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#Unsupervised Learning

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5 Minutes Engineering

Artificial Intelligence and Robotics

4 rewiews
Explore AI and robotics concepts including search algorithms, expert systems, natural language processing, neural networks, and robotic applications through Hindi-language explanations and examples.
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50 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Indian Institute of Technology Madras

Machine Learning

2 rewiews
In this course we intend to introduce some of the basic concepts of machine learning from a mathematically well motivated perspective. We will cover the different learning paradigms and some of the more popular algorithms and architectures used in each o…
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88 Lesons
1 day 12 hours
On-Demand
Free-Video
Stanford University

Towards Unsupervised Biomedical Image Segmentation Using Hyperbolic Representations - Jeffrey Gu

2 rewiews
Explore unsupervised biomedical image segmentation using hyperbolic representations. Learn about novel self-supervised hierarchical loss and its applications in medical imaging analysis.
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18 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

AI, Machine Learning and Deep Learning

1 rewiews
Explore AI, machine learning, and deep learning concepts, including supervised, unsupervised, and reinforcement learning paradigms. Learn when to use traditional ML or deep neural networks for audio applications.
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20 Lesons
31 minutes
On-Demand
Free-Video
Stanford University

Curation and Analysis of Annotated Medical Images Across Institutions - Xiaoyuan Guo

0 rewiews
Explore techniques for curating and analyzing annotated medical images across institutions, focusing on data sharing challenges, anomaly detection, and OOD-aware image retrieval for improved dataset quality and future analysis.
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24 Lesons
47 minutes
On-Demand
Free-Video
Stanford University

Data-Efficient AI for Accelerating MRI Acquisition

0 rewiews
Explore physics-guided AI techniques for accelerating MRI acquisition, including unsupervised and semi-supervised approaches. Learn about a new 1.5TB dataset for evaluating MRI reconstructions with clinically-relevant metrics.
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28 Lesons
59 minutes
On-Demand
Free-Video

Computer Vision

0 rewiews
Explore machine learning and computer vision fundamentals, advanced neural network architectures, and applications in object detection and semantic segmentation.
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28 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Santa Fe Institute

Validating Daily Social Media Macroscopes of Emotions

0 rewiews
Explore how social media sentiment analysis can accurately measure daily emotional dynamics of online communities, validated through surveys and applied to COVID-19 impact studies.
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18 Lesons
44 minutes
On-Demand
Free-Video
Santa Fe Institute

Blessings of Dimensionality for Gaussian Latent Factor Models

0 rewiews
Explore how high-dimensional data analysis can benefit from restricted latent factor overlaps, with applications in brain fMRI and financial markets.
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32 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Santa Fe Institute

An Example Application of Artificial Neural Networks in Archaeology

0 rewiews
Exploring artificial neural networks in archaeology to predict site occupation dates from ceramic assemblages, enabling finer-grained demographic reconstructions and deeper insights into human experiences in the past.
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1 Lesons
55 minutes
On-Demand
Free-Video
New York University (NYU)

Generative Models for Image Synthesis

0 rewiews
Explore cutting-edge generative models for image synthesis, translation, and defect detection. Learn about GANs, unsupervised techniques, and interactive applications in this advanced AI seminar.
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14 Lesons
1 hour 7 minutes
On-Demand
Free-Video
University of Central Florida

Unsupervised Video Interpolation Using Cycle Consistency

0 rewiews
Explore cutting-edge unsupervised video interpolation techniques using cycle consistency, including implementation, constraints, and experimental results for improved frame generation.
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26 Lesons
30 minutes
On-Demand
Free-Video
University of Central Florida

Unsupervised Keypoint Learning for Guiding Class-Conditional Video Prediction

0 rewiews
Explore unsupervised keypoint learning techniques for guiding class-conditional video prediction, enhancing the accuracy and efficiency of video generation models.
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8 Lesons
29 minutes
On-Demand
Free-Video
University of Central Florida

Unsupervised Meta-Learning for Few-Shot Image Classification

0 rewiews
Explore unsupervised meta-learning techniques for few-shot image classification, including task construction, augmentation methods, and performance on benchmark datasets.
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18 Lesons
26 minutes
On-Demand
Free-Video
University of Central Florida

