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Showing: 151 courses
Nvidia

Mastering Recommender Systems

3 rewiews
Explore top strategies for building effective e-commerce recommendation systems, featuring insights from Kaggle Grandmasters on candidate generation, reranking, and model ensembling techniques.
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10 Lesons
47 minutes
On-Demand
Free-Video
Santa Fe Institute

A Recommender Network Perspective on the Informational Value of Critics and Crowds

0 rewiews
Explore the informational value of critics and crowds through a recommender network lens, offering insights into decision-making and information processing in complex systems.
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1 Lesons
58 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Configurable Fairness for New Item Recommendation Considering Entry Time - SIGIR 2024

0 rewiews
Explore configurable fairness in recommender systems, focusing on new item recommendations and entry time considerations for enhanced algorithmic equity.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Fair Recommendations with Limited Sensitive Attributes - A Distributionally Robust Optimization Approach

0 rewiews
Explore distributionally robust optimization for fair recommendations with limited sensitive attributes in RecSys, enhancing fairness in machine learning applications.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Going Beyond Popularity and Positivity Bias: Correcting Multifactorial Bias in Recommender Systems - M1.7

0 rewiews
Explore techniques for addressing multiple biases in recommender systems, focusing on fairness and accuracy beyond popularity and positivity.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

CaDRec: Contextualized and Debiased Recommender Model - Fairness in RecSys

0 rewiews
Explore a contextualized and debiased recommender model for fair and accurate recommendations in information retrieval systems.
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1 Lesons
13 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Reinforcement Learning-based Recommender Systems with Large Language Models - SIGIR 2024

0 rewiews
Explore reinforcement learning-based recommender systems using LLMs for state reward and action modeling in this cutting-edge research presentation.
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1 Lesons
18 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Fair Sequential Recommendation without User Demographics - SIGIR 2024

0 rewiews
Explore fair sequential recommendation techniques without relying on user demographics, enhancing ethical AI practices in recommender systems.
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1 Lesons
11 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Data-efficient Fine-tuning for LLM-based Recommendation - SIGIR 2024 M1.6

0 rewiews
Explore data-efficient fine-tuning techniques for LLM-based recommendation systems, enhancing performance with minimal data requirements.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and Relevance - Evaluation M1.5

0 rewiews
Explore the reliability of fairness evaluations in recommender systems, examining the interplay between fairness and relevance metrics for more trustworthy assessments.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Enhancing Sequential Recommenders with Augmented Knowledge from Aligned LLMs - SIGIR 2024

0 rewiews
Explore innovative techniques for enhancing sequential recommender systems using aligned large language models, improving personalized recommendations in various applications.
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1 Lesons
16 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

IDGenRec: LLM-RecSys Alignment with Textual ID Learning - Lecture 1

0 rewiews
Explore LLM-RecSys alignment through textual ID learning, enhancing recommendation systems with advanced language models.
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1 Lesons
14 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building Scalable ML Services for Rapid Development in Health and Wellness

0 rewiews
Discover how to build and scale ML services for health and wellness products, reducing release time by 85% using open-source tools like DBT, AirFlow, and MLFlow.
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Machine Learning on Dynamic Graphs - Temporal Graph Networks

0 rewiews
Explore Temporal Graph Networks for dynamic graph analysis, unlocking insights in evolving systems like social networks and financial transactions.
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1 Lesons
45 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Supercharging Recommender Systems - Unleashing the Power of Distributed Model Training

0 rewiews
Explore distributed model training techniques to enhance recommender systems, boosting performance and scalability for production environments.
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1 Lesons
22 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Continuously Improving Large Scale Recommenders with MLOps Tools and Practices

0 rewiews
Leverage MLOps tools and practices to operationalize and continuously improve recommendation systems at scale using NVIDIA Merlin and Kubeflow on Google Kubernetes Engine.
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1 Lesons
36 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Testing Recommender Systems in the Wild - MLOps World

0 rewiews
Explore behavioral testing for recommender systems using RecList. Scale up real-world testing in research and production with hands-on coding and practical examples.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

GPT4Rec: Graph Prompt Tuning for Streaming Recommendation - Tutorial 2.5

0 rewiews
Explore graph prompt tuning for streaming recommendations using GPT4Rec, enhancing real-time personalized content delivery in dynamic environments.
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1 Lesons
16 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Large Language Models for Next Point-of-Interest Recommendation - Tutorial 2.4

