Machine Learning Techniques

@mlt_cs2007

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MLT | Week-4 | Session-1
Formal & Physical Sciences AI — Models & Research
EN

MLT | Week-4 | Session-1

MLT cs2007
177 min
★ ★ ★ ☆ ☆ 3/5
Gaussian Mixture ModelsEM AlgorithmK-Means Clustering
MLT | Week-3 | Session-2
Formal & Physical Sciences Medicine & Health
EN

MLT | Week-3 | Session-2

Karthik Thiagarajan
153 min
★ ★ ★ ★ ☆ 4/5
K-MeansClusteringVoronoi Regions
MLT | Week-3 | Session-1
Formal & Physical Sciences AI — Models & Research
EN

MLT | Week-3 | Session-1

Karthik Thiagarajan
166 min
★ ★ ★ ★ ☆ 4/5
ClusteringK-MeansUnsupervised Learning
MLT | Week-2 | Session-2, Part-2
Formal & Physical Sciences Medicine & Health
EN

MLT | Week-2 | Session-2, Part-2

Karthik Thiagarajan
73 min
★ ★ ★ ★ ☆ 4/5
Kernel PCAMachine LearningDimensionality Reduction
MLT | Week-2 | Session-2, Part-1
Formal & Physical Sciences Medicine & Health
EN

MLT | Week-2 | Session-2, Part-1

Karthik Thiagarajan
125 min
★ ★ ★ ★ ☆ 4/5
PCAKernel PCAFeature Transformation
MLT | Week-2 | Session-1
Formal & Physical Sciences AI — Models & Research
EN

MLT | Week-2 | Session-1

MLT cs2007's Presentation
145 min
★ ★ ★ ☆ ☆ 3/5
PCAMachine LearningDimensionality Reduction
MLT | Week-1 | Session-2
Formal & Physical Sciences AI — Models & Research
EN

MLT | Week-1 | Session-2

MLT cs2007 (instructor)
113 min
★ ★ ★ ★ ☆ 4/5
PCADimensionality ReductionMachine Learning
MLT | Week-1 | Session-1
Formal & Physical Sciences Medicine & Health
EN

MLT | Week-1 | Session-1

Karthik Thiagarajan
162 min
★ ★ ★ ★ ☆ 4/5
Machine LearningSupervised LearningUnsupervised Learning
MLT workshop - Day 5
Formal & Physical Sciences AI — Models & Research
EN

MLT workshop - Day 5

MLT cs2007
98 min
★ ★ ★ ☆ ☆ 3/5
Linear RegressionMachine LearningSupervised Learning
MLT workshop Jan 26 - Day 2
Formal & Physical Sciences AI — Models & Research
EN

MLT workshop Jan 26 - Day 2

MLT cs2007
161 min
★ ★ ★ ☆ ☆ 3/5
NumPyPCAMatrix Multiplication
Workshop Day 1 - Jan 2026
Applied Sciences & Engineering AI — Models & Research
EN

Workshop Day 1 - Jan 2026

Mayank Kumar
169 min
★ ★ ★ ☆ ☆ 3/5
NumPyMachine LearningPython
MLT - Revision session 2_End term
Formal & Physical Sciences AI — Models & Research
EN

MLT - Revision session 2_End term

MLT cs2007
188 min
★ ★ ★ ★ ☆ 4/5
SVMSupport Vector MachineMachine Learning
MLT - Revision session 1_End term
Formal & Physical Sciences AI — Models & Research
EN

MLT - Revision session 1_End term

MLT cs2007
123 min
★ ★ ★ ★ ☆ 4/5
PerceptronMachine LearningRevision
MLT - Week 11, 12 SWU
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 11, 12 SWU

MLT cs2007
146 min
★ ★ ★ ★ ☆ 4/5
Support Vector MachinesMachine LearningSoft Margin
MLT - Week 12
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 12

MLT cs2007
96 min
★ ★ ★ ★ ☆ 4/5
Machine LearningClassificationLoss Functions
MLT - Week 11
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 11

MLT cs2007
118 min
★ ★ ★ ☆ ☆ 3/5
Support Vector MachinesSoft MarginMachine Learning
MLT - Week 10 SWU
Formal & Physical Sciences Medicine & Health
EN

MLT - Week 10 SWU

MLT cs2007
113 min
★ ★ ★ ★ ☆ 4/5
PerceptronSVMConvergence
MLT - Week 10
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 10

MLT cs2007
129 min
★ ★ ★ ☆ ☆ 3/5
PerceptronSupport Vector MachineMachine Learning
MLT - Week 9 SWU
Formal & Physical Sciences Medicine & Health
EN

MLT - Week 9 SWU

Srinivasan Sundar
90 min
★ ★ ★ ★ ☆ 4/5
PerceptronLogistic RegressionGradient Ascent
MLT - Week 9
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 9