Robust Pre-Training by Adversarial Contrastive Learning - CAP6412 Spring 2021

0 rewiews
Explore robust pre-training techniques using adversarial contrastive learning, focusing on unsupervised and semi-supervised methods for improved model resilience and accuracy.
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18 Lesons
44 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Unsupervised Cross-Domain Image Retrieval with Semantic-Attended Mixture-of-Experts

0 rewiews
Explore unsupervised cross-domain image retrieval using semantic-attended mixture-of-experts, enhancing retrieval accuracy across diverse visual domains.
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1 Lesons
11 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Unsupervised Large Language Model Alignment for Information Retrieval via Contrastive Feedback - Lecture 1

0 rewiews
Explore unsupervised LLM alignment for information retrieval using contrastive feedback, enhancing search capabilities and improving query-document relevance.
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1 Lesons
13 minutes
On-Demand
Free-Video
Broad Institute

Data Thinning to Avoid Double Dipping in Statistical Analysis - Lecture 1

0 rewiews
Explore data thinning techniques to prevent double dipping in statistical analysis, with applications in single-cell RNA sequencing and unsupervised learning problems.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Broad Institute

Integrating Patient Level Multi-omics Data Using Deep Learning Models

0 rewiews
Explore deep learning models for integrating patient-level multi-omics data, focusing on supervised and unsupervised approaches for predicting outcomes and uncovering latent representations in genomics.
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12 Lesons
50 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Scouter Models for Concept Drift Detection in MLOps

0 rewiews
Explore techniques for detecting concept drift in ML models without true labels using Scouter models. Learn to build, manage, and implement this critical MLOps monitoring strategy.
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1 Lesons
19 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Leveraging LLMs for Unsupervised Dense Retriever Ranking - Dense Retrieval 1

0 rewiews
Explore unsupervised dense retriever ranking using LLMs for improved information retrieval techniques in this cutting-edge research presentation.
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1 Lesons
13 minutes
On-Demand
Free-Video
Great Learning

Reinforcement Learning in Artificial Intelligence - Full Course

0 rewiews
Keeping the importance of Reinforcement Learning in mind, we have come up with this full course by Great Learning Faculty Dr. Narayana Darapaneni. Dr. Narayana holds a PhD in Mathematics from Pierre and Marie Curie University, Paris, France.
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7 Lesons
4 hours 26 minutes
On-Demand
Free-Video
Great Learning

Unsupervised Learning - Clustering and Association Algorithms in Machine Learning

0 rewiews
In this tutorial, we will help you to cover every concept related to Unsupervised Learning.
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5 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Great Learning

Clustering in Data Mining - K Means Clustering Algorithm - Hierarchical Clustering

0 rewiews
This "Clustering in Data Mining" tutorial will help you to comprehensively learn all the concepts related to clustering algorithms.
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6 Lesons
3 hours 37 minutes
On-Demand
Free-Video
Great Learning

Unsupervised Learning Tutorial - Clustering Algorithm - Association Rule Mining

0 rewiews
This Unsupervised Learning Tutorial will introduce you to the nitty gritty of Machine Learning and How Unsupervised Algorithms Work.
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6 Lesons
4 hours 10 minutes
On-Demand
Free-Video
Great Learning

Data Science for Beginners - Learn Data Science in 9 Hours

0 rewiews
This tutorial on "Data Science for Beginners" would help you to comprehensively master all the concepts of Data Science.
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6 Lesons
8 hours 48 minutes
On-Demand
Free-Video
Great Learning

Hierarchical Clustering

0 rewiews
Learn hierarchical clustering techniques, distance measures, and optimal cluster determination for effective unsupervised machine learning applications in data analysis and pattern recognition.
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11 Lesons
53 minutes
On-Demand
Free-Video
Serrano.Academy

Unsupervised Learning

0 rewiews
Explore key unsupervised learning techniques including clustering, dimensionality reduction, and generative models. Gain insights into real-world applications like recommendation systems and image compression.
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10 Lesons
4 hours 30 minutes
On-Demand
Free-Video

Machine Learning 1 - 2020

0 rewiews
Comprehensive introduction to machine learning fundamentals, covering probability theory, regression, classification, neural networks, clustering, and advanced topics like kernels and Gaussian processes.
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63 Lesons
21 hours
On-Demand
Free-Video
Great Learning

Using Data Science to Fight Covid-19 and How to Start Learning ADSB

0 rewiews
Explore data science applications in fighting COVID-19, learn about pandemics, and discover pathways to start a data science career with insights from MIT faculty and industry experts.
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11 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Great Learning

Machine Learning Full Course for Beginners

0 rewiews
Comprehensive introduction to machine learning, covering key concepts, algorithms, and practical applications using Python libraries. Ideal for beginners seeking a solid foundation in ML.
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70 Lesons
10 hours 20 minutes
On-Demand
Free-Video
Institute for Advanced Study

Machines - How Do They Learn and Where Are They Headed?

