| assignments/hw3_assignment1.pdf |
96.97kB |
| assignments/hw3_data.zip |
2.75MB |
| assignments/hw6_assignment2.pdf |
188.93kB |
| assignments/hw7_assignment3.pdf |
131.59kB |
| assignments/hw7_genesblind.tab.zip |
1.23MB |
| assignments/hw7_genestrain.tab.zip |
6.47MB |
| assignments/important.jpg |
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| lecture-slides/0-Introduction Lecture Slides.pdf |
862.42kB |
| lecture-slides/1-Look Lecture Slides.pdf |
1.23MB |
| lecture-slides/2-Listen Lecture Slides.pdf |
1.57MB |
| lecture-slides/3-Load-Lecture-Slides.pdf |
1.81MB |
| lecture-slides/4-Load Lecture Slides.pdf |
840.08kB |
| lecture-slides/5-Learn Lecture Slides.pdf |
554.59kB |
| lecture-slides/6-Connect Lecture Slides.pdf |
325.67kB |
| lecture-slides/8-Predict Lecture Slides.pdf |
3.98MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.0 0-0 Preamble (326).mp4 |
6.32MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.1 0-1 Revisiting Turing's Test (309).mp4 |
4.41MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.2 0-2 Web-Scale AI and Big Data (358).mp4 |
5.49MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.3 0-3-1 Web Intelligence (322).mp4 |
4.84MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.4 0-3-2 Big Data (615).mp4 |
8.31MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.5 0-4 Course Outline (413).mp4 |
6.38MB |
| lecture-videos/unit0-intro/Web Intelligence and Big Data 0.6 0-5 Recap and Preview (237).mp4 |
7.02MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.0 1-1 Basic Indexing (722).mp4 |
9.30MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.1 1-2 Index Creation (540).mp4 |
7.52MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.10 1-7-2 Locality Sensitive Hashing (451).mp4 |
6.50MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.11 1-7-3 LSH Example - 1 (317).mp4 |
5.04MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.12 1-7-4 LSH Example - 2 (154).mp4 |
3.02MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.13 1-7-5 LSH Intuition (408).mp4 |
5.34MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.14 1-7-6 High-dimensional Objects (819).mp4 |
10.93MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.15 1-7-7 Associative Memories (525).mp4 |
8.07MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.16 1-7-8 Recap and Preview (244).mp4 |
3.15MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.2 1-3 Complexity of Index Creation (328).mp4 |
4.99MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.3 1-4-1 Ranking - 1 (424).mp4 |
5.65MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.4 1-4-2 Ranking - 2 (448).mp4 |
6.72MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.5 1-5-1 Page Rank and Memory (601).mp4 |
8.36MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.6 1-5-2 Google and the Mind (518).mp4 |
7.47MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.7 1-6-1 Enterprise Search (441).mp4 |
6.26MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.8 1-6-2 Searching Structured Data (625).mp4 |
8.99MB |
| lecture-videos/unit1-look/Web Intelligence and Big Data 1.9 1-7-1 Object Search (507).mp4 |
6.85MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.0 2-1 Preamble - Listen (318).mp4 |
4.08MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.1 2-2 Shannon Information (618).mp4 |
8.63MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.10 2-10 Mutual Information (858).mp4 |
58.21MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.11 2-11 Machine Learning - Limits (1029).mp4 |
14.35MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.12 2-12 Recap and Preview (314).mp4 |
4.53MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.2 2-3 Information and Advertising (549).mp4 |
7.81MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.3 2-4 TF-IDF (824).mp4 |
11.38MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.4 2-5 TF-IDF Example (609).mp4 |
8.44MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.5 2-6 Language and Information (856).mp4 |
12.23MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.6 2-7 Machine Learning Intro (900).mp4 |
55.28MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.7 2-8-1 Bayes Rule (455).mp4 |
6.52MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.8 2-8-2 Naive Bayes (833).mp4 |
11.34MB |
| lecture-videos/unit2-listen/Web Intelligence and Big Data 2.9 2-9 Sentiment Analysis (732).mp4 |
47.72MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.0 3-1 Preamble (441).mp4 |
6.12MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.1 3-2 Parallel Computing (854).mp4 |
11.25MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.2 3-3 Map-Reduce (1149).mp4 |
15.63MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.3 3-4 Map-Reduce Example in Octo (1103).mp4 |
16.51MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.4 3-4-1 Map-Reduce Example in Mincemeat (204).mp4 |
2.92MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.5 3-5 Map-Reduce Applications (1352).mp4 |
18.74MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.6 3-6 Parallel Efficiency of Map-Reduce (842).mp4 |
11.64MB |
| lecture-videos/unit3-load-I/Web Intelligence and Big Data 3.7 3-7 Inside Map-Reduce (947).mp4 |
12.65MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.0 4-0 Preamble (143).mp4 |
2.08MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.1 4-1 Distributed File Systems (1212).mp4 |
15.40MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.2 4-2 Database Technology (1240).mp4 |
16.90MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.3 4-3 Evolution of Databases (852).mp4 |
11.56MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.4 4-4 Big-Table and HBase (1008).mp4 |
12.68MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.5 4-5 NoSQL and Eventual Consistency (1241).mp4 |
17.15MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.6 4-6 Future of NoSQL and Dremel (928).mp4 |
