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21 января 2017 11 апреля 2017
Цель завершена 19 июля 2017
Образование

Machine Learning on Coursera

I've had plans to take a course like this since ages ago. Artificial intelligence and related topics are very interesting so it is a good idea to increase own level of awareness here. And still this is a good change to recover my math skills being completely unused for a few years since I was graduated. Nice challenge. nice course, hope I will find a time and motivation to complete it

 Критерий завершения

All materials have been passed through, all assignments are done

  1. Week 1

    1. Introduction

    2. Linear Regression with One Variable

    3. Linear Algebra Review

    4. Practice Quiz: Linear Algebra

  2. Week 2

    1. Linear Regression with Multiple Variables

    2. Octave/Matlab Tutorial

    3. Programming Assignment: Linear Regression

  3. Week 3

    1. Logistic Regression

    2. Regularization

    3. Programming Assignment: Logistic Regression

  4. Week 4

    1. Neural Networks: Representation

    2. Programming Assignment: Multi-class Classification and Neural Networks

  5. Week 5

    1. Neural Networks: Learning

    2. Programming Assignment: Neural Network Learning

  6. Week 6

    1. Advice for Applying Machine Learning

    2. Programming Assignment: Regularized Linear Regression and Bias/Variance

    3. Machine Learning System Design

  7. Week 7

    1. Support Vector Machines

    2. Programming Assignment: Support Vector Machines

  8. Week 8

    1. Unsupervised Learning

    2. Dimensionality Reduction

    3. Programming Assignment: K-Means Clustering and PCA

  9. Week 9

    1. Anomaly Detection

    2. Recommender Systems

    3. Programming Assignment: Anomaly Detection and Recommender Systems

  10. Week 10

    1. Large Scale Machine Learning

  11. Week 11

    1. Application Example: Photo OCR

  • 1280
  • 21 января 2017, 16:46
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