MLT cs2007
114 min
★ ★ ★ ★ ☆ 4/5
PerceptronMachine LearningLinear Separability
MLT - Quiz 2_Revision session II
Formal & Physical Sciences AI — Models & Research
EN

MLT - Quiz 2_Revision session II

MLT cs2007
142 min
★ ★ ★ ☆ ☆ 3/5
ClassificationKNNDecision Tree
MLT - Quiz 2_Revision session I
Formal & Physical Sciences AI — Models & Research
EN

MLT - Quiz 2_Revision session I

MLT cs2007
129 min
★ ★ ★ ★ ☆ 4/5
Linear RegressionRidge RegressionLasso
MLT - Week 8 SWU
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 8 SWU

MLT cs2007
150 min
★ ★ ★ ★ ☆ 4/5
Naive BayesGaussian Naive BayesMachine Learning
MLT - Week 8
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 8

MLT cs2007
114 min
★ ★ ★ ☆ ☆ 3/5
Naive BayesClassificationBayes Theorem
MLT - Week 7 SWU
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 7 SWU

MLT cs2007
82 min
★ ★ ★ ☆ ☆ 3/5
K-NNDecision TreeEntropy
MLT - Week 7
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 7

MLT cs2007
104 min
★ ★ ★ ☆ ☆ 3/5
ClassificationMachine LearningK-Nearest Neighbors
MLT - Week 6 SWU
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 6 SWU

MLT cs2007
133 min
★ ★ ★ ★ ☆ 4/5
Ridge RegressionBayesian InferenceCross-Validation
MLT - Week 5 + 6
Formal & Physical Sciences AI — Models & Research
EN

MLT - Week 5 + 6

Machine Learning Techniques
162 min
★ ★ ★ ★ ☆ 4/5
Linear RegressionGradient DescentStochastic Gradient Descent
Week 5_session 2
Formal & Physical Sciences AI — Models & Research
EN

Week 5_session 2

MLT cs2007
76 min
★ ★ ★ ★ ☆ 4/5
Linear RegressionGradient DescentStochastic Gradient Descent
Week 5 session
Formal & Physical Sciences AI — Models & Research
EN

Week 5 session

MLT cs2007
63 min
★ ★ ★ ☆ ☆ 3/5
Supervised LearningLinear RegressionNormal Equations
Revision session 2- Week 1 & 2
Formal & Physical Sciences Computing & Cybersecurity
EN

Revision session 2- Week 1 & 2

MLT cs2007
196 min
★ ★ ★ ☆ ☆ 3/5
PCAEM AlgorithmUnsupervised Learning
Revision session_Week 3, 4
Formal & Physical Sciences AI — Models & Research
EN

Revision session_Week 3, 4

MLT cs2007
134 min
★ ★ ☆ ☆ ☆ 2/5
K-MeansClusteringEM Algorithm
Week 4 Solve with us
Formal & Physical Sciences AI — Models & Research
EN

Week 4 Solve with us

MLT cs2007
127 min
★ ★ ★ ☆ ☆ 3/5
Maximum Likelihood EstimationBayesian EstimationEM Algorithm
Week 4
Formal & Physical Sciences AI — Models & Research
EN

Week 4

MLT cs2007
112 min
★ ★ ★ ☆ ☆ 3/5
Maximum Likelihood EstimationBayesian EstimationBernoulli Distribution
Week 3 - Solve with us
Formal & Physical Sciences AI — Models & Research
EN

Week 3 - Solve with us

MLT cs2007
107 min
★ ★ ★ ★ ☆ 4/5
K-MeansClusteringMachine Learning
Week 3 - Summary session
Formal & Physical Sciences AI — Models & Research
EN

Week 3 - Summary session

MLT cs2007
174 min
★ ★ ★ ☆ ☆ 3/5
Unsupervised LearningClusteringPCA
Week 2- solve with us
Formal & Physical Sciences AI — Models & Research
EN

Week 2- solve with us

MLT cs2007
105 min
★ ★ ★ ☆ ☆ 3/5
Kernel MethodsKernel MatrixCentering
Week 2
Formal & Physical Sciences AI — Models & Research
EN

Week 2

MLT cs2007's Presentation
130 min
★ ★ ★ ☆ ☆ 3/5
Kernel TrickPCAMachine Learning
Week 1-SWU
Formal & Physical Sciences Computing & Cybersecurity
EN

Week 1-SWU

MLT cs2007
106 min
★ ★ ★ ★ ☆ 4/5
PCAEigenvaluesEigenvectors
Week 1 - Summary session
Formal & Physical Sciences AI — Models & Research
EN

Week 1 - Summary session

MLT cs2007 (Mayur)
167 min
★ ★ ★ ☆ ☆ 3/5
PCADimensionality ReductionRepresentation Learning