![[ИАД, весна 2026] Математические методы анализа текстов. Лекция 8: Parallelism, MoE](https://i.ytimg.com/vi/zl5IAWlqbSc/maxresdefault.jpg)
[ИАД, весна 2026] Математические методы анализа текстов. Лекция 8: Parallelism, MoE
[IAD, Spring 2026] Mathematical Methods for Text Analysis. Lecture 8: Parallelism, MoE
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Tuit catalog
Synthesis notes of video analyses, assessed and condensed, in French and English.
51,560 tuit
·
939 channels
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42 domains
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Last update: Oct 25, 2026
Agriculture & Food
150
AI — Models & Research
4292
AI — News & Applications
2043
AI & Society
1101
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135
Arts & Architecture
1423
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3664
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2075
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335
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1012
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3995
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367
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286
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3574
Education
747
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1409
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3211
Foresight & Science Fiction
344
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557
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739
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357
Language & Linguistics
312
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578
Literature & Writing
912
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2269
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294
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3051
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427
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95
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934
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861
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3435
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699
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604
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252
Science — General & History
1754
Society & Culture
1110
Space Exploration
909
Sports
86
Transport & Mobility
167
Urban Planning & Mobility
91
Video Games
904
VSC
Advice on careers and achieving success
91
TRP
Aerospace and aviation technology
887
PBF
Algebra
259
PBMW
Algebraic geometry
154
PBPD
Algebraic topology
69
UMB
Algorithms and data structures
71
KNBT
Alternative and renewable energy industries
134
THV
Alternative and renewable energy sources and technology
167
MKJD
Alzheimer’s, dementia, Parkinson’s disease and other neurodegenerative diseases
66
QDHA
Ancient Greek and Roman philosophy
51
NHC
Ancient history
34
JBFU
Animals and society
23
TTB
Applied optics
40
NKDS
Archaeological sites
32
NK
Archaeology
43
NKD
Archaeology by period
29
AM
Architecture
32
UYQD
Artificial general intelligence (AGI)
49
UYQ
Artificial intelligence (AI)
2042
LNQH
Artificial intelligence law and regulations
22
VSPM
Assertiveness, motivation, self-esteem and positive mental attitude
368
TTDS
Astronautics
989
PGG
Astronomical observation: observatories, equipment and methods
114
PG
Astronomy, space and time
916
PHVB
Astrophysics
122
PHM
Atomic and molecular physics
74
MKJA
Autism Spectrum Disorder
20
TJFM
Automatic control engineering
71
TRC
Automotive technology and trades
21
TRPS
Aviation skills and piloting
22
KFFK
Banking
23
THYB
Battery technology
154
PBTB
Bayesian inference
31
PSB
Biochemistry
309
RNCB
Biodiversity
34
PSAD
Bioethics
37
DNBH
Biography: historical, political and military
82
DNBM
Biography: philosophy and social sciences
20
DNBR
Biography: royalty
26
DNBT
Biography: science, technology and medicine
62
DNBL
Biography: writers
39
PS
Biology, life sciences
26
MQW
Biomedical engineering
23
PHVN