0 rewiews
Explore innovative applications of large language models in next point-of-interest recommendation systems for enhanced user experiences and improved location-based services.
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1 Lesons
16 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Disentangled Contrastive Hypergraph Learning for Next POI Recommendation - Lecture 4

0 rewiews
Explore innovative hypergraph learning techniques for next POI recommendations, enhancing user experience in location-based services.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Graph Signal Diffusion Model for Collaborative Filtering - Tutorial 2.2

0 rewiews
Explore graph signal diffusion models for collaborative filtering in recommendation systems, enhancing predictive accuracy and user experience.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Denoising Diffusion Recommender Model - Lecture 2.2

0 rewiews
Explore cutting-edge denoising diffusion techniques for recommender systems, enhancing prediction accuracy and user experience in personalized recommendations.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity

0 rewiews
Explore collaborative filtering using diffusion models, unveiling high-order connectivity potential in recommendation systems for enhanced user experiences.
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1 Lesons
16 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Diffusion Models for Generative Outfit Recommendation - Session T2.2

0 rewiews
Explore innovative diffusion models for generative outfit recommendations, enhancing personalized fashion suggestions through advanced machine learning techniques.
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1 Lesons
12 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

On Generative Agents in Recommendation - Tutorial 2.5

0 rewiews
Explore generative agents in recommendation systems, focusing on prompts, instructions, and LLMs to enhance user experiences and personalization.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Let Me Do It For You: Towards LLM Empowered Recommendation via Tool Learning

0 rewiews
Explore LLM-empowered recommendation systems through tool learning, enhancing personalized suggestions and user experiences in information retrieval.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

LLaRA: Large Language-Recommendation Assistant

0 rewiews
Explore LLaRA, a novel approach integrating large language models with recommender systems for enhanced personalization and user interaction.
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1 Lesons
12 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Lightweight Embeddings for Graph Collaborative Filtering - SIGIR 2024

0 rewiews
Explore lightweight embeddings for graph collaborative filtering in recommender systems, enhancing efficiency and performance in user-item interactions.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems

0 rewiews
Explore TransGNN's fusion of Transformers and Graph Neural Networks for enhanced recommender systems, improving collaborative filtering and user-item interactions.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Content-based Graph Reconstruction for Cold-start Item Recommendation - SIGIR 2024

0 rewiews
Explore innovative graph reconstruction techniques for cold-start item recommendations, enhancing content-based approaches in recommender systems.
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1 Lesons
13 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Exploring the Individuality and Collectivity of Intents behind Interactions for Graph Collaborative Filtering

0 rewiews
Explore individuality and collectivity of intents in graph collaborative filtering for enhanced recommendation systems and user interaction analysis.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

AFDGCF: Adaptive Feature De-correlation Graph Collaborative Filtering for Recommendations

0 rewiews
Explore adaptive feature de-correlation in graph collaborative filtering for enhanced recommendation systems. Learn innovative techniques to improve accuracy and relevance.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

UniSAR: Modeling User Transition Behaviors between Search and Recommendation - Session M3.6

0 rewiews
Explore user transition behaviors between search and recommendation systems with UniSAR modeling, enhancing understanding of cross-platform user interactions.
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1 Lesons
16 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

To Search or to Recommend: Predicting Open-App Motivation with Neural Hawkes Process

0 rewiews
Explore predicting user app-opening motivations using Neural Hawkes Process, enhancing search and recommendation systems for improved user experiences.
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1 Lesons
12 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Explainability for Transparent Conversational Information-Seeking

0 rewiews
Explore transparent conversational information-seeking through explainability techniques, enhancing user trust and understanding in AI-driven search and recommendation systems.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Sequential Recommendation with Collaborative Explanation via Mutual Information Maximization - Lecture 1

0 rewiews
Explore sequential recommendation with collaborative explanation, maximizing mutual information for enhanced explainability in search and recommendation systems.
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1 Lesons
19 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Modeling User Fatigue for Sequential Recommendation - Session M3.6

0 rewiews
Explore innovative approaches to modeling user fatigue in sequential recommendation systems, enhancing user experience and engagement in digital platforms.
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1 Lesons
12 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

MIRROR: A Multi-View Reciprocal Recommender System for Online Recruitment - Domain Specific RecSys

