Schedule
All labs and hw are due on Fridays at midnight.
Oreofe Solarin osolarin26@wooster.edu – holds office hours to help with software instalations every Tuesday 7-8PM in Taylor 3rd floor or by Teams.
Week 1 - Jan. 11
- Wed
- Read Discuss syllabus; install DataSpell
- Fri
- ReadTM_Ch. 1 - Introduction-ppt
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- LabLab1-Intro. Read MG Ch.1 Intro
- Lab due Friday 1/20 at midnight; Link to upload Lab1.
Week 2 - Jan. 16
- Mo
- MLK Day No class
- Wed
- Read Complete Lab1 and TM_Ch. 1 from last class
- Fri
- ReadTM_Ch.2 - Concept learning (Find-S alg.)-pdf
- Activity Class activity
-
- HW Hw 1(5pts)
- Hw due Friday 1/27 at midnight; Link to upload your hw as Word doc.
Week 3 - Jan. 23
- Mon
- Read TM_Ch. 2 - Concept learning (Candidate elim. alg.)
- Lab Lab2 - covers MG_Ch.1 pg. 13-23
- Lab2-Intro k-NN due Friday 1/27 at midnight; Link to upload lab.
- Wed
- ReadTM_Ch.3 - Decision trees-pdf
- Activity Class activity
- Activity due Friday 2/3 at midnight; Link to upload activity.
- Fri
- Section Complete last lecture
Week 4 - Jan. 30
- Mon
- Section k-NN invited lecturer
- Wed
- Section Complete class activity with dec. trees :Ex. Gain Ratio
- Fri
- Lab Lab3 - covers part of MG_Ch.2
- Lab3-Dec. Trees due Friday 2/10 at midnight; Link to upload lab.
-
- HW Hw 2(5pts)
- Hw due Friday 2/10 at midnight; Link to upload your hw as Word doc.
Week 5 - Feb. 6
- Mon
- Read TM_Ch. 4 - Neural Networks(pdf)
- Activity Activity perceptron
- Activity due Friday 2/10 at midnight; Link to upload activity.
- Wed
- SectionContinue Ch. 4
- For fun Google’s Quick, Draw!
- Activity Activity perceptron alg.
- Activity due Friday 2/10 at midnight; Link to upload activity.
- Fri
- SectionContinue Ch. 4
- Activity Activity sigmoid units
-
- HW Hw 3(5pts)
- Hw due Friday 2/17 at midnight; Link to upload your hw.
Week 6 - Feb. 13
- Mon, Feb 13
- Section Continue Ch. 4
- Wed, Feb 15
- Review Exam 1 Review: Ch. 2, 3, 4
- Fri, Feb 17
- Exam Exam 1
Week 7 - Feb. 20
- Mon
- SectionTopic
- Lab Lab4 - perceptron
- Lab4-Perceptron due Friday 2/24 at midnight; Link to upload lab.
- Wed
- SectionRestricted Boltzmann Machines (RBM)
- Lab Lab5 - NN
- Lab5-NN due Friday 2/24 at midnight; Link to upload lab.
- Fri
- SectionDeep Learning and Convolutional NN ppt [convloution is best way to extract features]
Week 8 - Feb. 27
- Mon
- SectionDeep Learning with RBM [Boltzman is 2nd best way to extract features]
- SectionSVM vs Perceptron
-
- HW Hw 4(5pts)
- Hw due Friday 3/10 at midnight; Link to upload your hw.
- Wed
- ReadTM_Ch.6 Bayesian Learning - MAP and ML)
- Activity Probab. activity
- Fri
- SectionContinue Ch. 6 - Naive Bayes Classifier
- Activity Naive Bayes activity
Week 9 - March 6
- Mon
- SectionContinue Ch. 6
- Activity NB classification of articles
- Wed
- SectionContinue Ch. 6
- Fri
- Section[Continue Ch. 6 - Bayesian Belief Networks]
Week 10 - March 13 - Spring Break
- Mon:
-
- Spring Break
- No class
- Wed:
-
- Spring Break
- No class
- Fri:
-
- Spring Break
- No class
Week 11 - March 20 - Spring Brake
- Mon:
-
- Spring Break
- No class
- Wed:
-
- Spring Break
- No class
- Fri:
-
- Spring Break
- No class
Week 12 - March 27
- Mon
- SectionWork on a lab - no class, prof. is at a meeting
-
- LabLab6-Bayesian Belief Networks
- Lab due Friday 3/31 at midnight; Link to upload Lab6.
- Wed
- SectionTM_Ch. 8 - Instance-Based Learning (k-means clustering; k-nearest neighbors )
- Fri
- Section[Discuss final project and teams]
- ProjectFinal project
Week 13 - April 3
- Mon
- SectionTM_Ch. 8 - continuation
-
- Activity Activity k-NN
- Due Friday at midnight; Link to upload activity.
- Wed
- SectionTM_Ch. 9 - Genetic Algorithms
- Fri
- SectionTM_Ch. 9 - continuation
- ProjectStep 1 due - Decide on project
Week 14 - April 10
- Mon
- ReviewReview Exam 2: Ch. 6, 8
- Wed
- ExamExam 2
- Fri
- ProjectStep 2 due - Show intremediate results
- SectionWork on final project
Week 15 - April 17
- Mon
- SectionWork on final project
- Wed
- ProjectStep 3 due - Complete paper due, upload at this link
- SectionWork on final project
- Fri
- ISSymposiumI.S. Symposium - no class.
Week 16 - April 24
- Mon
- SectionTM_Ch. 9 - Genetic Algorithms
- Activity GA Demo GA Roulette
- Wed
- SectionWork on final project - prepare presentation
-
- LabLab7-Bayesian Belief Networks - Inferences
- Lab is optional, do it on your own time to learn more about BBN;
- Fri
- ProjectStep 4 due - Presentations
- SectionWork on final project
Week 17 - May 1
- Mon
- ProjectStep 4 due - Presentations
-
- ProjectStep 5 due at midnight - Final submission
- Due at midnight; Link to upload final project
- Classes end Tue, May 2 at 4pm.