- NPTEL
- Computer Science and Engineering
- NOC:Introduction to Machine Learning(Course sponsored by Aricent) (Video)
- Downloads

Module Name | Download | Description | Download Size |
---|---|---|---|

Linear Regression | Linear Algebra | Linear Algebra Tutorial | 192 kb |

Module Name | Download | Description | Download Size |
---|---|---|---|

Probability Theory | Assignment 1 | Assignment 1 with Solutions | 187 kb |

Probability Theory | Assignment 1 | Assignment 1 Questions | 170 kb |

Linear Regression | Assignment 2 | Assignment2 with Solutions | 147 kb |

Linear Regression | Assignment 2 | Assignment 2 Questions | 123 kb |

Classification - Linear Models | Assignment 3 | Assignment 3 with Solutions | 167 kb |

Classification - Linear Models | Assignment 3 | Assignment 3 Questions | 112 kb |

Classification - Separating Hyperplane Approaches | Assignment 4 | Assignment 4 with Solutions | 134 kb |

Classification - Separating Hyperplane Approaches | Assignment 4 | Assignment 4 Questions | 127 kb |

Parameter Estimation | Assignment 5 | Assignment 5 Questions | 154 kb |

Parameter Estimation | Assignment 5 | Assignment 5 Questions | 142 kb |

Evaluation Measures | Assignment 6 | Assignment 6 with Solutions | 259 kb |

Evaluation Measures | Assignment 6 | Assignment 6 Questions | 84 kb |

Hypothesis Testing | Assignment 7 | Assignment 7 with Solutions | 98 kb |

Hypothesis Testing | Assignment7 | Assignment 7 Questions | 53 kb |

Ensemble Methods | Assignment 8 | Assignment 8 with Solutions | 57 kb |

Ensemble Methods | Assignment 8 | Assignment 8 Questions | 45 kb |

Graphical Models | Assignment 9 | Assignment 9 with Solutions | 214 kb |

Graphical Models | Assignment 9 | Assignment 9 Questions | 172 kb |

Clustering | Assignment 10 | Assignment 10 with Solutions | 203 kb |

Clustering | Assignment 10 | Assignment 10 Questions | 188 kb |

Learning Theory | Assignment 11 | Assignment 11 Questions | 118 kb |

Learning Theory | Assignment 11 | Assignment 11 with Solutions | 167 kb |

Reinforcement Learning | Assignment 12 | Assignment 12 Questions | 61 kb |

Reinforcement Learning | Assignment 12 | Assignment 12 with Solutions | 81 kb |

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