DATA SAINS UNTUK KOMPETISI
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RPS Data Science Kompetisi
Introduction
week01-introduction to competition
a video about How to win a kaggle competition
Numpy dan python data science (week 1 and 2)
week1-numpy
Assignment-Tingkatkan skill data science anda
a video about python numpy
a link to an online book about python for data science
Data Mining pipeline
week02-data mining pipeline
Data exploration and statistical analysis
ebook for week 3 (EDA)
week3-tutorial Data mining using python
a video to do EDA using python
SIMILARITY & DISTANCE
week04-SIMILARITY & DISTANCE
Dimensionality Reduction. Singular Value Decomposition (SVD). Principal Component Analysis (PCA).
a video to reduce dimensions using PCA
week05-reduce dimensions using pca
CLUSTERING
week06-clustering
Assignment belajar clustering di kaggle
Assignment tutorial clustering
Supervised Learning (Linear Regression and Classification)
week07-classification
Assignment pekan 6 (clustering vs classification)
a video about classification
More about Classification
more about classification (SVM, etc)
Assignment about scikit learn
Data mining, link analysis ranking
week09-Link Analysis Ranking
a video about page rank
Recommender System
a slide about Recommender System
Assignment Submit kompetisi DMC
a video about Recommender System
Analysing Large Graph
week11a-analysing large graph
week11b-analysing large graph
introduction analysing large graph
Large Scale Machine Learning
week12a-Large Scale ML
week12b-Large Scale ML
a video about large scale ML
Map Reduce
week13-Map Reduce
a video about map reduce
Mining Data Stream
week14a-mining data stream
week14b-mining data stream
a video about mining data stream
Advertising on the web
week15-advertising on the web
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Info Kursus
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Kursus
FAKULTAS INFORMATIKA (FIF)
PRODI S1 INFORMATIKA (FIF)
CII4U3-31313
Penjelasan
DATA SAINS UNTUK KOMPETISI
Pengajar:
ADITYA FIRMAN IHSAN
Pengajar:
KEMAS RAHMAT SALEH WIHARJA