Machine Learning – Intelligent Systems

@machinelearningis

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Formal & Physical Sciences AI — Models & Research

[ИАД, весна 2026] Математические методы прогнозирования II. Лекция 1

[IAD, spring 2026] Mathematical methods of forecasting II. Lecture 1

Machine Learning – Intelligent Systems

February 24, 2026 103 min

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TensorForecastingMathematics

Formal & Physical Sciences Computing & Cybersecurity

[ИАД, весна 2026] Практикум по программированию на языке Python. Лекция 1

[IAD, Spring 2026] Python Programming Workshop. Lecture 1

Roman Ishchenko (Ищенко Роман Валерьевич)

February 20, 2026 86 min

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PythonProgrammingTutorial

Applied Sciences & Engineering Science — General & History

[ИАД, весна 2026] Введение в специальность. Лекция 2: Юрий Чехович

[IAD, Spring 2026] Introduction to the Profession. Lecture 2: Yuri Chekhovich

Yuri Chekhovich

February 20, 2026 71 min

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Plagiarism DetectionText AnalysisMachine Learning

Formal & Physical Sciences AI — Models & Research

[ИАД, весна 2026] Введение в машинное обучение. Лекция 2: Градиентная оптимизация и линейные модели

[IAD, spring 2026] Introduction to Machine Learning. Lecture 2: Gradient optimization and linear models

Machine Learning – Intelligent Systems

February 19, 2026 98 min

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Machine LearningGradient DescentLinear Models

Applied Sciences & Engineering Science — General & History

[ИАД, весна 2026] Моя первая научная статья. Занятие 1

[IAD, spring 2026] My first scientific article. Lesson 1

Konstantin Vorontsov

February 13, 2026 194 min

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Scientific WritingResearch TopicsTopic Modeling

Formal & Physical Sciences AI — Models & Research

[ИАД, весна 2026] Введение в машинное обучение. Лекция 1: Научный метод и основы машинного обучения

[IAD, spring 2026] Introduction to Machine Learning. Lecture 1: Scientific Method and Foundations of Machine Learning

Machine Learning – Intelligent Systems

February 12, 2026 109 min

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Machine LearningScientific MethodRegression

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Байесовский выбор моделей. Лекция 14: Байесовская оптимизация

[IAD, Fall 2025] Bayesian Model Selection. Lecture 14: Bayesian Optimization

Machine Learning – Intelligent Systems

December 24, 2025 52 min

★ ★ ★ ★ ☆ 4/5

Bayesian OptimizationGaussian ProcessesMachine Learning

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Занятие 13: Acceleration, KV-Cache, Flash Attention

[IAD, fall 2025] Deep learning methods. Class 13: Acceleration, KV-Cache, Flash Attention

Machine Learning – Intelligent Systems

December 16, 2025 148 min

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Deep LearningModel AccelerationQuantization

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Лекция 12: Multimodality, CLIP, BLIP, LLaVA

[IAD, fall 2025] Deep Learning Methods. Lecture 12: Multimodality, CLIP, BLIP, LLaVA

Machine Learning – Intelligent Systems

December 9, 2025 110 min

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Multimodal LearningCLIPBLIP

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 12

[IAD, Fall 2025] Probabilistic Topic Models. Lecture 12

Machine Learning – Intelligent Systems

December 5, 2025 100 min

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Topic ModelingLDABayesian Inference

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 11

[IAD, autumn 2025] Probabilistic topic models. Lecture 11

Machine Learning – Intelligent Systems

December 4, 2025 87 min

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Topic ModelingSummarizationRelaxation

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Foundational models for spatial-time series. Занятие 8

[IAD, fall 2025] Foundational models for spatial-time series. Class 8

Machine Learning – Intelligent Systems

December 4, 2025 92 min

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Gas DynamicsRiemann ProblemEuler Equations

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Математические методы прогнозирования. Лекция 8

[IAD, Fall 2025] Mathematical Forecasting Methods. Lecture 8

Machine Learning – Intelligent Systems

November 26, 2025 41 min

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Kalman FilterKoopman OperatorTime Series

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Занятие 11: Diffusion Models, Flow Matching

[IAD, fall 2025] Deep Learning Methods. Lecture 11: Diffusion Models, Flow Matching

Machine Learning – Intelligent Systems

November 25, 2025 194 min

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Diffusion ModelsFlow MatchingGenerative Models

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Занятие 10: Autoregression, VAE, GAN

[IAD, fall 2025] Deep Learning Methods. Lesson 10: Autoregression, VAE, GAN

Nikita (Machine Learning – Intelligent Systems)

November 17, 2025 242 min

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Generative ModelsAutoregressiveVAE

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 8

[IAD, fall 2025] Probabilistic topic models. Lecture 8

Machine Learning – Intelligent Systems

November 7, 2025 91 min

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Topic ModelingN-GramsTerminology Extraction

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Байесовское мультимоделирование. Лекция 6

[IAD, autumn 2025] Bayesian multimodal modeling. Lecture 6

Machine Learning – Intelligent Systems

November 3, 2025 93 min

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Bayesian InferenceVariational InferenceAlpha-Beta Divergence

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Foundation models for spatial-time series. Занятие 6

[IAD, fall 2025] Foundation models for spatial-time series. Class 6

Machine Learning – Intelligent Systems

October 30, 2025 120 min

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Neural ODENeural CDEFunctional PCA

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Занятие 8: Multi-armed Bandits, Monte Carlo Methods

[IAD, fall 2025] Deep learning methods. Class 8: Multi-armed Bandits, Monte Carlo Methods

Machine Learning – Intelligent Systems

October 28, 2025 186 min

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Reinforcement LearningMulti-Armed BanditsMonte Carlo Methods