0 rewiews
Explore machine learning fundamentals, neural networks, and AI challenges. Gain insights into how machines learn, their capabilities, and future directions in artificial intelligence.
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18 Lesons
56 minutes
On-Demand
Free-Video
Traversy Media

Machine Learning Crash Course With ML.NET

0 rewiews
Comprehensive introduction to machine learning concepts and hands-on demonstration using ML.NET, covering key processes from data loading to model evaluation with practical C# examples.
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21 Lesons
21 minutes
On-Demand
Free-Video
DigitalSreeni

What Is Machine Learning Anyway?

0 rewiews
Explore the fundamentals of machine learning, its applications in microscopy, and different types including supervised and unsupervised learning.
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7 Lesons
21 minutes
On-Demand
Free-Video
Institute for Advanced Study

Nonlinear Independent Component Analysis - Aapo Hyvärinen

0 rewiews
Explore nonlinear independent component analysis, its applications in AI and unsupervised learning, and recent advancements in deep latent variable models with Aapo Hyvärinen.
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23 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Institute for Advanced Study

Everything You Wanted to Know About Machine Learning but Didn't Know Whom to Ask - Sanjeev Arora

0 rewiews
Explore machine learning fundamentals, from text classification to image recognition, with insights on optimization, unsupervised learning, and language models in this comprehensive seminar.
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14 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Great Learning

Ultimate Machine Learning Projects with Python for Beginners - 2024

0 rewiews
Master Python-based machine learning through hands-on projects, from basic algorithms to advanced applications like fake news detection, predictive maintenance, and emotion recognition. Build a portfolio with real-world implementations.
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33 Lesons
9 hours 7 minutes
On-Demand
Free-Video
Serrano.Academy

Machine learning en espanol

0 rewiews
Introducción práctica al aprendizaje automático en español, cubriendo técnicas supervisadas y no supervisadas con aplicaciones reales como reconocimiento de imágenes y sistemas de recomendación.
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7 Lesons
3 hours 30 minutes
On-Demand
Free-Video
CodeWithHarry

Machine Learning Tutorials for Beginners Using Python in Hindi

0 rewiews
हिंदी में पायथन का उपयोग करके मशीन लर्निंग की मूल बातें सीखें। लीनियर रिग्रेशन, सपोर्ट वेक्टर मशीन और डिसीजन ट्री जैसी तकनीकों को समझें और कोड करें।
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23 Lesons
10 hours
On-Demand
Free-Video
Great Learning

Linear Regression in Machine Learning - Machine Learning Tutorial

0 rewiews
Comprehensive exploration of linear regression in machine learning, covering key concepts, applications, and implementation in Python. Ideal for beginners seeking practical understanding of predictive modeling.
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8 Lesons
2 hours 15 minutes
On-Demand
Free-Video
media.ccc.de

Demystifying AI - Understanding Machine Learning Fundamentals

0 rewiews
Fundierte Einführung in Künstliche Intelligenz: Grundlagen des maschinellen Lernens, mathematische Konzepte und Herausforderungen werden verständlich erklärt. Praktische Tipps für den Einstieg inklusive.
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1 Lesons
47 minutes
On-Demand
Free-Video
5 Minutes Engineering

Complete Machine Learning Course - From Basics to Advanced Concepts

0 rewiews
Comprehensive Hindi guide covering ML fundamentals, supervised/unsupervised learning, reinforcement, ensemble methods, neural networks, and genetic algorithms for exam preparation.
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8 Lesons
5 hours 19 minutes
On-Demand
Free-Video
Banach Center