Biophysics
27
TCB
Biotechnology
60
TNK
Building construction and materials
23
KJ
Business and Management
54
KJJ
Business and the environment; sustainable approaches to business
42
KJD
Business innovation
35
KJC
Business strategy
36
PBKA
Calculus
43
PBK
Calculus and mathematical analysis
62
MJD
Cardiovascular medicine
33
JNR
Careers guidance
35
PSAN1
Cellular and molecular neuroscience
21
PSF
Cellular biology (cytology)
124
JPQB
Central
55
PN
Chemistry
27
MJCL2
Chemotherapy
26
JMC
Child, developmental and lifespan psychology
26
AMVD
City and town planning: architectural aspects
30
NHWR3
Civil wars
21
PHD
Classical mechanics
196
RNPG
Climate change
219
RBPC
Climatology and climate modelling
35
MBGR1
Clinical trials
23
UTC
Cloud computing
25
GPJ
Coding theory and cryptology
41
JMR
Cognition and cognitive psychology
131
PSAN5
Cognitive and behavioural neuroscience
243
GTK
Cognitive studies
39
NHTW
Cold wars and proxy conflicts
20
PBV
Combinatorics and graph theory
53
GTC
Communication studies
34
TJK
Communications engineering
35
DSM
Comparative literature
23
LNCH
Competition law
28
PBKD
Complex analysis, complex variables
60
PSAX
Computational biology
94
KNTV
Computer and video game industry
210
UYF
Computer architecture and logic design
116
URH
Computer fraud and hacking
266
UDX
Computer games
626
UGG
Computer games design
236
UYM
Computer modelling and simulation
23
UT
Computer networking and communications
25
UY
Computer science
61
UR
Computer security
730
URJ
Computer viruses, Trojans and worms
29
UYQV
Computer vision
119
PHFC
Condensed matter physics (liquid state and solid state physics)
133
RNKH
Conservation of wildlife and habitats
22
JBGX
Conspiracy theories
52
LNDX
Constitution
32
JPZ
Corruption in politics, government and society
31
PGK
Cosmology and the universe
1038
CBV
Creative writing and creative writing guides
20
JKVF
Criminal investigation and detection
41
GPH
Data science and analysis
38
GTS
Decolonisation of knowledge
48
KCM
Development economics and emerging economies
65
GTP
Development studies
39
PSC
Developmental biology
39
MBNH3
Dietetics and nutrition
27
PBMP
Differential and Riemannian geometry
40
PBKJ
Differential calculus and equations
95
UBJ
Digital and information technologies: social and ethical aspects
1095
UB
Digital and Information technology: general topics
38
UXA
Digital Humanities
47
KCVM
Digital or internet economics
44
WNA
Dinosaurs and the prehistoric world: general interest
72
JPSD
Diplomacy
34
JBFM
Disability: social aspects
25
JBCT5
Disinformation and misinformation
72
KJDD
Disruptive innovation
20
ATFR
Documentary films
23
RNFD
Drought and water supply
24
PHDT
Dynamics and statics
81
QDHC
East Asian and Indian philosophy
29
PSAF
Ecological science, the Biosphere
39
KCX
Economic and financial crises and disasters
37
KCA
Economic theory and philosophy
35
KC
Economics
21
JN
Education
24
JNDH
Education: examinations and assessment
31
JNK
Educational administration and organization
21
JNV
Educational equipment and technology, computer-aided learning (CAL)
74
JNC
Educational psychology
27
JNF
Educational strategies and policy
26
JPHF
Elections and referenda
44
TRV
Electric vehicles
66
THR
Electrical engineering
63
KNBL
Electrical power generation and distribution industries
272
PHK
Electricity, electromagnetism and magnetism
267
TJFD
Electronic devices and materials
217
TJFC
Electronics: circuits and components
176
PHDB
Elementary mechanics
37
VSPQ
Emotions and emotional intelligence
23
MJG
Endocrinology
24
PHDY
Energy
26
LNCR
Energy and natural resources law
39
THYC
Energy efficiency
62
KNB
Energy industries and utilities
219
RNFY
Energy resources
53
THY
Energy, power generation, distribution and storage
370
TGMB
Engineering thermodynamics
25
TBC
Engineering: general
20
TGMF
Engineering: Mechanics of fluids
23
TGMD
Engineering: Mechanics of solids
24
UFL
Enterprise software
54
KJH
Entrepreneurship
142
KCVG
Environmental economics
103
MBNH2
Environmental factors
50
RND
Environmental policy and protocols
203
RNA
Environmentalist thought and ideology
80
MBNS
