10-301 / 10-601
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Schedule

Course Schedule

Open latest poll (Lecture 3)
Date
CategoryTopicStatus
1
Mon, Aug 24
Lectures
Mon, Aug 24Lecture 1: Course OverviewModule: Classification & Regression
Homeworks
Mon, Aug 24Homework 1: Background MaterialModule: Classification & Regression
RELEASED
Wed, Aug 26
Lectures
Wed, Aug 26Lecture 2: Machine Learning as Function ApproximationModule: Classification & Regression
Fri, Aug 28
Coding Labs
Fri, Aug 28Coding Lab: HW1Module: Classification & Regression
Sun, Aug 30
Homeworks
Sun, Aug 30Homework 1: Background Material (Slot A)Module: Classification & Regression
DUE
2
Mon, Aug 31
Lectures
Mon, Aug 31Lecture 3: Decision TreesModule: Classification & Regression
Wed, Sep 2
TODAY
Lectures
Wed, Sep 2Lecture 4: Decision Tree Properties and HyperparametersModule: Classification & Regression
Homeworks
Wed, Sep 2Homework 1: Background Material (Slot B)Module: Classification & Regression
DUE
Homeworks
Wed, Sep 2Homework 2: Decision TreesModule: Classification & Regression
RELEASED
Fri, Sep 4
Coding Labs
Fri, Sep 4Coding Lab: HW2Module: Classification & Regression
3
Wed, Sep 9
Lectures
Wed, Sep 9Lecture 5: k-Nearest Neighbor and Model SelectionModule: Classification & Regression
Fri, Sep 11
Lectures
Fri, Sep 11Lecture 6: PerceptronModule: Linear Models
Homeworks
Fri, Sep 11Homework 2: Decision Trees (Slot A)
DUE
4
Mon, Sep 14
Lectures
Mon, Sep 14Lecture 7: Linear RegressionModule: Linear Models
Homeworks
Mon, Sep 14Homework 2: Decision Trees (Slot B)
DUE
Homeworks
Mon, Sep 14Homework 3: KNN, Perceptron, and Linear RegressionModule: Linear Models
RELEASED
Wed, Sep 16
Lectures
Wed, Sep 16Lecture 8: Optimization for MLModule: Linear Models
Fri, Sep 18
Recitations
Fri, Sep 18Recitation: HW3Module: Linear Models
Programming Tests
Fri, Sep 18Programming Test 1 (HW1/HW2)Module: Linear Models
Homeworks
Fri, Sep 18Homework 3: KNN, Perceptron, and Linear Regression (Slot A)Module: Linear Models
DUE
5
Mon, Sep 21
Lectures
Mon, Sep 21Lecture 9: Stochastic Gradient Descent / Logistic RegressionModule: Linear Models
Homeworks
Mon, Sep 21Homework 3: KNN, Perceptron, and Linear Regression (Slot B)Module: Linear Models
DUE
Wed, Sep 23
Lectures
Wed, Sep 23Lecture 10: Feature Engineering / RegularizationModule: Linear Models
6
Mon, Sep 28
Lectures
Mon, Sep 28Lecture 11: Neural NetworksModule: Neural Networks
Exams
Mon, Sep 28Exam 1Module: Neural Networks
EXAM
Homeworks
Mon, Sep 28Homework 4: Logistic RegressionModule: Linear Models
RELEASED
Wed, Sep 30
Lectures
Wed, Sep 30Lecture 12: Backpropagation IModule: Neural Networks
Fri, Oct 2
Coding Labs
Fri, Oct 2Coding Lab: HW4Module: Neural Networks
Sun, Oct 4
Homeworks
Sun, Oct 4Homework 4: Logistic Regression (Slot A)
DUE
7
Mon, Oct 5
Lectures
Mon, Oct 5Lecture 13: Backpropagation IIModule: Neural Networks
Wed, Oct 7
Lectures
Wed, Oct 7Lecture 14: Societal Impacts of ML (Evaluation)Module: Societal Impacts
Homeworks
Wed, Oct 7Homework 4: Logistic Regression (Slot B)
DUE
Homeworks
Wed, Oct 7Homework 5: Neural NetworksModule: Neural Networks
RELEASED
Fri, Oct 9
Coding Labs
Fri, Oct 9Coding Lab: HW5Module: Societal Impacts