12.31MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.7 4-7 Evolution of SQL and Map-Reduce (934).mp4 |
12.39MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.8 4-8 Relational vs Big-Data Technologies (911).mp4 |
15.05MB |
| lecture-videos/unit4AA-load-II/Web Intelligence and Big Data 4.9 4-9 Database Trends and Summary (722).mp4 |
12.46MB |
| lecture-videos/unit4AB-gust-lecture-I-graph-databases/Web Intelligence and Big Data 5.0 G1 Introduction to Graph Data (1136).mp4 |
18.11MB |
| lecture-videos/unit4AB-gust-lecture-I-graph-databases/Web Intelligence and Big Data 5.1 G2 Graph Query Languages (1403).mp4 |
22.13MB |
| lecture-videos/unit4AB-gust-lecture-I-graph-databases/Web Intelligence and Big Data 5.2 G3 Linked Open Data (1225).mp4 |
21.25MB |
| lecture-videos/unit4AB-gust-lecture-I-graph-databases/Web Intelligence and Big Data 5.3 G4 Challenges and Efficiency (856).mp4 |
14.40MB |
| lecture-videos/unit4AB-gust-lecture-I-graph-databases/Web Intelligence and Big Data 5.4 G5 Graph Data Management (1026).mp4 |
16.58MB |
| lecture-videos/unit4AB-gust-lecture-I-graph-databases/Web Intelligence and Big Data 5.5 G6 Q & A (503).mp4 |
8.32MB |
| lecture-videos/unit4B-parallel-graph-processing/Web Intelligence and Big Data 6.0 4B-1 Iteration and Map-Reduce (848).mp4 |
54.84MB |
| lecture-videos/unit4B-parallel-graph-processing/Web Intelligence and Big Data 6.1 4B-2 Graph Computing (650).mp4 |
41.99MB |
| lecture-videos/unit4B-parallel-graph-processing/Web Intelligence and Big Data 6.2 4B-3 Pregel Model (815).mp4 |
49.35MB |
| lecture-videos/unit4B-parallel-graph-processing/Web Intelligence and Big Data 6.3 4B-4 Page-rank in Pregel (1035).mp4 |
13.49MB |
| lecture-videos/unit4B-parallel-graph-processing/Web Intelligence and Big Data 6.4 4B-5 Shortest Paths and Summary (743).mp4 |
49.51MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.0 5-1 Preamble (318).mp4 |
4.15MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.1 5-2 Classification Re-visited (1256).mp4 |
17.87MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.2 5-3 Learning Groupings - Clustering (1213).mp4 |
16.85MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.3 5-4 Learning Rules (1011).mp4 |
13.78MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.4 5-5 Association Rule Mining (845).mp4 |
11.83MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.5 5-6 Learning with Big Data (751).mp4 |
10.89MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.6 5-7 Learning Latent Models (1557).mp4 |
20.56MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.7 5-8 Grounded Learning (542).mp4 |
7.72MB |
| lecture-videos/unit5-learn/Web Intelligence and Big Data 7.8 5-9 Recap and Preview (233).mp4 |
3.41MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.0 6-1 Preamble (907).mp4 |
12.23MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.1 6-2 Logical Inference (956).mp4 |
13.33MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.10 6-10 Recap and Preview (700).mp4 |
9.50MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.11 6-11-Programming HW 6 (424).mp4 |
6.24MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.2 6-3 Resolution and its Limits (1558).mp4 |
21.25MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.3 6-4 Semantic Web (618).mp4 |
8.71MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.4 6-5 Logic and Uncertainty (909).mp4 |
12.14MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.5 6-6 Algebra of Potentials (1205).mp4 |
16.08MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.6 6-7 Naive Bayes Revisited (1126).mp4 |
15.08MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.7 6-8-1 Bayesian Networks - 1 (920).mp4 |
12.35MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.8 6-8-2 Bayesian Networks - 2 (523).mp4 |
7.55MB |
| lecture-videos/unit6-connect/Web Intelligence and Big Data 8.9 6-9 Information Extraction (1241).mp4 |
17.36MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.0 7-1 Preamble (234).mp4 |
3.17MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.1 7-2 Linear Prediction (1100).mp4 |
14.29MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.2 7-3 Least Squares (1208).mp4 |
16.10MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.3 7-4 Nonlinear Models (926).mp4 |
12.13MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.4 7-5 Learning Parameters (1235).mp4 |
16.93MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.5 7-6 Prediction Applications (830).mp4 |
11.47MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.6 7-7 Which Technique (613).mp4 |
8.40MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.7 7-8 Hierarchical Temporal Memory - I (839).mp4 |
11.73MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.8 7-9 Hierarchical Temporal Memory - II (1038).mp4 |
14.43MB |
| lecture-videos/unit7A-predict/Web Intelligence and Big Data 9.9 7-10 Blackboard Architecture (906).mp4 |
12.65MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.0 M1 Motivation (1159).mp4 |
16.05MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.1 M2 Markov Networks and Logic (844).mp4 |
12.57MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.2 M3 Markov Logic via an Example (828).mp4 |
12.34MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.3 M4 Markov Logic Formalism (1139).mp4 |
17.54MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.4 M5 Related Models (1021).mp4 |
16.18MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.5 M6 Entity Resolution Example - 1 (837).mp4 |
13.66MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.6 M7 Entity Resolution Example - 2 (953).mp4 |
15.94MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.7 M8 Social Network Analysis using MLN (727).mp4 |
10.74MB |
| lecture-videos/unit7B-guest-lecture2-markov-logic/Web Intelligence and Big Data 10.8 M9 Research Directions in Markov Logic (609).mp4 |
8.40MB |
| lecture-videos/unit8-wrap-up-and-final-exam/Web Intelligence and Big Data 11.0 Course Recap and Pointers (934).mp4 |
12.10MB |
| readme.txt |
0.36kB |
courses