0 rewiews
Explore a multi-view reciprocal recommender system for online recruitment, enhancing job matching efficiency and candidate-employer satisfaction.
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1 Lesons
12 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Multimodality Invariant Learning for Multimedia-Based New Item Recommendation - Lecture 6

0 rewiews
Explore innovative techniques for multimedia-based new item recommendation using multimodality invariant learning, enhancing recommendation systems' performance and user experience.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

NFARec: A Negative Feedback-Aware Recommender Model - Recommendation Systems

0 rewiews
Explore a novel recommender model that incorporates negative feedback for improved personalized recommendations in complex user-item interaction scenarios.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

DHMAE: A Disentangled Hypergraph Masked Autoencoder for Group Recommendation - Lecture 4

0 rewiews
Explore a novel approach to group recommendation using disentangled hypergraph masked autoencoders, enhancing accuracy and efficiency in collaborative filtering systems.
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1 Lesons
10 minutes
On-Demand
Free-Video
TensorFlow

Building Recommendation Systems with TensorFlow

0 rewiews
Learn to create powerful recommendation systems using TensorFlow, covering content-based and collaborative filtering, ranking models, multitask learning, and efficient serving with ScaNN.
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7 Lesons
30 minutes
On-Demand
Free-Video

Recommendation Systems

0 rewiews
Learn to build diverse recommendation systems using Python, from hybrid techniques to collaborative filtering, exploring key concepts like cosine similarity for practical applications.
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8 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Jeremy Howard

Practical Deep Learning for Coders 2019

0 rewiews
Comprehensive deep learning course covering image classification, NLP, tabular data, and advanced topics. Includes hands-on coding and ethical considerations.
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7 Lesons
14 hours
On-Demand
Free-Video
Coding Train

Intelligence and Learning - Session 3

0 rewiews
Learn to build a movie recommendation engine using machine learning techniques, with a focus on Star Wars ratings data for May the 4th. Explore classification, regression, and practical application of algorithms.
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5 Lesons
3 hours 7 minutes
On-Demand
Free-Video
Data Science Dojo

Building a Personalised Attrition Recommendation System

0 rewiews
Comprehensive guide to building an attrition recommendation system, covering data analysis, predictive modeling, and strategy development to prevent employee churn and improve workforce retention.
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11 Lesons
58 minutes
On-Demand
Free-Video
Coding Tech

Building a Music Recommendation Engine

0 rewiews
Learn to build a music recommendation engine using AudioSet dataset, embedding generation, and ANNOY algorithm. Hands-on coding and practical implementation for personalized music suggestions.
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7 Lesons
43 minutes
On-Demand
Free-Video
Brandon Rohrer

Getting Closer to Human Intelligence Through Robotics

0 rewiews
Explore how robotics research can advance AI towards human-level intelligence by relaxing current assumptions and focusing on physical interaction and broader capabilities.
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10 Lesons
46 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Using Algebraic Factorizations for Interpretable Learning - IPAM at UCLA

0 rewiews
Explore Non-negative Matrix Factorization for interpretable learning in imaging, medicine, forecasting, and collaborative filtering. Learn implementation, online, and streaming variations.
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1 Lesons
49 minutes
On-Demand
Free-Video
Open Data Science

Applied Reinforcement Learning for Online Ads and Recommender Systems

0 rewiews
Explore how Reinforcement Learning revolutionizes online advertising, from personalized content delivery to stochastic bandit algorithms, covering business impacts and technical challenges in real-world implementation.
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5 Lesons
43 minutes
On-Demand
Free-Video
Aladdin Persson

Building a Simple Recommender System Using Popularity - Non-Personalized Approach

0 rewiews
Learn to build a basic recommender system using popularity metrics on the MovieLens dataset. Explore techniques like vote count, mean rating, and damped mean to create non-personalized recommendations.
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8 Lesons
21 minutes
On-Demand
Free-Video
Nvidia

Mastering Multilingual Recommender Systems - Grandmaster Series

0 rewiews
Explore NVIDIA Merlin team's winning approach in Amazon KDD Cup 2023, featuring innovative techniques for multilingual e-commerce product recommendations and next product title generation.
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14 Lesons
53 minutes
On-Demand
Free-Video
Snorkel AI

KeyBank's Innovative Approach to Recommender Systems in Financial Services

0 rewiews
Explore KeyBank's innovative recommender systems for enhancing banker productivity. Learn about challenges, opportunities, and data-centric approaches in financial sector implementation.
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1 Lesons
30 minutes
On-Demand
Free-Video
Data Science Dojo

