Data Visualization for Data Science - Final Lecture
Explore diverse data visualization projects spanning social media, Formula One, LEGO, and movie analytics through real-world case studies and practical applications.
Decision Trees and Overfitting in Machine Learning - Lecture 5
Dive into practical aspects of decision tree learning, exploring overfitting challenges and essential implementation considerations in machine learning applications.
Machine Learning: Least Mean Square Regression - Lecture 12
Dive into advanced linear regression concepts, exploring overfitting, gradient descent, and practical plotting techniques for enhanced machine learning understanding.
Data Mining: Count-Min Sketch and Count Sketch Algorithms - Spring 2023
Dive into advanced data mining techniques, focusing on Count-Min Sketch algorithms, space optimization, and comparative analysis with Misra-Gries method for efficient data processing.
Random Projection in Data Mining - Spring 2023
Explore random projection techniques in data mining, from PCA and SVD fundamentals to Johnson-Lindenstrauss lemma, with practical algorithms and theoretical foundations.
Demystifying Data Curation for Pretrained Language Models
Dive into effective data curation techniques for language models, exploring key strategies and best practices for optimizing pretrained model performance through quality dataset preparation.
AI를 이용한 통신국사 냉방시스템 제어 - SK 통신국사 최적화 솔루션
Discover how SK Telecom optimizes cooling systems in telecommunication facilities using AI, focusing on energy efficiency, remote control capabilities, and sustainable operations.
인공지능 기반 펀드 운용 시스템: AI-Advisor의 개발과 적용
Discover how SK's AI-powered robo-advisor revolutionizes fund management through deep learning and reinforcement learning, offering innovative solutions for financial investment products and market strategies.
Dynamic Pricing Model for Mobility On-Demand Services
Discover how TMAP implements dynamic pricing models for mobility on-demand services, incorporating real-time supply-demand data and external variables like weather for optimal price adjustments.
Data Governance and Data Lake Implementation with Delta Lake
Discover how to effectively implement Data Lake with Data Governance through Microsoft's key services, featuring real SK case studies and insights on ML Studio and Power BI integration.
Vision-Language Model을 활용한 Vision Data Asset 구축 - AI 이미지 이해와 데이터 관리
Discover how SKT builds and manages 100TB of vision data assets using Vision-Language Models, standardizing fragmented data for enhanced AI services and efficient situation recognition in CCTV systems.
AI Job Qualifications in Industry - A Guide for 2023
Discover essential qualifications and strategies for securing high-paying AI positions across consulting, biotech, and pharmaceutical industries, with insights from real job postings and market demands.
The Intelligent Future of Data Warehouses and Delta Lake - Structured Streaming with PySPARK
Explore the evolution of data warehousing from traditional ETL to modern Lakehouse architecture, focusing on Delta Lake, Structured Streaming, and PySpark implementation with practical code examples.
AI Design of Molecular Machines - Understanding Proteomics and Protein Structure Prediction
Explore how AI systems like AlphaFold2 revolutionize protein folding prediction and molecular machine design, advancing precision medicine and environmental solutions.
DocETL: AI Agents for Complex Document Processing and Data Transformation
Discover how DocETL framework leverages AI agents and LLMs to transform complex document processing, featuring innovative operators and optimization techniques for enhanced data extraction and analysis.
Nixiesearch - Building a Serverless Search Engine with Lucene on S3
Explore how Nixiesearch leverages Lucene over S3 to create a simplified, serverless search engine with built-in AI capabilities, including RAG and text+image embeddings for modern search solutions.
Building a GenZ Search Application with LLMs - Search and AI Integration for Student Learning
Discover how Knowunity leverages LLMs to enhance search functionality for Gen Z students, from AI-powered content summarization to intelligent question generation and knowledge graph construction.
Relevance Proof in Yelp Search - LLM-Powered Annotations
Discover how Yelp enhances search results using LLM-powered annotations, focusing on review highlights and business information to improve user experience and search relevance at scale.
Latest Techniques of Entity Matching in Natural Language Processing
Discover practical techniques for entity matching in NLP, from fundamental concepts to advanced industry practices, including solutions for handling real-world data complexities and missing attributes.
The Making of a Data Organization - Building Successful Data Teams and Value Delivery
Discover proven strategies for building successful data teams through insights from 37 projects, focusing on value delivery, operational models, and practical implementation frameworks.
There Is No Such Thing as Artificial Intelligence - Understanding AI Myths and Realities
Explore the misconceptions about AI with Luc Julia as he debunks Hollywood myths, examines real technological advances, and discusses the future potential of machine learning and deep learning technologies.