Efficient Algorithms and Intractable Problems
CS 170 at UC Berkeley, Spring 2025
Nika Haghtalab, John Wright
Lecture: TuTh 2:00pm - 3:30pm, Valley Life Sciences Building 2050
Textbook: Algorithms by S. Dasgupta, C.H. Papadimitriou, and U.V. Vazirani (DPV)
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| Week | Date | Lecture | Resources | Readings | Discussion | Homework |
|---|---|---|---|---|---|---|
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1 |
Tue 1/21 |
Introduction, Big-O Notation, Recurrence Relations recording |
blank full | DPV §0.2 , §0.3 , §2.1 , §2.2 | ||
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Thu 1/23 |
Divide-and-Conquer (Part I) recording |
blank full | DPV §2.3 , §2.4 , §2.5 | |||
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2 |
Tue 1/28 |
Divide-and-Conquer (Part II) recording |
blank full | DPV §2.3 , §2.4 , §2.5 | ||
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Thu 1/30 |
Divide-and-Conquer (Part III) recording |
blank full | DPV §2.3 , §2.4 , §2.5 | |||
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3 |
Tue 2/4 |
Decomposition of Graphs recording |
blank full | DPV §3.1 , §3.2 , §3.3 , §3.4 | ||
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Thu 2/6 |
Paths in Graphs (Part I) recording |
blank full | DPV §4.1 , §4.2 , §4.3 , §4.4 , §4.6 | |||
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4 |
Tue 2/11 |
Paths in Graphs (Part II) recording |
blank full | DPV §4.1 , §4.2 , §4.3 , §4.4 , §4.6 | ||
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Thu 2/13 |
Greedy (Part I) recording |
blank full | DPV §5.2 , §5.3 | |||
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5 |
Tue 2/18 |
Greedy (Part II) |
blank full | DPV §5.1 , §5.2 | ||
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Thu 2/20 |
Greedy (Part III) |
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6 |
Tue 2/25 |
Midterm 1 (7 - 9 pm) |
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Thu 2/27 |
Dynamic Programming (Part I) |
DPV §6 | ||||
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7 |
Tue 3/4 |
Dynamic Programming (Part II) |
DPV §6 | |||
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Thu 3/10 |
Dynamic Programming (Part III) |
DPV §6 | ||||
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8 |
Tue 3/11 |
Dynamic Programming (Part IV) |
DPV §6 | |||
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Thu 3/13 |
Linear Programming |
DPV §7.1 | ||||
|
9 |
Tue 3/18 |
Network Flow, Bipartite Matching |
DPV §7.2 | |||
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Thu 3/20 |
Duality, Zero-Sum Games |
DPV §7.4 , §7.5 | ||||
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10 |
Tue 3/24 |
Spring Recess |
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Thu 3/28 |
Spring Recess |
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11 |
Tue 4/1 |
Search Problems |
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Thu 4/3 |
Midterm 2 (7 - 9 pm) |
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12 |
Tue 4/8 |
NP-Completeness |
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Thu 4/10 |
Coping with NP-Completeness |
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13 |
Tue 4/15 |
Streaming (Part I) |
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Thu 4/17 |
Streaming (Part II), Sketching |
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14 |
Tue 4/22 |
Randomized Algorithms |
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Thu 4/24 |
TBD |
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15 |
Tue 4/29 |
TBD |
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Thu 5/1 |
TBD |
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16 |
Tue 5/6 |
RRR Week |
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Thu 5/8 |
RRR Week |
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17 |
Mon 5/12 |
Final Exam (11:30 am - 2:30 pm) |