Contrastive Hierarchical Clustering

0 rewiews
Explore Contrastive Hierarchical Clustering techniques and applications in this insightful conference talk by Przemysław Rola from the University of Economics in Krakow.
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1 Lesons
30 minutes
On-Demand
Free-Video
GERAD Research Center

Deep Statistical Solvers and Power Systems Applications

0 rewiews
Explore deep learning applications in power systems, focusing on Graph Neural Networks to address topological changes and optimize grid operations through unsupervised learning.
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1 Lesons
44 minutes
On-Demand
Free-Video
GERAD Research Center

Global Optimization for Cardinality-Constrained Minimum Sum-of-Squares Clustering via Semidefinite Programming

0 rewiews
Explore global optimization techniques for cardinality-constrained minimum sum-of-squares clustering using semidefinite programming, focusing on exact algorithms and state-of-the-art approaches.
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22 Lesons
53 minutes
On-Demand
Free-Video
CdoGEO of Kazan Federal University

Введение в машинное обучение - Часть V

0 rewiews
Изучите основы машинного обучения, включая ключевые концепции и методы, для развития навыков в этой перспективной области информационных технологий.
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1 Lesons
2 hours 56 minutes
On-Demand
Free-Video
Alan Turing Institute

Artificial Intelligence per Kilowatt-Hour - Max Welling, University of Amsterdam

0 rewiews
Explore cutting-edge AI efficiency: compressing neural nets, low-precision computing, and spiking networks to maximize intelligence per kilowatt-hour as AI moves to edge devices.
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26 Lesons
55 minutes
On-Demand
Free-Video
Alan Turing Institute

Targeting Crimes and Criminals Through Data - Dr. Rick Adderley

0 rewiews
Explore data mining in law enforcement, covering challenges in police data analysis, criminal network analysis, and advanced analytics for crime prevention and resource optimization.
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24 Lesons
1 hour 28 minutes
On-Demand
Free-Video
LASCON

Malware Clustering - Static and Dynamic Behavior Analysis

0 rewiews
Explore innovative malware clustering techniques using static and dynamic behavior analysis, machine learning, and similarity search for robust, scalable, and repeatable results.
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11 Lesons
49 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

New Twists for New Tricks - Making Audio Deep Learning Practical

0 rewiews
Explore innovative approaches to audio deep learning, addressing practical challenges in efficiency, unsupervised learning, and resource-limited scenarios for enhanced audio processing and source separation.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Montreal Robotics

Building Adaptable Generalist Robots

0 rewiews
Explore cutting-edge approaches for building adaptable generalist robots, focusing on in-context learning, unsupervised reinforcement learning, and leveraging foundation models for improved generalization and task versatility.
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1 Lesons
48 minutes
On-Demand
Free-Video
Yannic Kilcher

Challenging Common Assumptions in the Unsupervised Learning of Disentangled Representations

0 rewiews
Explores challenges in unsupervised learning of disentangled representations, questioning assumptions and efficacy of current approaches through theoretical analysis and extensive experiments.
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6 Lesons
28 minutes
On-Demand
Free-Video
Open Data Science

Data Science + Design Thinking - Perfect Blend to Achieve the Best User Experience - Michael Radwin

0 rewiews
Blend data science with design thinking to create AI/ML products that prioritize customer needs, using empathy, experimentation, and rapid prototyping for optimal user experience.
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6 Lesons
26 minutes
On-Demand
Free-Video
Open Data Science

Gael Varoquaux at ODSC Boston 2015 - Scikit-Learn for Easy Machine Learning

0 rewiews
Explore machine learning with scikit-learn: its popularity, capabilities, and future. Learn about easy predictive analysis, development process, and exciting new features in this data science ecosystem.
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30 Lesons
52 minutes
On-Demand
Free-Video
Alan Turing Institute

A Review of Machine Learning Techniques for Anomaly Detection - Dr. David Green

0 rewiews
Explore machine learning techniques for anomaly detection, covering traditional methods, deep neural networks, and practical applications in various domains.
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25 Lesons
22 minutes
On-Demand
Free-Video
MITCBMM

Unsupervised Discovery of Temporal Sequences in High-Dimensional Datasets

0 rewiews
Explore unsupervised discovery of temporal sequences in high-dimensional datasets using seqNMF, a tool extending convolutional NMF. Learn to extract and validate neural sequences from large-scale recordings.
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11 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Unsupervised Features Learning for Sampled Vector Fields