Recommender Systems: Metrics, Trends, and Challenges

0 rewiews
Explore recommender systems' impact on digital strategies, from basic models to advanced approaches. Learn implementation strategies and address deployment challenges.
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1 Lesons
53 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building a MovieLens Recommender System

0 rewiews
Explore recommendation systems and build your own using collaborative and content-based filtering techniques in Python with MovieLens dataset.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Data Science Conference

The Power of Personalized Customer Experiences Through AI Innovations

0 rewiews
Discover how to build recommender engines and implement AI-driven personalization strategies that enhance customer experiences and drive business growth through practical demonstrations.
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1 Lesons
28 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Superpower Your Semantic Search Using Vector Database - From Model Architecture to Deployment

0 rewiews
Discover how to enhance matching systems using vector databases, focusing on implementation, deployment, and optimization for improved search performance and scalability in production environments.
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11 Lesons
30 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Large Language Models as Learnable Planners for Long-Term Recommendation

0 rewiews
Explore how Large Language Models function as learnable planners in long-term recommendation systems, focusing on innovative approaches to enhance user engagement and personalization.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Treatment Effect Estimation for User Interest Exploration on Recommender Systems

0 rewiews
Explore advanced techniques for estimating treatment effects in recommender systems, focusing on user interest exploration and long-term session recommendations.
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1 Lesons
13 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Reinforcing Long-Term Performance in Recommender Systems with User-Oriented Exploration Policy

0 rewiews
Explore advanced techniques for optimizing recommender systems through user-oriented exploration policies, focusing on enhancing long-term performance and session-based recommendations.
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1 Lesons
13 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Disentangling ID and Modality Effects for Session-based Recommendation

0 rewiews
Explore advanced techniques for disentangling identity and modality effects in session-based recommendation systems, focusing on long-term user behavior analysis and pattern recognition.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Pacer and Runner: Cooperative Learning Framework for Single and Cross-Domain Sequential Recommendation

0 rewiews
Explore a cooperative learning framework that bridges single and cross-domain sequential recommendations, enhancing recommendation systems through innovative data integration techniques.
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1 Lesons
15 minutes
On-Demand
Free-Video
SNIAVideo

Data Platform for End-to-End AI Democratization

0 rewiews
Explore how data platforms enable AI democratization through unified processing and training architectures, improving efficiency for recommender systems and deep learning workloads.
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1 Lesons
47 minutes
On-Demand
Free-Video
Data Science Conference

Improving YouTube Recommender Systems for Big Screen Users

0 rewiews
Dive into the complexities of YouTube's recommendation systems, exploring challenges and solutions for delivering personalized content to billions of users across different platforms.
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1 Lesons
24 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Vector Search for Content-Based Video Recommendation

0 rewiews
Discover how to implement vector search for video recommendations using Qdrant, exploring practical applications, system architecture, and performance optimization techniques for high-scale platforms.
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1 Lesons
38 minutes
On-Demand
Free-Video
IBM

Understanding AI Recommendation Engines - From Collaborative Filtering to Personalization

0 rewiews
Discover how recommendation engines use machine learning to power personalized experiences, from collaborative filtering to content-based approaches that shape our online interactions.
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1 Lesons
11 minutes
On-Demand
Free-Video
ACM SIGPLAN

Inference of Probabilistic Programs with Moment-Matching Gaussian Mixtures

0 rewiews
Explore a novel approach to probabilistic program inference using Gaussian mixtures, offering improved accuracy and efficiency for complex models and distributions.
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1 Lesons
20 minutes
On-Demand
Free-Video
Yannic Kilcher

Author Interview - Memory-Assisted Prompt Editing to Improve GPT-3 After Deployment

0 rewiews
Explore a method to improve GPT-3's performance post-deployment by maintaining interaction memory and dynamically adapting prompts, enhancing accuracy without retraining the model.
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16 Lesons
41 minutes
On-Demand
Free-Video
CodeEmporium

Let's Build a Music Recommender!

