zuqqhi2のIT日記

プログラミング + アカデミック + 何か面白いこと

   Dec 29

E-Learning History

Pocket

Note : Last updated date is 2017/05/07

Enrolled Course

Deep Learning Foundations

Title Content
Created by Udacity
Language English
E-Learning site Udacity
Fee Around $400(I forgot and looks not easy to find the price.)
Summary This course covers from fundamental of deep learning and some new models like GAN.
Assignment environment python, scikit-learn, jupyter notebook(self development environment)
How long it takes for so far Around 2 months
My rating ★★★★★
Reason This lecture covers wide area of machine learning including deep concept part. And I can get feedback from real machine learning engineer. And then, I can get Nanodegree when I complete.

Machine Learning Engineer Nanodegree

Title Content
Created by Udacity, kaggle
Language English(Japanese subtitles in some parts)
E-Learning site Udacity
Fee $199/month
Summary Fundamental of machine learning and some algorithms including ensemble learning learning, reinforcement learning. And there are practical programming assignments for data analysis and prediction).
Assignment environment python, scikit-learn, jupyter notebook(Web orogramming environment on Udacity and my development environment)
How long it takes for so far Around 5 months(under final assignment)
My rating ★★★★★
Reason This lecture covers wide area of machine learning including deep concept part. And I can get feedback from real machine learning engineer. And then, I can get Nanodegree when I complete.

Completed Course(order by completed date desc)

Neural Networks for Machine Learning

Title Content
Created by Geoffrey Hinton(University of Toronto)
Language English
E-Learning site Coursera
Fee $49
Summary From perceptron to deep Learning including not only introduction but also some methods and models like Pre-training and Deep auto encoder. This course covers many models in detail. So, some of contents are difficult to understand compared with other courses.
Assignment environment Octave
Completed date 2017/04/23
How long it takes for Around 5 months
My rating ★★★☆☆
Reason Contents were very interested. But, I couldn’t understand whole because some parts are difficult to understand for me. I guess I’m not familiar with this course’s lecture style.

Big Data(2015)

Title Content
Created by Amarnath Gupta, Mai Nguyen, Ilkay Altintas(UC San Diego)
Language English
E-Learning site Coursera
Fee Around $600(I forgot and looks not easy to find the price.)
Summary Fundamental of Hadoop, Hive, Pig, HBase, Hue, Spark(MlLib), Neo4j, Splunk, KNIME and its application for data analysis for virtual game application.There are 7 courses(6 lecture courses and 1 capistone project course).
Assignment environment Cloudera VM(Hadoop,Hive,Pig,HBase,Hue,Spark(python,scala)), Splunk Client(Splunk), local develop environment(Neo4j, KNIME). For me, I prepared following environment. Cloudera and neo4j docker image(Hadoop,Hive,Pig,HBase,Hue,Spark,Neo4j), Splunk Cloud(Splunk), my windows environment(KNIME).
Completed date 2016/12/25
How long it takes for Around 6 months
My rating ★★★★☆
Reason These courses includes Big data softwares, graph database and machine learning shallow and wide including hadoop, hive, pig and spark core concept(like map reduce, RDD and DAG). I tried to use spark and Neo4j, so these courses are interested for me. The capistone project is making document for data analysis result and recommendation for increasing revenue of virtual game application. Setting my hypothesis and checking it with data analysis were kind of same real situation. And these courses use peer-evaluation system for assignment. So, I could learn something from other participants result.

Data Science Assignments for Business Persons

Original title is “社会人のためのデータサイエンス演習”(Japanese).

Title Content
Created by BrainPad and others(I forgot and couldn’t find this information anymore)
Language Japanese
Fee Free
E-Learning site gacco
Summary Fundamental of Statistic using Excel
Assignment environment Excel
Completed date 2016/06/24
How long it takes for Around 1 month
My rating ★★☆☆☆
Reason Lecture is easy to understand and there are some good assignments. But I wanted to learn more deep parts.

Deep Learning

Title Content
Created by Google
Language English
E-Learning site Udacity
Fee Free
Summary Fundamental of deep learning using Tensorflow(from solving MNIST with 3-layered neural net to LSTM)
Assignment environment Official Tensorflow Docker container
Completed date 2016/06/09
How long it takes for Around 1 month
My rating ★★★☆☆
Reason Contents are very interesting and there are programming assignment. But, I wanted more volume and no official answers about assingments.

Machine Learning

Title Content
Created by Andrew Ng(Stanford University)
Language English(Japanese subtitles)
E-Learning site Coursera
Fee Free
Summary Fundamental of machine learning(like what is machine learning, supervised learning, unsupervised learning, how to evaluate models)
Assignment environment Octave
Completed date 2016/04/16
How long it takes for Around 3 months
My rating ★★★★☆
Reason Easy to understand and interesting. And there were sophisticated programming assignments(I could evaluate my answers). Very high quality free machine learning course.

Image Processing and 3D Geometry : Introduction to Computer Vision 2

Original title is “画像処理と3次元幾何:コンピュータビジョン基礎2″(Japanese).

Title Content
Created by Toru Tamaki
Language Japanese
E-Learning site Udemy
Fee Free
Summary Image processing and 3D computer vision
Assignment environment Only manual calculation
Completed date 2016/03/21
How long it takes for Around 3 months
My rating ★★★☆☆
Reason Easy to understand and interesting. But I wanted to do some programming assignments.

Bayes Estimation and Graphicsl Modeling : Introduction to Computer Vision Introduction 1

Original title is “ベイズ推定とグラフィカルモデル:コンピュータビジョン基礎1″(Japanese).

Title Content
Created by Toru Tamaki
Language Japanese
E-Learning site Udemy
Fee Free
Summary Machine learning methods using probability(from base concept to some applications)
Assignment environment No assignment(except quiz)
Completed date 2014/12/19
How long Around 3 months
My rating ★★★☆☆
Reason Easy to understand and interesting. But I wanted to do some programming assignments.

Courses which I want to participate

Artificial Intelligence Engineer

Title Content
Created by In collaboration with IBM Watson, Amazon alexa, DiDi
Language English
E-Learning site Udacity
Fee $800/term

Self-Driving Car Engineer

Title Content
Created by Partners are Mercedes-Benz, NVIDIA, OTTO, DiDi, Mclaren, NEXTEV
Lnaguage English
E-Learning site Udacity
Fee $800/term

VR Developer Nanodegree

Title Content
Created by Partners are Google VR, VIVE, Upload
Language English
E-Learning site Udacity
Fee $199/month

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