0 rewiews
Explore innovative techniques for analyzing sampled vector fields using graph structures and unsupervised learning, revealing hidden features correlated with known dynamics in analytical models.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Alan Turing Institute

At Scale Anomaly Detection for Enterprise Security - Joshua Neil, Microsoft

0 rewiews
Explore scalable anomaly detection for enterprise cybersecurity with Microsoft's Joshua Neil. Learn about real-time telemetry, unsupervised learning, and post-breach detection techniques.
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1 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Alan Turing Institute

Geometric Graph-Based Methods for High Dimensional Data

0 rewiews
Explore geometric graph-based methods for segmenting large datasets, combining nonlinear PDE image segmentation with linear algebra techniques to solve graph cut optimization problems in various applications.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Automated Pipeline for Large-Scale Neural Network Training and Inference

0 rewiews
Explore cloud-native ML pipeline for automated anomaly detection using BiLSTM models. Learn to manage thousands of models with data collection, training, validation, and deployment techniques.
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1 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Smoothed Analysis for Tensor Decompositions and Unsupervised Learning

0 rewiews
Explore smoothed analysis for tensor decompositions and unsupervised learning, focusing on polynomial time guarantees and robust decompositions of symmetric overcomplete tensors.
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1 Lesons
33 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Tensor Decompositions - A Quick Tour of Illustrative Applications

0 rewiews
Explore tensor decompositions for data analysis and dimensionality reduction. Learn fundamentals, applications in various fields, and hands-on examples using real-world datasets.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Unsupervised Alignment of Graphs and Embeddings: Fundamental Limits and Computational Methods

0 rewiews
Explore unsupervised alignment techniques for graphs and embeddings, examining fundamental limits and computational approaches for data analysis and machine learning applications.
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1 Lesons
54 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Simulation-Based Inference for Gravitational Wave Astronomy - IPAM at UCLA

0 rewiews
Explore simulation-based inference techniques for gravitational wave astronomy, covering frequentist vs. Bayesian approaches, summary statistics, and the role of neural networks and inductive bias.
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20 Lesons
49 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Genome-wide Prediction of Disease Variants with a Deep Protein Language Model

0 rewiews
Explore genome-wide prediction of disease variants using deep protein language models. Learn cutting-edge techniques for identifying potential genetic causes of diseases.
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1 Lesons
32 minutes
On-Demand
Free-Video
Great Learning

Python for Machine Learning - Machine Learning Tutorial for Beginners

0 rewiews
Comprehensive introduction to Python libraries for machine learning, covering NumPy, Pandas, and Seaborn. Includes practical implementations of algorithms and data visualization techniques.
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20 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Great Learning

Python for Machine Learning - Machine Learning for Beginners

0 rewiews
Explore essential Python libraries for machine learning, including NumPy for numerical computation, Pandas for data manipulation, and Seaborn for visualization. Gain practical skills through demos and Q&A.
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19 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Great Learning

Python for Machine Learning - Machine Learning Tutorial - Python Tutorial

0 rewiews
Explore Python libraries for machine learning, including NumPy, Pandas, and Seaborn. Learn data manipulation, visualization, and practical ML implementation through examples and hands-on demonstrations.
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24 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Discover AI

Unsupervised In-Context Learning Plus: From Few-Shot to Many-Shot Learning in Large Language Models

0 rewiews
Explore advanced In-Context Learning techniques for Large Language Models, from few-shot to many-shot approaches, focusing on unsupervised learning and autonomous capabilities with 1M token context.
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7 Lesons
31 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Applications of Algebraic Complexity to Unsupervised Learning

0 rewiews
Delve into advanced algebraic complexity theory and its applications in unsupervised learning algorithms, exploring computational hardness of multivariate polynomials and efficient learning techniques.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Centre for Networked Intelligence, IISc

Fair Clustering: Notations and Algorithms

0 rewiews
Explore fair clustering algorithms and their role in preventing discriminatory outcomes in machine learning applications, focusing on group fairness and equal representation across clusters.
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1 Lesons
1 hour
On-Demand
Free-Video
Aladdin Persson

