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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
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

Generative Models With Domain Knowledge for Weakly Supervised Clustering

0 rewiews
Explore deep generative models for weakly supervised clustering, incorporating domain knowledge and survival data to guide algorithms towards medically meaningful findings in biomedical datasets.
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26 Lesons
1 hour 1 minute
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

Weakly-Supervised, Large-Scale Computational Pathology for Diagnosis and Prognosis - Max Lu

0 rewiews
Explore machine learning models for histopathology analysis, enabling large-scale cancer diagnosis and prognosis without manual annotations. Learn about innovative approaches in computational pathology.
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37 Lesons
52 minutes
On-Demand
Free-Video
Stanford University

Observational Supervision for Medical Image Classification

0 rewiews
Exploring gaze data as a novel supervision source for training deep learning models in medical image classification, focusing on chest X-rays and brain MRI scans for improved efficiency and accuracy.
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7 Lesons
36 minutes
On-Demand
Free-Video
CrashCourse

Artificial Intelligence by CrashCourse

0 rewiews
In 20 episodes, Jabril will teach you about Artificial Intelligence and Machine Learning!
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21 Lesons
4 hours 30 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
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

Deep Reinforcement Learning for Object Tracking

0 rewiews
Explore action-driven object tracking using deep reinforcement learning, covering policy, value functions, and training approaches for improved visual tracking performance.
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15 Lesons
30 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
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

Back Propagation

0 rewiews
Comprehensive exploration of backpropagation in neural networks, covering its principles, algorithm, types, advantages, and disadvantages for effective machine learning model training.
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10 Lesons
1 hour 40 minutes
On-Demand
Free-Video
Great Learning

Supervised Learning Full Course - Supervised Learning Tutorial for Beginners

0 rewiews
In this video we will be explaining various advantages in detail. We will also be covering different topics such as, What is Machine Learning, What are their types, Python implementation for Regression, and much more.
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9 Lesons
4 hours 46 minutes
On-Demand
Free-Video
Great Learning

Support Vector Machine - SVM - Machine Learning Tutorial

0 rewiews
Support Vector Machines have various applications such as they can be used in classification of images, in handwritten character recognition, classification of satellite SAR data. Learn about SVM in this video by Great Learning.
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7 Lesons
39 minutes
On-Demand
Free-Video
Great Learning

Supervised Machine Learning with Tree-Based Models

0 rewiews
Learn supervised machine learning using tree-based models. Explore decision trees and random forests, with practical Python implementations for real-world problem-solving and performance optimization.
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7 Lesons
1 hour 42 minutes
On-Demand
Free-Video
Great Learning

Logistic Regression and Naive Bayes in Machine Learning - Machine Learning Tutorial - Great Learning

0 rewiews
Comprehensive tutorial on Logistic Regression and Naive Bayes, covering theory and practical applications in fraud detection and diabetes prediction. Includes machine learning basics and hands-on demos.
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15 Lesons
1 hour 35 minutes
On-Demand
Free-Video
Serrano.Academy

Supervised Learning

0 rewiews
Explore linear regression, logistic regression, perceptron algorithm, and support vector machines in this friendly introduction to key supervised learning concepts.
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3 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Caleb Curry

Machine Learning

0 rewiews
Comprehensive introduction to machine learning, covering algorithms, data analytics, and predictive modeling. Includes hands-on tutorials on data preparation, visualization, and decision tree implementation.
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29 Lesons
2 hours 30 minutes
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
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
Brandon Rohrer

How K-Nearest Neighbors Works

0 rewiews
Explore k-nearest neighbors algorithm for classification and regression, including key considerations like k value, feature scaling, and distance metrics.
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8 Lesons
26 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
Bolei Zhou

Introduction to Reinforcement Learning - Lecture 1: Overview of RL

0 rewiews
强化学习入门概述:介绍RL基本概念、特点和应用,探讨其与监督学习的区别,展示RL在游戏、机器人等领域的成功案例,解释RL与深度学习的结合。
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21 Lesons
23 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
TEDx

