Modules / Lectures
Module NameDownload
noc19_cs61_assignment_Week_1noc19_cs61_assignment_Week_1
noc19_cs61_assignment_Week_2noc19_cs61_assignment_Week_2
noc19_cs61_assignment_Week_3noc19_cs61_assignment_Week_3
noc19_cs61_assignment_Week_4noc19_cs61_assignment_Week_4
noc19_cs61_assignment_Week_5noc19_cs61_assignment_Week_5
noc19_cs61_assignment_Week_6noc19_cs61_assignment_Week_6
noc19_cs61_assignment_Week_7noc19_cs61_assignment_Week_7
noc19_cs61_assignment_Week_8noc19_cs61_assignment_Week_8


Sl.No Chapter Name MP4 Download
1Lecture 1 Background: IntroductionDownload
2Lecture 2 : Probability: Concentration inequalitiesDownload
3Lecture 3 : Linear algebra: PCA, SVDDownload
4Lecture 4 : Optimization: Basics, Convex, GDDownload
5Lecture 5 : Machine Learning: Supervised, generalization, feature learning, clustering.Download
6Lecture 6 : Memory-efficient data structures: Hash functions, universal / perfect hash familiesDownload
7Lecture 7 : Bloom filtersDownload
8Lecture 8 : Sketches for distinct countDownload
9Lecture 9 : Sketches for distinct count (Contd.)Download
10Lecture 10 : Misra-Gries sketchDownload
11Lecture 11 : Frequent Element: Space Saving and Count Min.Download
12Lecture 12 : Frequent Element: Count SketchDownload
13Lecture 13 : Near NeighborsDownload
14Lecture 14 : Locality Sensitive Hashing.Download
15Lecture 15 : Building LSH Tables.Download
16Lecture 16 : Approximate near neighbors search: Extensions e.g. multi-probe, b-bit hashing, Data dependent variants Download
17Lecture 17 : Approximate near neighbors search: Extensions e.g. multi-probe, b-bit hashing, Data dependent variants (Contd.)Download
18Lecture 18 : Approximate near neighbors search: Extensions e.g. multi-probe, b-bit hashing, Data dependent variants (Contd.)Download
19Lecture 19 : Randomized Numerical Linear Algebra: Random projection Download
20Lecture 20 : Randomized Numerical Linear Algebra: Random projection (Contd.)Download
21Lecture 21: "Randomized Numerical Linear Algebra:a) Matrix multiplication + QB decomposition"Download
22Lecture 22: "Randomized Numerical Linear Algebra:b) CUR+CX"Download
23Lecture 23: "Randomized Numerical Linear Algebra:a) L2 regression using RP"Download
24Lecture 24: "Randomized Numerical Linear Algebra:b) Leverage scores"Download
25Lecture 25: "Randomized Numerical Linear Algebra:c) Hash Kernels + Kitchen Sink"Download
26Lecture 26 : Map-reduce and HadoopDownload
27Lecture 27 : Hadoop SystemDownload
28Lecture 28 : Hadoop System(Contd.)Download
29Lecture 29 : Hadoop System(Contd.)Download
30Lecture 30 : SparkDownload
31Lecture 31 : Spark(Contd.)Download
32Lecture 32 : Spark(Contd.)Download
33Lecture 33 : Distributed Machine Learning and Optimization: IntroductionDownload
34Lecture 34 : SGD+ProofDownload
35Lecture 35 : SGD+Proof(Contd.)Download
36Lecture 36 : Distributed Machine Learning and Optimization:ADMM + applicationsDownload
37Lecture 37 : Distributed Machine Learning and Optimization:ADMM + applications(Contd.)Download
38Lecture 38 : ClusteringDownload
39Lecture 39 : Clustering(Contd.)Download
40Lecture 40 : ConclusionDownload

Sl.No Chapter Name English
1Lecture 1 Background: IntroductionDownload
Verified
2Lecture 2 : Probability: Concentration inequalitiesDownload
Verified
3Lecture 3 : Linear algebra: PCA, SVDDownload
Verified
4Lecture 4 : Optimization: Basics, Convex, GDDownload
Verified
5Lecture 5 : Machine Learning: Supervised, generalization, feature learning, clustering.Download
Verified
6Lecture 6 : Memory-efficient data structures: Hash functions, universal / perfect hash familiesDownload
Verified
7Lecture 7 : Bloom filtersDownload
Verified
8Lecture 8 : Sketches for distinct countDownload
Verified
9Lecture 9 : Sketches for distinct count (Contd.)Download
Verified
10Lecture 10 : Misra-Gries sketchDownload
Verified
11Lecture 11 : Frequent Element: Space Saving and Count Min.Download
Verified
12Lecture 12 : Frequent Element: Count SketchDownload
Verified
13Lecture 13 : Near NeighborsDownload
Verified
14Lecture 14 : Locality Sensitive Hashing.Download
Verified
15Lecture 15 : Building LSH Tables.Download
Verified
16Lecture 16 : Approximate near neighbors search: Extensions e.g. multi-probe, b-bit hashing, Data dependent variants Download
Verified
17Lecture 17 : Approximate near neighbors search: Extensions e.g. multi-probe, b-bit hashing, Data dependent variants (Contd.)Download
Verified
18Lecture 18 : Approximate near neighbors search: Extensions e.g. multi-probe, b-bit hashing, Data dependent variants (Contd.)Download
Verified
19Lecture 19 : Randomized Numerical Linear Algebra: Random projection Download
Verified
20Lecture 20 : Randomized Numerical Linear Algebra: Random projection (Contd.)Download
Verified
21Lecture 21: "Randomized Numerical Linear Algebra:a) Matrix multiplication + QB decomposition"Download
Verified
22Lecture 22: "Randomized Numerical Linear Algebra:b) CUR+CX"Download
Verified
23Lecture 23: "Randomized Numerical Linear Algebra:a) L2 regression using RP"Download
Verified
24Lecture 24: "Randomized Numerical Linear Algebra:b) Leverage scores"Download
Verified
25Lecture 25: "Randomized Numerical Linear Algebra:c) Hash Kernels + Kitchen Sink"Download
Verified
26Lecture 26 : Map-reduce and HadoopDownload
Verified
27Lecture 27 : Hadoop SystemDownload
Verified
28Lecture 28 : Hadoop System(Contd.)Download
Verified
29Lecture 29 : Hadoop System(Contd.)Download
Verified
30Lecture 30 : SparkDownload
Verified
31Lecture 31 : Spark(Contd.)Download
Verified
32Lecture 32 : Spark(Contd.)Download
Verified
33Lecture 33 : Distributed Machine Learning and Optimization: IntroductionDownload
Verified
34Lecture 34 : SGD+ProofDownload
Verified
35Lecture 35 : SGD+Proof(Contd.)Download
Verified
36Lecture 36 : Distributed Machine Learning and Optimization:ADMM + applicationsDownload
Verified
37Lecture 37 : Distributed Machine Learning and Optimization:ADMM + applications(Contd.)Download
Verified
38Lecture 38 : ClusteringDownload
Verified
39Lecture 39 : Clustering(Contd.)Download
Verified
40Lecture 40 : ConclusionDownload
Verified


Sl.No Language Book link
1EnglishDownload
2BengaliNot Available
3GujaratiNot Available
4HindiNot Available
5KannadaNot Available
6MalayalamNot Available
7MarathiNot Available
8TamilNot Available
9TeluguNot Available