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Week Videos, Readings Exercises
(due Mon. 9AM)
Lab
(in Wed. section)
Homework
(due the next Wed.)
Important
Information
Week 1
09/05 - 09/09
Intro to ML
Notes
No ExercisesGetting Familiar with the LabHW 1: Numpy and ML
Week 2
09/12 - 09/16
Regression
Notes, Video, Slides
RegressionRegressionHW 2: RegressionRecitation Handout
Week 3
09/19 - 09/23
Gradient descent
Notes, Video, Slides
Gradient descentGradient descentHW 3: Gradient descentRecitation Handout
Week 4
09/26 - 09/30
Classifiers and logistic regression
Notes, Video, Slides
ClassifiersLogistic RegressionHW 4: Logistic RegressionRecitation Handout
Week 5
10/03 - 10/07
Features
Notes, Video, Slides
FeaturesDesigning featuresHW 5: FeaturesRecitation Handout
Week 6
10/10 - 10/14
Clustering
Notes, Video, Slides
ClusteringClusteringHW 6: ClusteringIndigenous Peoples' Day Monday.
Student Holiday Tuesday.
No Monday Recitation.
Week 7
10/17 - 10/21
Neural networks
Notes, Video, Slides
Neural networksNeural networksHW 7: Neural NetworksRecitation Handout
Midterm on Wednesday 10/26, from 7:30pm-9:30pm Eastern, room 50-340 or 6-120 (based on your sign-up). No recitation on 10/24 or lab on 10/26.
Week 8
10/31 - 11/04
Neural networks II
Notes, Autoencoder Notes, Video, Slides
Neural networks IINeural networks IIHW 8: Neural networks IIRecitation Handout
Week 9
11/07 - 11/11
Convolutional neural networks
Notes, Video, Slides
CNNsFilters and ConvNetsHW 9: Convolutional Neural NetworksRecitation Handout
Week 10
11/14 - 11/18
State machines and RNNs
Notes, Video, Slides
State machines and RNNsRNN and languageHW 10: State machines and RNNsRecitation Handout
Week 11
11/21 - 11/25
Markov decision processes
Notes, Video, Slides
MDPsMDPsHW 11: MDPsRecitation Handout
Thanksgiving Week.
Drop date 11/23.
Week 12
11/28 - 12/02
Reinforcement learning
Notes, Video, Slides
Reinforcement learningReinforcement learningHW 12: Reinforcement learningRecitation Handout
Week 13
12/05 - 12/09
Decision trees & Nearest neighbor
Notes, Video, Slides
Decision trees & Nearest neighborDecision trees & Nearest neighborRecitation AttendanceDeadline for submitting all course assignments is
12/9 at 11.59pm ET.
Automatic extensions do not apply beyond this deadline.
Week 14
12/12 - 12/16
FuturesNo ExercisesNo LabRecitation Attendance
Final Exam on Tuesday 12/20, from 9:00am-12:00pm Eastern (Dupont Gym)
Complete Lecture Notes PDF. Note that chapters are subject to change week by week!