01 matrix-factorization-and-advanced-techniques (14.89 MB)
01 introduction-to-matrix-factorization-and-dimensionality-reduction (34.1 MB)
02 singular-value-decomposition (46.42 MB)
03 gradient-descent-techniques (46.56 MB)
05 deriving-funksvd (20.19 MB)
06 probabilistic-matrix-factorization (23.17 MB)
01 assignment-introduction (24.69 MB)
02 programming-matrix-factorization (20.95 MB)
01 hybrid-recommenders (26.61 MB)
02 hybrids-with-robin-burke (107.61 MB)
03 hybridization-through-matrix-factorization (43.72 MB)
04 matrix-factorization-hybrids-with-george-karypis (36.78 MB)
05 interview-with-arindam-banerjee (33.17 MB)
06 interview-with-yehuda-koren (81.62 MB)
01 learning-recommenders (32.99 MB)
02 learning-to-rank-interview-with-xavier-amatriain (153.07 KB)
03 personalized-ranking-with-daniel-kluver (32.89 MB)
01 context-aware-recommendation-i-interview-with-francesco-ricci (66.86 MB)
02 context-aware-recommendation-ii-interview-with-bamshad-mobasher-part-1 (41.49 MB)
03 context-aware-recommendation-ii-interview-with-bamshad-mobasher-part-2 (39.73 MB)
04 industry-practical-issues-inteview-with-anmol-bhasin (82.05 MB)
05 recommending-music-interview-with-paul-lamere (85.31 MB)
06 specialization-wrap-up (12.95 MB)
02 programming-hybrids-learning-to-rank (25.2 MB)