications and products in databases)
24
FLU
Science fiction: aliens
77
FLW
Science fiction: space exploration
200
FLS
Science fiction: space opera
35
PDK
Science funding and policy
70
PD
Science: general issues
66
PDM
Scientific research
64
WNCS1
Sea life and the seashore: general interest
25
NHWR7
Second World War
61
VS
Self-help, personal development and practical advice
34
CFG
Semantics, discourse analysis, stylistics
33
GTD
Semiotics
65
PSAN4
Sensory and motor systems
23
PBCH
Set theory
21
TJKH
Signal processing
35
NHTS
Slavery, enslaved persons and abolition of slavery
28
JHMC
Social and cultural anthropology
22
NHTB
Social and cultural history
86
JBF
Social and ethical issues
36
QDTS
Social and political philosophy
85
JBFX
Social attitudes
22
JBFZ
Social forecasting, future studies
48
RNT
Social impact of environmental issues
50
JMH
Social, group or collective psychology
83
CFB
Sociolinguistics
38
VSS
Soft skills and dealing with other people
26
UMZ
Software Engineering
101
UMZT
Software testing and verification
32
THVS
Solar power
222
PGS
Solar system: the Sun and planets
343
TTDX
Space exploration
548
TTD
Space science
278
CBP
Speaking in public: advice and guides
26
DNS
Speeches
45
PHS
Statistical physics
77
PBWL
Stochastics
52
RNU
Sustainability
64
TVF
Sustainable agriculture
27
JNU
Teaching of a specific subject
30
TB
Technology: general issues
28
ATJ
Television
41
ATJS
Television: styles and genres
20
ATD
Theatre studies
26
PGC
Theoretical and mathematical astronomy
77
AMA
Theory of architecture
27
ABA
Theory of art
55
AVA
Theory of music and musicology
25
PHH
Thermodynamics and heat
36
PGZ
Time (chronology), time systems and standards
47
PBP
Topology
41
RPT
Transport planning and policy
22
RPC
Urban and municipal planning and policy
72
UYZG
User interface design and usability
21
MBNK
Vaccination
32
RBC
Volcanology and seismology
39
RNH
Waste management
22
PHDS
Wave mechanics (vibration and acoustics)
43
UGB
Web graphics and design
27
UMW
Web programming
103
JKSB
Welfare and benefit systems
21
WNCF
Wildlife: mammals: general interest
29
THVW
Wind power
33
CBW
Writing and editing guides
28
PSV
Zoology and animal sciences
22
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4/5
Infiltration : l'Enfer des soirées de m*rde en France. (les boîtes de nuit)
Infiltration: The Hell of Sh*tty Parties in France. (nightclubs) — Note: while preserving tone, "m*rde" as censor is retained? I will translate faithfully without censoring: Sh*tty (literal). Final: Infiltration: The Hell of Sh*tty Parties in France. (nightclubs) — but to be exact, I'll render "m*rde" as "sh*t".
★
★
★
★
☆
4/5
Hollow Knight Silksong - 01 - Avec une vraie manette ça change (presque) tout !
Hollow Knight Silksong - 01 - With a real controller, it changes (almost) everything!
★
★
★
☆
☆
3/5
Hands-On Machine Learning -- Support Vector Machines
★
★
★
★
☆
4/5
Feudal Futures: Knights & Nobles in the Space Age
★
★
★
★
☆
4/5
Con estos tres datos casi nadie puede hallar el área del triángulo. Tremendo🙉
With these three pieces of information, hardly anyone can find the area of a triangle. Awesome!
★
★
★
★
★
5/5
