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How I Study AI - Learn AI Papers & Lectures the Easy Way

Concepts6

Groups

๐Ÿ“Linear Algebra15๐Ÿ“ˆCalculus & Differentiation10๐ŸŽฏOptimization14๐ŸŽฒProbability Theory12๐Ÿ“ŠStatistics for ML9๐Ÿ“กInformation Theory10๐Ÿ”บConvex Optimization7๐Ÿ”ขNumerical Methods6๐Ÿ•ธGraph Theory for Deep Learning6๐Ÿ”ตTopology for ML5๐ŸŒDifferential Geometry6โˆžMeasure Theory & Functional Analysis6๐ŸŽฐRandom Matrix Theory5๐ŸŒŠFourier Analysis & Signal Processing9๐ŸŽฐSampling & Monte Carlo Methods10๐Ÿง Deep Learning Theory12๐Ÿ›ก๏ธRegularization Theory11๐Ÿ‘๏ธAttention & Transformer Theory10๐ŸŽจGenerative Model Theory11๐Ÿ”ฎRepresentation Learning10๐ŸŽฎReinforcement Learning Mathematics9๐Ÿ”„Variational Methods8๐Ÿ“‰Loss Functions & Objectives10โฑ๏ธSequence & Temporal Models8๐Ÿ’ŽGeometric Deep Learning8

Category

๐Ÿ”ทAllโˆ‘Mathโš™๏ธAlgo๐Ÿ—‚๏ธDS๐Ÿ“šTheory

Level

AllBeginner
โš™๏ธAlgorithmIntermediate

Dynamic Time Warping

Dynamic Time Warping (DTW) aligns two time series that may vary in speed to find the minimum-cost correspondence between their elements.

#dynamic time warping#dtw c++#time series alignment+11
โš™๏ธAlgorithmIntermediate

Bidirectional BFS (Meet in the Middle Search)

Bidirectional BFS searches forward from the start and backward from the goal to meet in the middle, drastically reducing explored states.

#bidirectional bfs
Intermediate
Advanced
Filtering by:
#path reconstruction
#meet in the middle
#two-ended search
+11
โš™๏ธAlgorithmIntermediate

Floyd-Warshall Algorithm

Floydโ€“Warshall computes the shortest distances between all pairs of vertices in O(n^3) time using dynamic programming.

#floyd-warshall#all pairs shortest path#apsp+12
โš™๏ธAlgorithmIntermediate

Dijkstra's Algorithm

Dijkstra's algorithm finds shortest path distances from one source to all vertices when all edge weights are non-negative.

#dijkstra#shortest path#greedy+11
โš™๏ธAlgorithmIntermediate

Bellman-Ford Algorithm

Bellmanโ€“Ford finds single-source shortest paths even when some edge weights are negative.

#bellman-ford#single-source shortest paths#negative weights+12
โš™๏ธAlgorithmIntermediate

0-1 BFS

0-1 BFS is a shortest path algorithm specialized for graphs whose edge weights are only 0 or 1.

#0-1 bfs#binary weights#shortest path+12