Mooc of learning? The majority of the courses completed are less than the single-digit percentage of the number of elective classes. Coursera Data Science certificate sold a hundred thousand of (with the impression that the data might be wrong), and finally finished capstone project with just over 500 people. Moreover, most of those who have finished have a computer science background, and the 0 base is rare.
This is still the result of teaching Pyt
Ng's machine learning courses on Coursera are the best choice for getting started. In addition, Yaser Abu-mostafa's machine learning program is more focused on theory, but also suitable for beginners. Learning deep learning does not require mastering machine learning, but it can be helpful if you have some understanding. In addition, Learning Classic machine learning, not just deep learning, can give us a deep theoretical background ———— because deep
Editor's note: Quora on the question: self-study machine learning technology, what advice do you have? (What is your recommendations for self-studying machine learning), Yann LeCun The answer under the question. This article by Lei Feng Net (public number: Lei Feng net) according to LeCun's reply collation, the original link: http://www.leiphone.com/news/201611/cWf2B23wdy6XLa21.htmlThere are a lot of materials, tutorials, and video courses on the Web for machine learning, including some universi
Knowledge points in this section:
Bayesian Statistics and Normalization
Online learning
How to use machine learning algorithms to solve specific problems: setting up diagnostic methods to quickly identify problems
Bayesian statistics and normalization (methods to prevent overfitting) is to find better estimation methods to reduce the occurrence of over-fitting conditions.In retrospect, the estimation method used in linear regression is least squares, and logistic regres
Source: POJ (Coursera statement: The exercises completed on POJ will not count against the final results of Coursera. )Note: Total time limit: 1000ms memory limit: 65536kBDescribeIn a Student information processing program, it is required to implement a class that represents a student, and all member variables should be private.(Note: The evaluation system cannot automatically determine whether a variable i
Programming Question # #: Bacterial Experiment GroupingSource: POJ (Coursera statement: The exercises completed on POJ will not count against the final results of Coursera. )Note: Total time limit: 1000ms memory limit: 65536kBDescribeThere is a bacteria divided into a, b two subspecies, their external characteristics are almost identical, only in the reproductive capacity of the significant difference, a su
Although not yards, but always have a yard of the heart of the farmers. So always want to learn how to program.Let's start with your background:Have graduated several years of engineering male, so the basic knowledge is the University of the rectification of the green Shell C language.But in addition to the basic variables, arrays, selections, loops, to the pointer that can not remember.Then because of the job needs, I learned the Linux Shell programming (Linux system basic knowledge is very gen
courses is less than the percentage of students selected. Coursera data science certificate sold tens of thousands (by impression, data may be incorrect), and only over 500 people finally completed the capstone project. In addition, most of the people who have completed the work have already had a background in computer science.
This can be the result of teaching python. One of the easiest to learn, the best to get started, the most productive, and
Programming Question # # #: Queued GamesSource: POJ (Coursera statement: The exercises completed on POJ will not count against the final results of Coursera. )Note: Total time limit: 1000ms memory limit: 65536kBDescribeIn kindergarten, the teacher arranges children to do a line-up game. First, the teacher carefully arranged the same number of small boys and young girls in a queue, each child according to th
Programming Question # #: expansion number matching problemSource: POJ (Coursera statement: The exercises completed on POJ will not count against the final results of Coursera. )Note: Total time limit: 1000ms memory limit: 65536kBDescribeThere is an opening parenthesis, a closing parenthesis, and a case letter in a string (no more than 100), and the stipulation (as with the usual arithmetic) that any openin
Programming Question #: Looking for the topSource: POJ (Coursera statement: The exercises completed on POJ will not count against the final results of Coursera. )Note: Total time limit: 1000ms memory limit: 65536kBDescribeOn a mountain of MXN, the average elevation of each plot is known, and the plot of all the peaks is requested (the so-called peak, that is, the average elevation of its plots is not smalle
This semester has been to follow up on the Coursera Machina learning public class, the teacher Andrew Ng is one of the founders of Coursera, machine learning aspects of Daniel. This course is a choice for those who want to understand and master machine learning. This course covers some of the basic concepts and methods of machine learning, and the programming of this course plays a huge role in mastering th
Programming Question # #: Output specified result twoSource: Peking University Online Program evaluation system POJ (Coursera statement: The exercises completed on POJ will not count to the final results of Coursera. )Total time limit: 1000ms memory limit: 1024kBDescribeFill in the blanks to make the output of the program conform to the following requirements.#include InputNo input required.OutputThe result
Programming Question # #: the sort and classification of crowdsSource: Peking University Online Program evaluation system POJ (Coursera statement: The exercises completed on POJ will not count to the final results of Coursera. )Total time limit: 1000ms memory limit: 1024kBDescribeThe population is sorted and categorized according to the information entered.#include InputThe first line is the integer t, whic
Now online has a lot of very high-quality online learning sites, but also let us feel happy and fortunate that many sites are free, so put so many good resources do not, really is a waste.So, here are a few online learning sites for you to learn and career to plug in a pair of soaring wings.1. COURSERATipswww.coursera.orgVery famous online learning site, estimated by many people have heard of. But I heard it seems like a charge recently. The website provides paid courses for major universities a
videos or videos at pizzeria and Japanese restaurants. The company registered on February 15, 2005, the slogan of the website is "Broadcast Yourself" (Express yourself), so here the bread includes a variety of video materials. With it, you basically don't have to download the video you need.Name: CourseraAddress: https://www.coursera.org/coursesDescription: Coursera is a profit-making educational technology company founded by Stanford University's co
training set for training and get different model;
4, the model on the CV set on the performance of a score, choose a better performance models;
There is a need to note that we will eventually choose to perform the best model on the CV set, but the final evaluation of this model is to be in a new data d_test (similar to the Netflix Prize competition, The official eventually gives your model a rating of data) on the test. Andrew NG recommends dividing the data as follows:
k-fold Cross validtio
and the contrast divergence algorithm, and is also an active catalyst for deep learning. There are videos and materials .L Oxford Deep LearningNando de Freitas has a full set of videos in the deep learning course offered in Oxford.L Wulide, Professor, Fudan University. Youku Video: "Deep learning course", speaking of a very master style.
Other references:
L Neural Networks Class,hugo Larochelle from Universitéde SherbrookeL Deep Learning Course, CILVR Lab @ NYU3.2 Machine VisionL
This semester has been to follow up on the Coursera Machina learning public class, the teacher Andrew Ng is one of the founders of Coursera, machine learning aspects of Daniel. This course is a choice for those who want to understand and master machine learning. This course covers some of the basic concepts and methods of machine learning, and the programming of this course plays a huge role in mastering th
Programming Question #: Output format for real numbersSource: POJ (Coursera statement: The exercises completed on POJ will not count against the final results of Coursera. )Note: Total time limit: 1000ms memory limit: 1000kBDescribeThe flow manipulation operator is used to implement: Enter a real number, the non-scientific counting method to output, after the decimal point to retain 5 valid digits, and then
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