Epidemiology and Medical statistics
118
SXE
eSports
24
QDTQ
Ethics and moral philosophy
52
PSVP
Ethology and animal behaviour
35
PBMH
Euclidean geometry
43
NHD
European history
27
PSAJ
Evolution
168
PSXE
Evolutionary anthropology
91
UYQE
Expert systems
27
ATFG
Film guides and reviews
105
ATFA
Film history, theory or criticism
43
ATFN
Film: styles and genres
342
KFF
Finance and the finance industry
36
KFFF
Financial technology (fintech)
35
RNFF
Food security and supply
34
PBKF
Functional analysis and transforms
29
PGM
Galaxies and stars
329
UMK
Games development and programming
42
JBSF
Gender studies, gender groups
25
JBSF1
Gender studies: women and girls
93
MKZV
Gene therapy
39
GTZ
General studies and General knowledge
29
UYQF
Generative artificial intelligence
2329
TCBG
Genetic engineering
50
PSAK
Genetics (non-medical)
644
RBG
Geology, geomorphology and the lithosphere
28
PBM
Geometry
20
PHVG
Geophysics
38
JPSL
Geopolitics
308
THVG
Geothermal energy and power
35
PHDV
Gravity
33
KFFS
Green finance
57
PBG
Groups and group theory
104
MJF
Haematology
20
MBP
Health systems and services
37
JBFN
Health, illness or addiction: social aspects
24
VFMD
Health: Diets and nutrition
22
MJJ
Hepatology
40
JNM
Higher education, tertiary education
234
RBGF
Historical geology and palaeogeology
49
NHAH
Historiography
34
NH
History
40
AGA
History of art
40
UBB
History of Computing, digital and information technologies
49
TBX
History of engineering and technology
27
JBCC9
History of ideas
20
PBX
History of mathematics
32
NHQ
History of other geographical groupings and regions or specific cultures
25
PDX
History of science
153
KJZ
History of specific companies
28
NHK
History of the Americas
54
NHT
History: specific events and topics
26
JBFD
Housing and homelessness
21
PSX
Human biology
26
JPVH
Human rights, civil rights
42
THD
Hydrogen technologies
57
THVH
Hydropower
22
TTBM
Imaging systems and technology
26
MJCM
Immunology
97
PDR
Impact of science and technology on society
123
AMB
Individual architects and architectural firms
32
AGB
Individual artists, art monographs
34
ATFB
Individual film directors, film-makers
30
PDG
Industrial applications of scientific research and technological innovation
50
MJCJ
Infectious and contagious diseases
54
KNTX
Information technology industries
299
JWD
Information warfare
31
GTV
Institutions and learned societies: general
32
PBKL
Integral calculus and equations
26
KCL
International economics
20
JPSN
International institutions
25
JPS
International relations
24
KCLT
International trade and commerce
52
ATN
Internet and digital media: arts and performance
51
UBW
Internet: general works
40
JMHC
Interpersonal communication and skills
25
DNPB
Interviews
44
KFFM
Investment and securities
138
KJMV3
IT and information systems management
40
VSCB
Job hunting
20
KCF
Labour
90
PHJL
Laser physics
50
TTBL
Laser technology and holography
22
PSA
Life sciences: general issues
22
DSRC
Literary companions, book reviews and guides
33
DSBB
Literary studies: ancient, classical and medieval
23
DSK
Literary studies: fiction, novelists and prose writers
74
DSB
Literary studies: general
21
DSC
Literary studies: poetry and poets
50
DSA
Literary theory
29
UYQM
Machine learning
1166
KCB
Macroeconomics
23
KJMB
Management: leadership and motivation
59
PSPM
Marine biology
21
NHTM
Maritime history
33
TGM
Materials science
45
MKCM
Materno-foetal medicine
41
PHU
Mathematical
159
PBCD
Mathematical logic
114
PBWH
Mathematical modelling
52
UYA
Mathematical theory of computation
238
PB
Mathematics
162
MFKH3
Maturation and ageing
70
JBCT
Media studies
26
JBCT1
Media studies: internet, digital media and society
68
JBCT4
Media studies: journalism
87
MBPM
Medical administration and management
22
MBF
Medical and health informatics
61
MFN
Medical genetics
170
MKS
Medical imaging
21
MBGL
Medical laboratory testing and techniques
21
PHVD
Medical physics
20
MBGR
Medical research
57
MB
Medicine
20
RBPM
Meteorology
33
PSG
Microbiology (non-medical)
56
JBFH
Migration, immigration and emigration
31
JWK
Military and defence strategy
42
NHWR9