0 rewiews
Build a music recommender using AudioSet dataset, embedding generation, and ANNOY for efficient similarity search. Learn to process audio data and create a recommendation engine.
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7 Lesons
43 minutes
On-Demand
Free-Video
James Briggs

Evaluation Measures for Search and Recommender Systems

0 rewiews
Learn popular offline metrics for evaluating search and recommender systems, including Recall@K, MRR, MAP@K, and NDCG@K, with Python demonstrations and practical insights for improving information retrieval systems.
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13 Lesons
31 minutes
On-Demand
Free-Video
Open Data Science

Personalized Machine Learning

0 rewiews
Explore principles of personalized machine learning across recommender systems, language processing, and computer vision. Learn about techniques, applications, and ethical considerations in tailoring predictions to individual users.
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22 Lesons
50 minutes
On-Demand
Free-Video
International PHP Conference

Building Recommender System in PHP8

0 rewiews
Develop a fully functional Movie Recommendation Engine using PHP8 and Kaggle datasets. Learn recommendation system basics and create a customizable solution for personalized movie suggestions.
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1 Lesons
49 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Recommender Systems - Beyond Machine Learning with Joe Konstan

0 rewiews
Explore advanced recommender systems beyond machine learning, focusing on user behavior and experience. Learn about successes, failures, and innovative approaches to personalization and evaluation.
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27 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Aladdin Persson

Matrix Factorization Techniques for Recommender Systems

0 rewiews
Explore matrix factorization techniques for building effective recommender systems, covering key concepts and practical implementation strategies.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Aladdin Persson

Paper Time - The Netflix Recommender System

0 rewiews
Explore Netflix's innovative recommender system, its algorithms, and impact on user experience in this in-depth analysis of personalized content delivery.
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1 Lesons
54 minutes
On-Demand
Free-Video
Data Science Dojo

Design of Recommendation Systems - Recommender Systems Using Deep Learning Explained

0 rewiews
Comprehensive overview of recommender systems, covering types, models, performance metrics, and design considerations. Equips learners with knowledge to create and evaluate effective recommendation systems.
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5 Lesons
59 minutes
On-Demand
Free-Video
MITCBMM

Machine Learning Techniques and Applications in Finance, Healthcare and Recommendation Systems

0 rewiews
Explore state-of-the-art machine learning techniques and their applications in finance, healthcare, and recommendation systems, focusing on ensemble methods, collaborative filtering, and portfolio construction.
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16 Lesons
39 minutes
On-Demand
Free-Video
Alan Turing Institute

Poisson Random Fields for Dynamic Feature Models

0 rewiews
Explore dynamic feature allocation models using Poisson random fields. Learn about the Wright-Fisher Indian Buffet Process and its application to topic modeling for time-stamped documents, with a focus on NIPS papers.
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18 Lesons
30 minutes
On-Demand
Free-Video
Alan Turing Institute

Better Decisions with Machine Learning - Peter Flach

0 rewiews
Explore machine learning techniques for better decision-making, including ROC curves, calibration methods, and precision-recall-gain curves. Learn to adapt models to deployment contexts and measure ML performance.
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20 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Alan Turing Institute

Spotify - Personalising the Listening Experience - Mounia Lalmas

0 rewiews
Explore Spotify's approach to personalizing music recommendations using machine learning, focusing on user intents, relevance, diversity, and satisfaction to enhance the listening experience.
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18 Lesons
36 minutes
On-Demand
Free-Video
Simons Institute

Reinforcement Learning in Recommender Systems - Some Challenges

0 rewiews
Explore challenges in applying reinforcement learning to recommender systems, including scale, stochastic action sets, and user learning over long horizons. Gain insights on addressing these issues.
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18 Lesons
52 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice

0 rewiews
Explore deep learning techniques for search and recommendation systems, covering document retrieval, ranking, personalization, and evaluation metrics. Learn about pointwise, pairwise, and listwise ranking approaches.
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18 Lesons
30 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice - Part 2

0 rewiews
Explore advanced techniques in deep learning for search and recommender systems, focusing on practical implementation and real-world applications at LinkedIn.
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7 Lesons
23 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice - Part 1

0 rewiews
Explore practical applications of deep learning in search and recommender systems, focusing on query understanding, candidate retrieval, and ranking techniques.
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6 Lesons
21 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Graph Mining Hamilton

0 rewiews
Learn graph representation techniques for node classification, link prediction, and graph classification. Explore deep learning on graphs, GNNs, and their applications in drug repurposing and recommender systems.
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21 Lesons
43 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Build a Spotify-Like Music Recommender System in Python