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 7

[IAD, autumn 2025] Probabilistic topic models. Lecture 7

Konstantin Vorontsov

October 24, 2025 102 min

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Topic ModelingMultilingualMultimodal

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Foundation models for spatial-time series. Занятие 5

[IAD, Fall 2025] Foundation models for spatial-time series. Session 5

Machine Learning – Intelligent Systems

October 23, 2025 179 min

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Graph Neural NetworksRiemannian GeometryTime Series Classification

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Математические методы прогнозирования. Лекция 5

[IAD, Fall 2025] Mathematical Forecasting Methods. Lecture 5

Machine Learning – Intelligent Systems

October 22, 2025 65 min

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Time SeriesSingular Spectrum AnalysisSVD

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Лекция 7: Segmentation

[IAD, autumn 2025] Deep learning methods. Lecture 7: Segmentation

Machine Learning – Intelligent Systems

October 21, 2025 116 min

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Deep LearningSegmentationObject Detection

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Байесовский выбор моделей. Лекция 6: Байесовская логистическая регрессия

[IAD, Fall 2025] Bayesian Model Selection. Lecture 6: Bayesian Logistic Regression

Machine Learning – Intelligent Systems

October 19, 2025 99 min

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Bayesian InferenceModel SelectionLogistic Regression

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 5

[IAD, autumn 2025] Probabilistic topic models. Lecture 5

Machine Learning – Intelligent Systems

October 17, 2025 84 min

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Topic ModelingProbabilistic ModelsMultimodal

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Foundation models for spatial-time series. Занятие 4

[IAD, fall 2025] Foundation models for spatial-time series. Lesson 4

Nikita (presenter) and seminar participants

October 16, 2025 163 min

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Graph Neural NetworksDiffusionNeural ODEs

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Семинар 6: Object Detection

[IAD, Fall 2025] Deep Learning Methods. Workshop 6: Object Detection

Machine Learning – Intelligent Systems

October 14, 2025 59 min

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Object DetectionDeep LearningComputer Vision

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучение. Лекция 6: Image Classification

[IAD, fall 2025] Deep Learning Methods. Lecture 6: Image Classification

Danya Dorin

October 14, 2025 106 min

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Image ClassificationSIFTCNN

Formal & Physical Sciences Mathematics

[ИАД, осень 2025] Байесовский выбор моделей. Лекция 5: Обоснованность, связь со стат. значимостью

[IAD, Fall 2025] Bayesian Model Selection. Lecture 5: Validity, Connection to Statistical Significance

Machine Learning – Intelligent Systems

October 13, 2025 82 min

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Bayesian InferenceModel SelectionEvidence

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Семинар 3: CNN Implementation

[IAD, fall 2025] Deep learning methods. Seminar 3: CNN Implementation

Machine Learning – Intelligent Systems

October 6, 2025 72 min

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ConvolutionDeep LearningPyTorch

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 3

[IAD, autumn 2025] Probabilistic topic models. Lecture 3

Machine Learning – Intelligent Systems

October 3, 2025 96 min

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Topic ModelingRegularizationMachine Learning

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Математические методы прогнозирования. Лекция 3

[IAD, Fall 2025] Mathematical Methods of Forecasting. Lecture 3

Machine Learning – Intelligent Systems

October 1, 2025 53 min

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Time SeriesARIMAGARCH

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Байесовский выбор моделей. Лекция 4: Обоснованность (evidence)

[IAD, Fall 2025] Bayesian Model Selection. Lecture 4: Evidence

Machine Learning – Intelligent Systems

October 1, 2025 90 min

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Bayesian InferenceLinear RegressionRegularization

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучения. Занятие 4: Introduction to NLP, Word Embeddings

[IAD, Autumn 2025] Deep Learning Methods. Lecture 4: Introduction to NLP, Word Embeddings

Machine Learning – Intelligent Systems

September 30, 2025 102 min

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NLPWord EmbeddingsDeep Learning

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Байесовский выбор моделей. Лекция 3: Байесовская линейная регрессия

[IAD, fall 2025] Bayesian model selection. Lecture 3: Bayesian linear regression

Machine Learning – Intelligent Systems

September 24, 2025 65 min

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Bayesian Linear RegressionMachine LearningStatistics

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Вероятностные тематические модели. Лекция 2

[IAD, Fall 2025] Probabilistic Topic Models. Lecture 2

Machine Learning – Intelligent Systems

September 23, 2025 87 min

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Topic ModelingProbabilistic ModelsMachine Learning

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Методы глубокого обучение. Лекция 3: Initialization, Normalization, CNN

[IAD, Fall 2025] Deep Learning Methods. Lecture 3: Initialization, Normalization, CNN

Machine Learning – Intelligent Systems

September 22, 2025 126 min

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Deep LearningWeight InitializationBatch Normalization

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Байесовский выбор моделей. Лекция 2: Наивный Байес, Экспоненциальное семейство

[IAD, fall 2025] Bayesian model selection. Lecture 2: Naive Bayes, Exponential family

Machine Learning – Intelligent Systems

September 21, 2025 85 min

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Bayesian StatisticsNaive BayesExponential Family

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Foundation models for spatial-time series. Занятие 2

[IAD, autumn 2025] Foundation models for spatial-time series. Class 2

Machine Learning – Intelligent Systems

September 19, 2025 110 min

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Foundation ModelsSpatio-Temporal SeriesRAG

Formal & Physical Sciences AI — Models & Research

[ИАД, осень 2025] Математические методы прогнозирования. Лекция 2

[IAD, Fall 2025] Mathematical Forecasting Methods. Lecture 2

Machine Learning – Intelligent Systems

September 17, 2025 87 min

★ ★ ★ ★ ☆ 4/5

Time SeriesForecastingARIMA