Veri Biliminin Derinlerine Yolculuk - Geleceğin Haritası

0 rewiews
Veri biliminin toplumsal etkileri, makine öğrenmesinin günlük hayattaki uygulamaları ve kişisel deneyimler üzerinden alanın geleceğine dair ilham verici bir bakış.
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1 Lesons
19 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
Galileo Galilei Institute

Introduction to the Dynamics of Disordered Systems: Equilibrium and Gradient Descent - Lecture 1

0 rewiews
Explore disordered systems dynamics, covering glasses, jamming transitions, and optimization problems. Gain insights into metastable states and algorithmic applications in various fields.
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14 Lesons
1 hour 45 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

0 rewiews
Explorez les approches pour intégrer l'équité dans l'apprentissage automatique appliqué aux soins de santé, en abordant les biais algorithmiques et les disparités en matière de santé.
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14 Lesons
48 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
Paul G. Allen School

Robotics Seminar - Michael Beetz - University Bremen, IAI

0 rewiews
Explore cognitive architectures and knowledge representation for advanced robot manipulation, focusing on symbolic reasoning, mental simulation, and real-world applications in autonomous systems.
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37 Lesons
1 hour 2 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
MITCBMM

A Number Sense as an Emergent Property of the Manipulation Brain

0 rewiews
Explore how number sense emerges from brain manipulation, examining experiments, perceptions, and the role of supervised learning in developing numerical understanding.
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28 Lesons
47 minutes
On-Demand
Free-Video
RWTH Center for Artificial Intelligence

Robots Learning Through Interaction

0 rewiews
Explore robot learning through interaction, covering supervised, imitation, reinforcement, and interactive learning methods. Gain insights into motor skill acquisition and human-robot collaboration.
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1 Lesons
40 minutes
On-Demand
Free-Video
Montreal Robotics

Towards Large Behavior Models: Versatile and Dexterous Robots via Supervised Learning

0 rewiews
Explore advancements in machine learning for robotics, focusing on creating versatile and dexterous robots through supervised learning and the development of Large Behavior Models.
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1 Lesons
55 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
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
Prodramp

Machine Learning with DataRobot AI Cloud Platform

0 rewiews
Comprehensive tutorial on DataRobot AI Cloud Platform, covering machine learning model building, evaluation, and deployment. Explores key features like AutoML, bias detection, and model optimization.
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32 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Great Learning

Classification Algorithm Tutorial - Machine Learning Tutorial

0 rewiews
Comprehensive tutorial on classification algorithms in machine learning, covering techniques for categorizing new observations based on training data. Explores supervised learning methods and practical applications.
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1 Lesons
9 hours 40 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Statistics, Topology and Data Analysis

0 rewiews
Explore the synergy between statistics and topological data analysis for solving real-world problems, with a focus on supervised learning and applications in materials science.
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1 Lesons
1 hour 3 minutes
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
Applied Algebraic Topology Network

Exact Multi-Parameter Persistent Homology of Time-Series Data

0 rewiews
Explore multi-parameter persistent homology for time-series data analysis, featuring an exact formula for one-dimensional reduction and efficient computational methods using Fourier decomposition and Liouville torus.
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1 Lesons
48 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Deep Learning and Computations of PDEs by Siddhartha Mishra

0 rewiews
Explore deep learning applications in PDEs, uncertainty quantification, and optimization. Learn about operator learning, DeepOnet decomposition, and high-dimensional PDEs in this advanced lecture.
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17 Lesons
50 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Using Machine Learning to Formulate Mathematical Conjectures - IPAM at UCLA

0 rewiews
Explore how machine learning aids mathematicians in formulating conjectures, focusing on a discovery linking low-dimensional topology and geometry, with insights on the method's potential and limitations.
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10 Lesons
51 minutes
On-Demand
Free-Video
Fields Institute

Approximation Theory of Deep Learning from the Dynamical Viewpoint

0 rewiews
Explore deep learning approximation theory from a dynamical perspective, covering supervised learning, universal approximation, sequence modeling, and insights on various neural network architectures.
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23 Lesons
45 minutes
On-Demand
Free-Video
MITCBMM