0 rewiews
Create a Spotify-like music recommender system using Python, collaborative filtering, and Alternating Least Squares. Learn about music recommendation types, Spotify's architecture, and implement artist suggestions with the 'implicit' library.
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14 Lesons
31 minutes
On-Demand
Free-Video
ChariotSolutions

Building a Recommender: Best Practices with Apache Mahout and Solr - Emerging Technologies 2014

0 rewiews
Building a recommender system using Apache Mahout and Solr: best practices, data selection, co-occurrence analysis, and deployment techniques for rapid, production-ready recommendations.
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28 Lesons
57 minutes
On-Demand
Free-Video
Aladdin Persson

Are LLMs the Future of Recommender Systems?

0 rewiews
Explore the potential of Large Language Models in revolutionizing recommender systems, discussing their advantages, challenges, and future implications for personalized content delivery.
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1 Lesons
59 minutes
On-Demand
Free-Video
Nvidia

Building a Winning Deep Learning Recommender System - Grandmaster Series Episode 5

0 rewiews
Learn how Kaggle Grandmasters built a winning Deep Learning Recommender System for Booking.com, using matrix factorization, ensemble models, and data augmentation techniques. Gain insights into GPU-accelerated recommender systems.
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10 Lesons
49 minutes
On-Demand
Free-Video
Nvidia

Applied Deep Learning in Speech Recognition and Collaborative Filtering - Session 5

0 rewiews
Explore cutting-edge AI applications in speech recognition and collaborative filtering systems, featuring NVIDIA Research insights from NeurIPS 2018.
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22 Lesons
39 minutes
On-Demand
Free-Video
Nvidia

Boosted Trees and Deep Neural Networks for Better Recommender Systems

0 rewiews
Explore GPU-accelerated boosted trees and deep neural networks for building winning recommender systems, featuring insights from Kaggle Grandmasters on the ACM RecSys Challenge.
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6 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Yannic Kilcher

NeurIPS 2023 Research Highlights - Circuits, Collaborative Filtering, Clustering, and Privacy

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Overview of NeurIPS 2023 poster presentations covering graph neural networks, collaborative filtering, semi-supervised learning, and privacy assessment in image reconstruction, with insights on cutting-edge machine learning research.
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5 Lesons
34 minutes
On-Demand
Free-Video
Linux Foundation

Artificial Intelligence and Machine Learning - Keynote Panel

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Explore AI and machine learning insights from industry leaders, covering advancements, applications, and future trends in technology and business.
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1 Lesons
38 minutes
On-Demand
Free-Video
Linux Foundation

Introduction to KubeFlow: Using and Use Cases

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Explore KubeFlow for machine learning on Kubernetes, covering components, use cases, and a practical recommender system example with collaborative filtering and TensorFlow.
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26 Lesons
31 minutes
On-Demand
Free-Video
Paul G. Allen School

Accelerating AI and ML: Architectures and Systems for Efficient Computing

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Exploring domain-specific accelerators for AI/ML, focusing on high-performance computing solutions and innovative frameworks to optimize large-scale distributed deep learning systems.
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1 Lesons
55 minutes
On-Demand
Free-Video
Open Data Science

Adversarial Validation and Training in Stock Market Price Prediction

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Explore adversarial validation and training for stock market prediction, focusing on recommender systems, graph-based models, and their impact on user satisfaction and revenue growth in e-commerce and streaming services.
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8 Lesons
28 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Hands on Data and Algorithmic Bias in Recommender Systems

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Explore data and algorithmic bias in recommender systems through real-world examples, practical use cases, and mitigation techniques. Gain hands-on experience with Jupyter notebooks using data from actual platforms.
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1 Lesons
2 hours 37 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

A Gentle Introduction to Recommendation as Counterfactual Policy Learning

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Explore cutting-edge recommender systems through counterfactual policy learning. Learn theoretical frameworks, algorithms, and practical applications using RecoGym simulation environment.
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1 Lesons
2 hours 36 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Content Distribution

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Exploring algorithmic biases in content distribution, including microtargeting, truth perception, polarization control, and recommender systems' effects on online news environments.
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1 Lesons
50 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Popularity and Demographic Biases in Recommender Systems

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Exploring popularity and demographic biases in recommender systems, their impact on evaluation and effectiveness, and strategies for ensuring equitable recommendations across diverse user groups.
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21 Lesons
20 minutes
On-Demand
Free-Video