9
Mon, Oct 19
Lectures
Mon, Oct 19Lecture 15: PAC learningModule: Learning Theory
Wed, Oct 21
Lectures
Wed, Oct 21Lecture 16: PAC Learning / MLE & MAPModule: Learning Theory
Thu, Oct 22
Homeworks
Thu, Oct 22Homework 5: Neural Networks (Slot A)
DUE
Fri, Oct 23
Recitations
Fri, Oct 23Recitation: HW6Module: Deep Learning
Sun, Oct 25
Homeworks
Sun, Oct 25Homework 5: Neural Networks (Slot B)
DUE
Homeworks
Sun, Oct 25Homework 6: Learning Theory and EthicsModule: Deep Learning
RELEASED
10
Mon, Oct 26
Lectures
Mon, Oct 26Lecture 17: MLE & MAP / CNNs and RNNsModule: Deep Learning
Wed, Oct 28
Lectures
Wed, Oct 28Lecture 18: RNN-LMs and Transformers-LMsModule: Deep Learning
Thu, Oct 29
Homeworks
Thu, Oct 29Homework 6: Learning Theory and Ethics (Slot A)Module: Deep Learning
DUE
Fri, Oct 30
Programming Tests
Fri, Oct 30Programming Test 2 (HW4/HW5)Module: Deep Learning
Sun, Nov 1
Homeworks
Sun, Nov 1Homework 6: Learning Theory and Ethics (Slot B)Module: Deep Learning
DUE
11
Mon, Nov 2
Lectures
Mon, Nov 2Lecture 19: Transformers, AutoDiff, Pre-training, Fine-TuningModule: Deep Learning
Wed, Nov 4
Lectures
Wed, Nov 4Lecture 20: In-context Learning / Reinforcement Learning: MDPsModule: Reinforcement Learning
Thu, Nov 5
Exams
Thu, Nov 5Exam 2Module: Reinforcement Learning
EXAM
Homeworks
Thu, Nov 5Homework 7: Deep LearningModule: Deep Learning
RELEASED
Fri, Nov 6
Coding Labs
Fri, Nov 6Coding Lab: HW7Module: Reinforcement Learning
12
Mon, Nov 9
Lectures
Mon, Nov 9Lecture 21: Reinforcement Learning: Core AlgorithmsModule: Reinforcement Learning
Wed, Nov 11
Lectures
Wed, Nov 11Lecture 22: Reinforcement Learning: Policy Gradient / Deep RLModule: Reinforcement Learning
Thu, Nov 12
Homeworks
Thu, Nov 12Homework 7: Deep Learning (Slot A)
DUE
Fri, Nov 13
Coding Labs
Fri, Nov 13Coding Lab: HW8Module: Reinforcement Learning
Sun, Nov 15
Homeworks
Sun, Nov 15Homework 7: Deep Learning (Slot B)
DUE
Homeworks
Sun, Nov 15Homework 8: Reinforcement LearningModule: Reinforcement Learning
RELEASED
13
Mon, Nov 16
Lectures
Mon, Nov 16Lecture 23: Unsupervised Learning: Autoencoders / PCA / K-MeansModule: Learning Paradigms
Wed, Nov 18
Lectures
Wed, Nov 18Lecture 24: Recommender Systems / Matrix FactorizationModule: Learning Paradigms
Fri, Nov 20
Homeworks
Fri, Nov 20Homework 8: Reinforcement Learning (Slot A)
DUE
14
Mon, Nov 23
Lectures
Mon, Nov 23Lecture 25: Ensemble Methods: Boosting & BaggingModule: Learning Paradigms
Homeworks
Mon, Nov 23Homework 8: Reinforcement Learning (Slot B)
DUE
Homeworks
Mon, Nov 23Homework 9: Learning ParadigmsModule: Learning Paradigms
RELEASED
15
Mon, Nov 30
Recitations
Mon, Nov 30Recitation: HW9Module: Learning Paradigms
Homeworks
Mon, Nov 30Homework 9: Learning Paradigms (Slot A)Module: Learning Paradigms
DUE
Wed, Dec 2
Lectures
Wed, Dec 2Lecture 26: Special Topics: Coding Agents / Generative Models for VisionModule: Learning Paradigms
Thu, Dec 3
Homeworks
Thu, Dec 3Homework 9: Learning Paradigms (Slot B)Module: Learning Paradigms
DUE
Fri, Dec 4
Programming Tests
Fri, Dec 4Programming Test 3 (HW7/HW8)Module: Learning Paradigms
16
Fri, Dec 11
Exams
Fri, Dec 11Exam 3Module: Learning Paradigms
EXAM