Building a State Space for Song Learning

0 rewiews
Explore how songbirds develop neural sequences for vocalizations, examining the role of auditory memory in shaping motor circuits and facilitating song learning through reinforcement mechanisms.
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14 Lesons
57 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 for Beginners

0 rewiews
Learn Python for machine learning, covering key concepts, popular packages, and algorithms like linear regression and K-nearest neighbor. Gain practical skills for a high-paying career in this rapidly growing field.
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13 Lesons
1 hour 11 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
UofU Data Science

Machine Learning Mid-Semester Review - Lecture 15

0 rewiews
Dive into a comprehensive mid-semester review of fundamental machine learning concepts, covering key principles and techniques explored throughout the academic term.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 10

0 rewiews
Dive into advanced machine learning concepts and techniques through comprehensive coverage of key algorithms, theoretical foundations, and practical applications in data science.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 1

0 rewiews
Dive into foundational machine learning concepts, algorithms, and theoretical frameworks in this comprehensive first lecture of advanced data science studies.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
UofU Data Science

Introduction to Neural Networks - Lecture 25

0 rewiews
Explore neural networks' fundamental concepts, structure, and prediction mechanisms while learning essential training approaches for building effective machine learning models.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 7

0 rewiews
Dive into advanced machine learning concepts and algorithms through comprehensive coverage of key theoretical foundations and practical implementations in data science.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
UofU Data Science

Machine Learning Fundamentals - Lecture 6

0 rewiews
Dive into advanced machine learning concepts and techniques through comprehensive coverage of key algorithms, theoretical foundations, and practical applications in data science.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Stochastic Gradient Descent for Support Vector Machines - Lecture 22

0 rewiews
Dive into stochastic gradient descent algorithms and their application in optimizing Support Vector Machines through practical implementation techniques and mathematical foundations.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
UofU Data Science

Logistic Regression - Machine Learning Lecture 25

0 rewiews
Dive into logistic regression classification, exploring maximum likelihood, posterior criteria, and loss minimization principles for effective machine learning model development.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Squid: Schools for Quantum Information Development

Trained Quantum Neural Networks are Gaussian Processes

0 rewiews
Explore the mathematical foundations of quantum neural networks, focusing on their convergence to Gaussian processes and implications for training in supervised learning scenarios.
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1 Lesons
25 minutes
On-Demand
Free-Video
UofU Data Science

Neural Networks - Lecture 25

0 rewiews
Dive into neural networks' structural foundations and discover their role as a hypothesis class, exploring key concepts and practical applications in machine learning.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Logistic Regression - Machine Learning Lecture 24

0 rewiews
Master logistic regression classification through maximum likelihood and maximum a posteriori criteria, building practical skills for effective machine learning model development.
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1 Lesons
43 minutes
On-Demand
Free-Video
UofU Data Science

Reinforcement Learning from Human Feedback (RLHF) - Advances in Generative AI

0 rewiews
Dive into reinforcement learning from human feedback (RLHF) and its crucial role in advancing generative AI systems, exploring key concepts, implementation strategies, and real-world applications.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
UofU Data Science

Stochastic Gradient Descent for Support Vector Machines - Lecture 21B

0 rewiews
Dive into optimization techniques for Support Vector Machines, focusing on stochastic gradient descent methods and their practical implementation in machine learning algorithms.
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1 Lesons
20 minutes
On-Demand
Free-Video
UofU Data Science

Pretraining and Finetuning in Machine Learning

0 rewiews
Dive into the fundamental concepts of pretraining and finetuning in machine learning, exploring key techniques and applications for model optimization.
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1 Lesons
33 minutes
On-Demand
Free-Video
UofU Data Science

Supervised Learning: The Setup - Lecture 2

0 rewiews
Dive into supervised learning fundamentals through interactive games and explore key concepts like instance space, label space, and hypothesis space selection for effective model development.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
UofU Data Science