Military history: post-WW2 conflicts
20
UMS
Mobile and handheld device programming
23
UDT
Mobile phones and smartphones: consumer
31
PSD
Molecular biology
171
KCBM
Monetary economics
78
GLZ
Museology and heritage studies
49
TBN
Nanotechnology
26
UYX
Natural computing
889
RNR
Natural disasters
26
UYQL
Natural language and machine translation
151
WN
Nature and the natural world: general interest
47
UTN
Network security
61
UTP
Networking standards and protocols
26
UYQN
Neural networks and fuzzy systems
440
MKJ
Neurology and clinical neurophysiology
56
PSAN
Neurosciences
119
KNTP2
News media and journalism
23
PNRL
Nuclear chemistry, photochemistry and radiation
26
RNQ
Nuclear issues
30
MKR
Nuclear medicine
66
PHN
Nuclear physics
112
THK
Nuclear power and engineering
202
PBH
Number theory
189
PBKS
Numerical analysis
41
MQC
Nursing
21
MQCA
Nursing fundamentals and skills
38
RBKC
Oceanography (seas and oceans)
50
MJCL
Oncology
130
KJSG
Online marketing
27
PHJ
Optical physics
161
PBU
Optimization
32
TTMW
Ordnance, weapons technology
21
PNN
Organic chemistry
65
RBX
Palaeontology
95
MKB
Palliative medicine
35
UYFP
Parallel processing
27
PHP
Particle and high-energy physics
139
GTU
Peace studies and conflict resolution
40
MBNH
Personal and public health
22
VSB
Personal finance
50
KJMV2
Personnel and human resources management
34
KNBP
Petroleum, oil and gas industries
93
MKG
Pharmacology
67
QD
Philosophy
47
JNA
Philosophy and theory of education
36
PBB
Philosophy of mathematics
31
QDTM
Philosophy of mind
79
PDA
Philosophy of science
153
QDTK
Philosophy: epistemology and theory of knowledge
126
QDTL
Philosophy: logic
47
QDTJ
Philosophy: metaphysics and ontology
42
PNR
Physical chemistry
69
PH
Physics
189
PHDF
Physics: Fluid mechanics
52
JMM
Physiological psychology, neuropsychology, biopsychology
25
MFG
Physiology
52
PSTB
Plant biology
30
PHFP
Plasma physics
34
KCP
Political economy
120
WHB
Political humour
20
JPHL
Political leaders and leadership
43
JPA
Political science and theory
29
JPH
Political structure and processes
22
JPHV
Political structures
45
JP
Politics and government
66
RNP
Pollution and threats to the environment
36
PDZM
Popular and recreational mathematics
89
WNX
Popular astronomy and space
803
VFD
Popular medicine and health
21
QDXB
Popular philosophy: Meaning of life
26
VSP
Popular psychology
214
PDZ
Popular science
434
JBFC
Poverty and precarity
20
JPWG
Pressure groups, protest movements and non-violent action
31
URD
Privacy and data protection
36
PBT
Probability and statistics
248
TDCX
Process engineering technology and techniques
21
TGP
Production and industrial engineering
41
UMX
Programming and scripting languages: general
108
UMA
Programming techniques
36
JMAF
Psychoanalytical and Freudian psychology
23
JMA
Psychological theory, systems, schools and viewpoints
24
JM
Psychology
70
JMQ
Psychology: emotions
27
JMT
Psychology: states of consciousness
36
JMS
Psychology: the self, ego, identity, personality
23
MKGW
Psychopharmacology
39
JPP
Public administration
38
KFFD
Public finance and taxation
47
MBN
Public health and preventive medicine
70
GPSD
Quantitative research methods
20
PHQ
Quantum physics (quantum mechanics and quantum field theory)
950
JBFA1
Racism and racial discrimination
30
PBKB
Real analysis, real variables
41
MFGG
Regional physiology
25
PHR
Relativity physics
329
QRAM2
Religion and politics
23
QRAM3
Religion and science
27
DNP
Reportage, journalism or collected columns
71
GPS
Research methods
99
NHTV
Revolutions, uprisings, rebellions
22
TJFM1
Robotics
296
KJS
Sales and marketing
42
KJMV7
Sales and marketing management
44
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
56
PDM
Scientific research
54
NHWR7
Second World War
51
VS
Self-help, personal development and practical advice
28
CFG
Semantics, discourse analysis, stylistics
33
GTD
Semiotics
64
PSAN4
Sensory and motor systems
22
PBCH
Set theory
20
TJKH
Signal processing
35
NHTS
Slavery, enslaved persons and abolition of slavery
28
JHMC
Social and cultural anthropology
22
NHTB
Social and cultural history
73
JBF
