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YT 13 minutes 20 seconds
34K views Shared 11 years ago
mathematicalmonk
(ML 2.5) Generalizations for trees (CART)
YT 14 minutes 6 seconds
37K views Shared 11 years ago
mathematicalmonk
(ML 2.4) Growing a classification tree (CART)
YT 24 minutes 22 seconds
9.7K views Shared 13 years ago
mathematicalmonk
(IC 5.14) Finite-precision arithmetic coding - Decoder
YT 17 minutes 37 seconds
6.3K views Shared 13 years ago
mathematicalmonk
(IC 5.13) Finite-precision arithmetic coding - Encoder
YT 7 minutes 52 seconds
6.4K views Shared 13 years ago
mathematicalmonk
(IC 5.12) Finite-precision arithmetic coding - Setup
YT 31 minutes 37 seconds
6.4K views Shared 13 years ago
mathematicalmonk
(IC 5.11) Finite-precision arithmetic coding - Rescaling
YT 24 minutes 20 seconds
3.8K views Shared 13 years ago
mathematicalmonk
(IC 5.10) Generalizing arithmetic coding to non-i.i.d. models
YT 19 minutes 8 seconds
5.6K views Shared 13 years ago
mathematicalmonk
(IC 5.9) Computational complexity of arithmetic coding
YT 32 minutes 18 seconds
3.8K views Shared 13 years ago
mathematicalmonk
(IC 5.8) Near optimality of arithmetic coding
YT 19 minutes 37 seconds
7.6K views Shared 13 years ago
mathematicalmonk
(IC 5.7) Decoder for arithmetic coding (infinite-precision)
YT 25 minutes 3 seconds
6.1K views Shared 13 years ago
mathematicalmonk
(IC 5.4) Why the interval needs to be completely contained
YT 16 minutes 29 seconds
7.7K views Shared 13 years ago
mathematicalmonk
(IC 5.6) Encoder for arithmetic coding (infinite-precision)
YT 23 minutes 23 seconds
8.4K views Shared 13 years ago
mathematicalmonk
(IC 5.5) Rescaling operations for arithmetic coding
YT 26 minutes 58 seconds
18K views Shared 13 years ago
mathematicalmonk
(IC 5.3) Arithmetic coding - Example #2
YT 29 minutes 5 seconds
86K views Shared 13 years ago
mathematicalmonk
(IC 5.2) Arithmetic coding - Example #1
YT 6 minutes 48 seconds
61K views Shared 13 years ago
mathematicalmonk
(IC 5.1) Arithmetic coding - introduction
YT 23 minutes 46 seconds
1.8K views Shared 13 years ago
mathematicalmonk
(IC 4.12) Optimality of Huffman codes (part 7) - existence
YT 9 minutes 7 seconds
3.2K views Shared 13 years ago
mathematicalmonk
(IC 4.13) Not every optimal prefix code is Huffman
YT 14 minutes 9 seconds
2.5K views Shared 13 years ago
mathematicalmonk
(IC 4.11) Optimality of Huffman codes (part 6) - induction
YT 22 minutes 19 seconds
2.1K views Shared 13 years ago
mathematicalmonk
(IC 4.10) Optimality of Huffman codes (part 5) - extension lemma
YT 18 minutes 18 seconds
2K views Shared 13 years ago
mathematicalmonk
(IC 4.9) Optimality of Huffman codes (part 4) - extension and contraction
YT 8 minutes 1 second
1.8K views Shared 13 years ago
mathematicalmonk
(IC 4.8) Optimality of Huffman codes (part 3) - sibling codes
YT 21 minutes 51 seconds
2.8K views Shared 13 years ago
mathematicalmonk
(IC 4.7) Optimality of Huffman codes (part 2) - weak siblings
YT 14 minutes 37 seconds
5.6K views Shared 13 years ago
mathematicalmonk
(IC 4.6) Optimality of Huffman codes (part 1) - inverse ordering
YT 11 minutes 57 seconds
3.9K views Shared 13 years ago
mathematicalmonk
(IC 4.5) An issue with Huffman coding
YT 6 minutes 32 seconds
4K views Shared 13 years ago
mathematicalmonk
(IC 4.4) Weighted minimization with Huffman coding
YT 12 minutes 23 seconds
10K views Shared 13 years ago
mathematicalmonk
(IC 4.3) B-ary Huffman codes
YT 13 minutes 43 seconds
20K views Shared 13 years ago
mathematicalmonk
(IC 4.2) Huffman coding - more examples
YT 12 minutes 31 seconds
119K views Shared 13 years ago
mathematicalmonk
(IC 4.1) Huffman coding - introduction and example