Linear Models and Their Geometry in Machine Learning - Lecture 6

0 rewiews
Explore the geometry and fundamental concepts of linear classifiers, examining their role as essential tools in machine learning classification problems.
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1 Lesons
33 minutes
On-Demand
Free-Video
UofU Data Science

Decision Trees in Machine Learning: Practical Concerns and Overfitting - Lecture 5

0 rewiews
Delve into practical aspects of decision tree learning, exploring implementation challenges and understanding how to address overfitting in machine learning models.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Learning Decision Trees Using ID3 Heuristic - Lecture 4

0 rewiews
Master the ID3 heuristic algorithm for decision tree learning through practical examples and hands-on application with real datasets, focusing on fundamental concepts and implementation techniques.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
UofU Data Science

Supervised Learning: The Setup and Hypothesis Space Selection - Lecture 3

0 rewiews
Delve into supervised learning concepts, focusing on hypothesis space selection and its crucial role in building effective machine learning models.
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1 Lesons
44 minutes
On-Demand
Free-Video
UofU Data Science

Decision Trees and Overfitting in Machine Learning - Lecture 6

0 rewiews
Dive into advanced concepts of decision trees, focusing on overfitting challenges and practical solutions for building more robust machine learning models.
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1 Lesons
47 minutes
On-Demand
Free-Video
UofU Data Science

Introduction to the Perceptron Algorithm - Lecture 9

0 rewiews
Dive into the fundamentals of Perceptron algorithm, exploring its intuitive principles, variations, and practical applications in neural network development.
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1 Lesons
58 minutes
On-Demand
Free-Video
GAIA

Should We Teach Machine Learning Systems?

0 rewiews
Explore feature engineering and instruction in machine learning to improve AI system output quality and reliability. Contrast with current hands-off learning approaches.
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1 Lesons
28 minutes
On-Demand
Free-Video
Edan Meyer

Learning Forever, Backprop Is Insufficient

0 rewiews
Explores continual learning in machine learning, discussing plasticity decay and proposing Continual Backpropagation as a solution to overcome limitations of traditional backpropagation in non-stationary environments.
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8 Lesons
26 minutes
On-Demand
Free-Video
Yannic Kilcher

Learning to Summarize from Human Feedback

0 rewiews
Explore OpenAI's innovative approach to text summarization using human feedback and reinforcement learning, improving summary quality beyond traditional metrics and supervised learning methods.
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11 Lesons
46 minutes
On-Demand
Free-Video
Yannic Kilcher

HyperTransformer - Model Generation for Supervised and Semi-Supervised Few-Shot Learning

0 rewiews
Explore HyperTransformer, a novel approach to few-shot learning using transformers to generate CNN weights. Learn about its architecture, advantages, and potential applications in machine learning.
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12 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Yannic Kilcher

Self-Supervised Learning - The Dark Matter of Intelligence

0 rewiews
Explore self-supervised learning as a promising approach for AI to develop background knowledge and common sense, with insights from Yann LeCun and Ishan Misra of Facebook AI Research.
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9 Lesons
59 minutes
On-Demand
Free-Video
Simons Institute

What Is the Statistical Complexity of Reinforcement Learning?

0 rewiews
Explore statistical complexity in reinforcement learning, covering supervised learning, linear models, evaluation challenges, and realizability conditions.
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13 Lesons
30 minutes
On-Demand
Free-Video
Graham Neubig

Neural Nets for NLP 2020 - Generating Trees Incrementally

0 rewiews
Explore transition-based parsing, shift-reduce parsing with neural networks, stack LSTMs, and semantic parsing for natural language processing applications.
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13 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Great Learning

Supervised Learning Projects Tutorial - Machine Learning Tutorial

0 rewiews
Hands-on tutorial exploring supervised learning projects, including COVID-19 prediction, Pokémon analysis, and credit card fraud detection. Covers data gathering, visualization, and practical implementation of machine learning algorithms.
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30 Lesons
2 hours 59 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Deep Learning Revolution: Turing Award Lecture by Geoffrey Hinton and Yann LeCun