Latent Dirichlet Allocation with Gibbs Sampling Explained

0 rewiews
Comprehensive explanation of Latent Dirichlet Allocation (LDA) with Gibbs Sampling, covering topic modeling, posterior inference, and implementation details. Ideal for those interested in understanding this classic machine learning technique.
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10 Lesons
33 minutes
On-Demand
Free-Video
Weights & Biases

Enhance Low Light Images Using Keras, Python and Weights & Biases

0 rewiews
Learn to enhance low-light images using Zero-DCE, an unsupervised technique implemented with Python, Keras, and Weights & Biases. Explore model training, experiment tracking, and result visualization in this hands-on tutorial.
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16 Lesons
36 minutes
On-Demand
Free-Video
Simons Institute

Power of Active Sampling for Unsupervised Learning

0 rewiews
Explore active sampling techniques for unsupervised learning, focusing on matrix completion, graphical models, and clustering. Learn about statistical tradeoffs and computational complexity.
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22 Lesons
52 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2017 - Unsupervised Learning of Structure

0 rewiews
Explore unsupervised learning methods for NLP, covering feature and structure learning, design decisions, and practical examples. Gain insights into advanced techniques for neural network-based language processing.
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20 Lesons
55 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2020 - Unsupervised and Semi-supervised Learning of Structure

0 rewiews
Explore unsupervised and semi-supervised learning methods for NLP, covering feature learning, structure learning, and design decisions with practical examples and applications.
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15 Lesons
1 hour 13 minutes
On-Demand
Free-Video
The Full Stack

Research Directions - Full Stack Deep Learning - Spring 2021

0 rewiews
Explore recent advances in deep learning, including unsupervised and reinforcement learning, meta-learning, and applications in science and engineering. Gain insights into research trends and staying updated.
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10 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Android Developers

Self-Driving Apps - Using Machine Learning and AI to Improve App Performance

0 rewiews
Explore machine learning in apps with examples from Instacart. Learn how AI enhances performance, improves logistics, and drives growth in mobile applications.
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24 Lesons
29 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

A Roadmap for Reverse-Architecting the Brain’s Neocortex

0 rewiews
Explore a roadmap for reverse-engineering the neocortex, from biological observations to computational primitives and functional building blocks, towards developing biologically plausible neural networks for unsupervised learning.
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35 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Open Data Science

Scientific Discovery and Unsupervised Disentanglement - Yair Weiss, PhD

0 rewiews
Explore scientific discovery and unsupervised disentanglement with Prof. Yair Weiss. Learn about ML for scientific discovery, deep generative models, and new possibility theorems in this insightful talk on machine learning advancements.
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6 Lesons
37 minutes
On-Demand
Free-Video
MITCBMM

Deep Generative Models for Speech and Images

0 rewiews
Explore deep learning's power in generating sounds and images, focusing on unsupervised learning and multiple levels of abstraction for advanced AI applications.
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6 Lesons
42 minutes
On-Demand
Free-Video
MITCBMM

Unsupervised Learning of Spoken Language with Visual Context

0 rewiews
Explores unsupervised learning of spoken language using visual context, aiming to develop ASR capabilities for more languages through audio-visual embedding and clustering techniques.
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16 Lesons
34 minutes
On-Demand
Free-Video
Yannic Kilcher

Learning to Classify Images Without Labels - Paper Explained

0 rewiews
Explore innovative techniques for unsupervised image classification, combining representation learning, clustering, and self-labeling to group visually similar images without predefined labels.
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9 Lesons
46 minutes
On-Demand
Free-Video
Yannic Kilcher

Concept Learning with Energy-Based Models

0 rewiews
Explore energy-based models for concept learning, focusing on their ability to generalize, reason abstractly, and solve problems creatively with limited data through inference-time optimization.
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1 Lesons
39 minutes
On-Demand
Free-Video
Yannic Kilcher

Dynamical Distance Learning for Semi-Supervised and Unsupervised Skill Discovery

0 rewiews
Explore dynamical distance learning for reinforcement agents, enhancing policy learning through state distance estimation. Discover applications in semi-supervised and unsupervised skill acquisition.
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1 Lesons
23 minutes
On-Demand
Free-Video
Yannic Kilcher

World Models

0 rewiews
Explore generative neural network models for reinforcement learning environments, learning compressed representations and training agents in hallucinated dreams for efficient task-solving.
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1 Lesons
19 minutes
On-Demand
Free-Video
Alan Turing Institute