YT 15 minutes 36 seconds
5.4K views Shared 13 years ago
mathematicalmonk
(IC 3.10) Relative entropy as the mismatch inefficiency
YT 15 minutes 49 seconds
12K views Shared 13 years ago
mathematicalmonk
(IC 3.9) Source coding theorem (optimal lossless compression)
YT 8 minutes 30 seconds
5.1K views Shared 13 years ago
mathematicalmonk
(IC 3.8) Entropy of i.i.d. random variables
YT 13 minutes 25 seconds
4.6K views Shared 13 years ago
mathematicalmonk
(IC 3.7) Block codes for compression
YT 3 minutes 57 seconds
3.3K views Shared 13 years ago
mathematicalmonk
(IC 3.6) Example - entropy as a lower bound
YT 13 minutes 57 seconds
3.8K views Shared 13 years ago
mathematicalmonk
(IC 3.5) Bounds on optimal expected length
YT 1 minute 44 seconds
2.4K views Shared 13 years ago
mathematicalmonk
(IC 3.4) Remark - an alternate proof
YT 17 minutes 49 seconds
3.4K views Shared 13 years ago
mathematicalmonk
(IC 3.3) Entropy as a lower bound on expected length (part 3)
YT 13 minutes 6 seconds
3.9K views Shared 13 years ago
mathematicalmonk
(IC 3.2) Entropy as a lower bound on expected length (part 2)
YT 15 minutes 20 seconds
8.4K views Shared 13 years ago
mathematicalmonk
(IC 3.1) Entropy as a lower bound on expected length (part 1)
YT 12 minutes 32 seconds
4.4K views Shared 13 years ago
mathematicalmonk
(IC 2.11) Kraft-McMillan - proof sketch for (b)
YT 20 minutes 53 seconds
5.7K views Shared 13 years ago
mathematicalmonk
(IC 2.10) Kraft-McMillan - examples for (b)
YT 18 minutes 20 seconds
11K views Shared 13 years ago
mathematicalmonk
(IC 2.9) Kraft-McMillan - proof of (a)
YT 13 minutes 46 seconds
31K views Shared 13 years ago
mathematicalmonk
(IC 2.8) Kraft-McMillan inequality - statement
YT 13 minutes 14 seconds
8.5K views Shared 13 years ago
mathematicalmonk
(IC 2.7) Expected codeword length
YT 5 minutes 37 seconds
6K views Shared 13 years ago
mathematicalmonk
(IC 2.6) Prefix codes - remarks and what's next
YT 15 minutes 50 seconds
30K views Shared 13 years ago
mathematicalmonk
(IC 2.5) Prefix codes
YT 16 minutes
7.8K views Shared 13 years ago
mathematicalmonk
(IC 2.4) Decoding - prefix versus non-prefix
YT 14 minutes 37 seconds
8.7K views Shared 13 years ago
mathematicalmonk
(IC 2.3) Symbol codes - definition and examples
YT 13 minutes 52 seconds
9.3K views Shared 13 years ago
mathematicalmonk
(IC 2.2) Symbol codes - terminology and notation
YT 5 minutes 28 seconds
15K views Shared 13 years ago
mathematicalmonk
(IC 2.1) A puzzle on weighing coins
YT 15 minutes 46 seconds
8.9K views Shared 13 years ago
mathematicalmonk
(IC 1.5) Examples of source-encoder-channel pipelines
YT 18 minutes 12 seconds
8K views Shared 13 years ago
mathematicalmonk
(IC 1.6) A different notion of "information"
YT 12 minutes 33 seconds
14K views Shared 13 years ago
mathematicalmonk
(IC 1.4) Source-channel separation
YT 11 minutes 39 seconds
15K views Shared 13 years ago
mathematicalmonk
(IC 1.2) Applications of Compression codes
YT 29 minutes 10 seconds
16K views Shared 13 years ago
mathematicalmonk
(IC 1.3) Applications of Error-correcting codes
YT 14 minutes 40 seconds
78K views Shared 13 years ago
mathematicalmonk
(IC 1.1) Information theory and Coding - Outline of topics
YT 13 minutes 43 seconds
73K views Shared 13 years ago
mathematicalmonk
(ML 17.5) Importance sampling - introduction
YT 19 minutes 27 seconds
20K views Shared 13 years ago
mathematicalmonk
(ML 19.11) GP regression - model and inference
YT 14 minutes 30 seconds
18K views Shared 13 years ago
mathematicalmonk
(ML 19.10) GP regression - the key step
YT 19 minutes 45 seconds
32K views Shared 13 years ago
mathematicalmonk
(ML 19.9) GP regression - introduction