Social and ethical issues
34
QDTS
Social and political philosophy
83
JBFX
Social attitudes
20
JBFZ
Social forecasting, future studies
34
RNT
Social impact of environmental issues
45
JMH
Social, group or collective psychology
72
CFB
Sociolinguistics
38
UMZ
Software Engineering
75
UMZT
Software testing and verification
28
THVS
Solar power
191
PGS
Solar system: the Sun and planets
330
TTDX
Space exploration
543
TTD
Space science
278
CBP
Speaking in public: advice and guides
23
DNS
Speeches
42
PHS
Statistical physics
55
PBWL
Stochastics
43
RNU
Sustainability
56
TVF
Sustainable agriculture
22
JNU
Teaching of a specific subject
30
ATJ
Television
41
ATJS
Television: styles and genres
20
ATD
Theatre studies
26
PGC
Theoretical and mathematical astronomy
75
AMA
Theory of architecture
25
ABA
Theory of art
49
AVA
Theory of music and musicology
21
PHH
Thermodynamics and heat
34
PGZ
Time (chronology), time systems and standards
47
PBP
Topology
31
RPT
Transport planning and policy
21
RPC
Urban and municipal planning and policy
62
MBNK
Vaccination
31
RBC
Volcanology and seismology
36
PHDS
Wave mechanics (vibration and acoustics)
43
UGB
Web graphics and design
24
UMW
Web programming
74
THVW
Wind power
28
CBW
Writing and editing guides
27
PSV
Zoology and animal sciences
22
![[ИАД, весна 2026] Математические методы анализа текстов. Лекция 7: Training LLMs](https://i.ytimg.com/vi/Z7ccnIxJCPI/maxresdefault.jpg)
[ИАД, весна 2026] Математические методы анализа текстов. Лекция 7: Training LLMs
[IAD, Spring 2026] Mathematical Methods for Text Analysis. Lecture 7: Training LLMs
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4/5
![[ИАД, весна 2026] Математические методы анализа текстов. Лекция 3: Lang.Modeling, Seq2Seq, Attention](https://i.ytimg.com/vi/Nz-5KC5mTRk/maxresdefault.jpg)
[ИАД, весна 2026] Математические методы анализа текстов. Лекция 3: Lang.Modeling, Seq2Seq, Attention
[IAD, spring 2026] Mathematical methods of text analysis. Lecture 3: Lang.Modeling, Seq2Seq, Attention
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4/5
🪐On fouille les fichiers secrets sur les OVNIS (il faut dire UAP) et c'est nul.
🪐We're digging through secret files on UFOs (you should say UAP) and it's rubbish.
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4/5
සීමා මායිම් එකට යා කළ ආදරයක් දර්ශන රුවන් සමඟින් මනම්පිටිය පාලම | Zey TV
A love that crossed boundaries with Darshana Ruwan at Manampitiya Bridge | Zey TV
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2/5
Vladyslav Rashkovan — Economic Impact
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4/5
Trump 2.0: Leadership Lessons and Implications
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3/5
The Ground We Stand On - Helen Czerski
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4/5
The Claude Update You've Been Waiting For
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4/5
Reescribimos EDteam desde cero EN SOLO 2 MESES USANDO IA. Así se programa en 2026
We rewrote EDteam from scratch IN ONLY 2 MONTHS USING AI. This is how you program in 2026
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4/5
Quelques outils de manipulation linguistique à l’usage des honnêtes gens
Some linguistic manipulation tools for honest people
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4/5
Polars 2.0 : enquêtes et vertiges technologiques avec Jacques Attali et Bernard Minier
2.0 Thrillers: Investigations and Technological Vertigo with Jacques Attali and Bernard Minier
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4/5
PHÉNOMÈNES INEXPLIQUÉS: Pourquoi le sujet OVNI revient en force ? - Le Journal de l'Espace #341
UNEXPLAINED PHENOMENA: Why is the UFO topic making a strong comeback? - Space Journal #341
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4/5
Paul D'Anieri — Politics and Ideology
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4/5
Part 1: Series in Pandas with many examples in Hindi
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4/5
Oxana Shevel — Religion and Language
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4/5