Clustering and Classification From the Core to the Edge - Thomas Strohmer, California University

0 rewiews
Explore unsupervised learning, spectral clustering, and edge AI through diffusion maps, graph cuts, and compressive techniques. Gain insights into data shape, community detection, and on-device machine learning challenges.
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31 Lesons
41 minutes
On-Demand
Free-Video
Alan Turing Institute

Unsupervised Doodling and Painting with Generative Agents

0 rewiews
Explore unsupervised learning in generative art, reinforcement learning agents as image creators, and the potential of AI in artistic tools and creative processes.
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42 Lesons
1 hour 1 minute
On-Demand
Free-Video
Alfredo Canziani

Unsupervised Learning - Autoencoding the Targets

0 rewiews
Explore unsupervised learning and generative models, covering topics like latent space interpolation, style transfer, super resolution, and autoencoders. Gain insights into advanced machine learning concepts and techniques.
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20 Lesons
57 minutes
On-Demand
Free-Video
Alfredo Canziani

Deep Learning for Natural Language Processing

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Explore NLP architectures, transformers, language models, and advanced techniques for text generation and embedding learning in this comprehensive deep learning lecture.
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7 Lesons
1 hour 41 minutes
On-Demand
Free-Video
Shashank Kalanithi

Hands on Machine Learning - Unsupervised Learning

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Explore unsupervised learning techniques including clustering, dimensionality reduction, and Gaussian mixture models. Hands-on implementation using Python libraries for data analysis and visualization.
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15 Lesons
58 minutes
On-Demand
Free-Video
Extern Code

Why Machine Learning Is Important - Learn Machine Learning - Machine Learning Algorithm

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Explore machine learning fundamentals, algorithms, and applications. Gain insights into supervised and unsupervised learning, and practice with Microsoft Azure experiments.
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17 Lesons
2 hours 34 minutes
On-Demand
Free-Video
Simons Institute

Representation Learning of Grounded Language and Knowledge - With and Without End-to-End Learning

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Explore representation learning for grounded language and knowledge, covering end-to-end learning, procedural language challenges, and applications in cooking instructions and dialogue generation.
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36 Lesons
43 minutes
On-Demand
Free-Video
Open Data Science

Generative Adversarial Networks for Image Synthesis and Translation - Dr. Jan Kautz

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Explore recent GAN advancements for image synthesis and translation, including conditional GANs, supervised vs unsupervised methods, and multimodal approaches. Learn to design, modify, and understand GAN architectures.
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17 Lesons
46 minutes
On-Demand
Free-Video
Open Data Science

Unsupervised Feature Learning with Matrix Decomposition - Aedin Culhane, PhD | ODSC East 2018

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Explore unsupervised learning techniques for high-dimensional data analysis, focusing on matrix factorization methods and their applications in oncology and precision medicine.
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17 Lesons
53 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Computer Vision for Segmenting & Analyzing Subcellular Components in Cryo-Electron Tomography

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Explore computer vision techniques for automated 3D segmentation and analysis of subcellular components in cryo-electron tomography, focusing on mitochondrial features in Huntington's Disease neurons.
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28 Lesons
55 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Machine Learning for Quantum Simulation - IPAM at UCLA

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Explore machine learning applications in quantum simulation, focusing on neural networks for phase recognition and insights into complex quantum systems.
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20 Lesons
46 minutes
On-Demand
Free-Video
5 Minutes Engineering

K-Means Clustering in Machine Learning and Neural Networks - Day 8

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Explore K-Means Clustering algorithm for unsupervised learning, understanding its principles and applications in machine learning and neural networks.
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1 Lesons
37 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Toward Theoretical Understanding of Deep Learning - Lecture 2

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Explores theoretical aspects of deep learning, including overparameterization, optimization, generalization, and generative models, offering insights for researchers and practitioners in machine learning.
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42 Lesons
1 hour 21 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Mathematics of Machine Learning: An Introduction - Lecture 1

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Comprehensive introduction to machine learning fundamentals, covering mathematical formalization, deep learning concepts, optimization techniques, and real-world applications in various domains.
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50 Lesons
1 hour 43 minutes
On-Demand
Free-Video