0 rewiews
Pioneers of deep learning discuss breakthroughs, applications, and future prospects of neural networks in AI, from handwriting recognition to medical imaging and autonomous vehicles.
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41 Lesons
1 hour 31 minutes
On-Demand
Free-Video
Churchill CompSci Talks

PAC Learning

0 rewiews
Explore PAC learning framework in machine learning, covering supervised classification, learnability criteria, and VC dimension. Understand theoretical foundations and practical implications.
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13 Lesons
31 minutes
On-Demand
Free-Video
IEEE

Grammatical Inference and Language Frameworks for LANGSEC

0 rewiews
Explore grammatical inference and language frameworks for enhancing security protocols and parsers. Learn about pattern languages, formal systems, and their applications in HTTP session analysis.
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14 Lesons
22 minutes
On-Demand
Free-Video

Wikipedia Vector Search Demo with Weaviate

0 rewiews
Explore semantic search through Wikipedia using Weaviate, featuring demos of vector search, question answering, and applications in various domains like protein folding and natural language processing.
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13 Lesons
24 minutes
On-Demand
Free-Video
MITCBMM

Improving Generalization by Self-Training & Self Distillation

0 rewiews
Explore self-training and self-distillation techniques to improve model generalization, with insights on regularization effects and applications in deep learning.
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19 Lesons
44 minutes
On-Demand
Free-Video
MITCBMM

Connections Between Physics and Deep Learning

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Explore the fascinating intersections of physics and deep learning, from neural networks to scale-invariant behavior, with insights from MIT's Max Tegmark.
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13 Lesons
52 minutes
On-Demand
Free-Video
Yannic Kilcher

Reinforcement Learning Upside Down - Don't Predict Rewards, Just Map Them to Actions

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Innovative approach to reinforcement learning that maps desired rewards to actions, transforming it into supervised learning. Shows promising performance compared to traditional RL algorithms.
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1 Lesons
27 minutes
On-Demand
Free-Video
Yannic Kilcher

Manifold Mixup: Better Representations by Interpolating Hidden States

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Explore Manifold Mixup, a regularization technique that improves neural network performance by interpolating hidden representations, leading to smoother decision boundaries and more robust predictions.
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1 Lesons
21 minutes
On-Demand
Free-Video
Alfredo Canziani

Gradient Descent and the Backpropagation Algorithm

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Explore gradient descent and backpropagation algorithms, covering supervised learning, parametrized models, loss functions, and neural network architectures with PyTorch implementation.
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15 Lesons
1 hour 51 minutes
On-Demand
Free-Video
Alfredo Canziani

Low Resource Machine Translation

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Explore machine translation techniques for low-resource languages, covering evaluation methods, supervised and unsupervised learning approaches, and domain adaptation. Gain insights into Nepali-English translation case study.
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22 Lesons
1 hour 58 minutes
On-Demand
Free-Video
Alfredo Canziani

Supervised and Self-Supervised Transfer Learning With PyTorch Lightning

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Explore supervised and self-supervised transfer learning techniques using PyTorch Lightning, comparing their implementation, training, and generalization capabilities in deep learning applications.
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8 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Alfredo Canziani

History, Motivation, and Evolution of Deep Learning

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Explore the history, motivation, and evolution of deep learning, covering key concepts like gradient descent, backpropagation, CNNs, and feature extraction in neural networks.
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7 Lesons
1 hour 39 minutes
On-Demand
Free-Video
Pascal Poupart

Policy Gradient

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Learn about policy gradient methods in reinforcement learning, covering stochastic policies, supervised learning, and the stochastic gradient policy theorem with applications to AlphaGo.
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8 Lesons
41 minutes
On-Demand
Free-Video
Pascal Poupart

Inverse RL

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Explore inverse reinforcement learning, its applications, and key concepts like feature matching and maximizing margins. Learn implementation techniques and policy induction.
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14 Lesons
38 minutes
On-Demand
Free-Video