Lectures related to Differentiable Ranking and Sorting

AI for Science

Explores fundamental principles in scientific research, the impact of computers, numerical algorithms, and deep learning in solving high-dimensional problems.

Introduction to Algorithms: Course Overview and Basics

Introduces the CS-250 Algorithms course, covering its structure, objectives, and key topics in algorithmic problem-solving.

Optimization Algorithms: Greedy Approach

Explores optimization problems and greedy algorithms for efficient decision-making.

Veridical Data Science: Responsible, Reliable, Reproducible

By Prof. Bin Yu explores veridical data science, emphasizing responsible, reliable, and reproducible data analysis and decision-making.

Gradient-Based Algorithms in High-Dimensional Learning

Provides insights on gradient-based algorithms, deep learning mysteries, and the challenges of non-convex problems.

Algorithms: Summary of the week

Covers algorithms for searching, sorting, optimization, and the Halting Problem.

Search Algorithms: Two Examples

Covers basic algorithm ingredients, search algorithms, control structures, and algorithm correctness.

Merge Sort: Sorting Algorithm

Explains the merge sort algorithm, its correctness, and time complexity compared to other sorting algorithms.

Complexity & Induction: Algorithms & Proofs

Covers worst-case complexity, algorithms, and proofs including mathematical induction and recursion.

Algorithmic Challenges: Solutions and Optimization

Explores algorithmic challenges, time complexity, optimization, recursion, and probability calculations.

Aggregation queries and sorting MOOC: Geographical Information Systems 1

Covers aggregation queries and sorting of results in Geographic Information Systems.

Solving Parity Games in Practice

Explores practical aspects of solving parity games, including winning strategies, algorithms, complexity, determinism, and heuristic approaches.

EPFL Computer Science Overview

Covers EPFL's Computer Science School, faculty expertise, EDIC program requirements, and post-PhD career paths.

C++ Standard Library: Tools Overview

Covers the main tools in the C++ standard library, emphasizing their importance for efficient programming.

Entropy and Algorithms: Twenty Questions Problem

Explores the Twenty Questions Problem, Huffman codes, and optimal querying strategies in algorithms, demonstrating efficient outcomes through prefix-free and ternary codes.

Complexity of Algorithms

Explores linear search, insertion sort, coin change, maximum matching, and the halting problem in algorithms.

Algorithms in Computer Science: Search and Sort Techniques Log in to Mediaspace to watch this video

Provides an overview of essential search and sort algorithms in computer science.

Safe Machine Learning: Cryptographic Opportunities Log in to Mediaspace to watch this video

Explores the intersection between machine learning and cryptography, focusing on safe machine learning through cryptographic tools and models.

Introduction to Algorithms: Basics and Importance Log in to Mediaspace to watch this video

Covers the basics of algorithms, the importance of studying them, data structures, and the impact of algorithms on various fields.

Computation & Algorithms II: Binary Search and Merge Sort Log in to Mediaspace to watch this video

Explores binary search, merge sort, recursion in algorithms, Fibonacci numbers, and dynamic programming.