Big Data (I)
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Week 01 - Introduction to Big Data (Friday, September 1st, 2023, 09.00-11.30)
AWS Account for Big Data
Portfolio Big Data
Mining of Massive Datasets
Hien Luu - Beginning Apache Spark 3 With DataFrame, Spark SQL, Structured Streaming, and Spark Machine Learning Library-Apress (2021)
John T. Wolohan - Mastering Large Datasets with Python Parallelize and Distribute Your Python Code-Manning (2020)
Bill (B.) Chambers, Matei (M.) Zaharia - Spark The Definitive Guide Big Data Processing Made Simple-OReilly Media, OReilly (2018)
ch01-intro
01. Big Data Concept Infrastructure
Week 02 - Data Driven (Friday, September 8th, 2023, 09.00-11.30)
Week 03 - Data Pipeline (ASYNCHRONOUS) (Friday, September 15th 2023, 09.00-11.30)
Week 04 - Big Data Processing and Machine Learning (ASYNCHRONOUS) (Friday, September 22nd, 09.00-11.30)
Week 05 - Machine Learning on Big Data using Apache Spark (OFFLINE, IN CLASS) (Friday, September 29th 2023, 09.00-11.30)
Google Colab Apache Spark Template
05 Apache Spark
Week 06 - Classification (Friday, October 6th 2023, 09.00-11.30)
Assignment Week 6 (deadline: Friday, October 6th 23.59 WIB)
Week 07 - Clustering, MLOps (Friday, October 13th 2023, 09.00-11.30)
07 - MLOps, Classification, Clustering
Assignment Week 07 (deadline: Friday, October 20th 2023, 08.00)
K-Means Clustering (right click and Save link as)
Week 08 - Clustering (2) (Friday, October 20th 2023, 09.00-11.30)
ch07-clustering
[SPREADSHEET] Dataset of Choice for Midterm Exam
Week 09 - Midterm Exam (Friday, October 27th 2023)
Midterm Report Guidelines
Midterm Exam Submission (deadline: Friday, October 27th 2023, 11.30)
Week 10 - Recommendation Systems (Friday, November 3rd 2023, 09.00-11.30)
Recommendation Systems
A-priori
FP-GrowthAlgorithm
Alternating Least Square Calculation
ch09-recsys1
ch09-recsys2
Assignment Week 10
Week 11 - Graph Analysis (Friday, November 10th 2023, 09.00-11.30)
Assignment Week 11: Graph Analysis
Week 12 - Regression (Friday, November 17th 2023, 09.00-11.30)
Assignment Week 12: Regression (deadline Friday, November 17th 2023, 11.30)
Week 14: PCA Examples
PCA Examples
Week 15 - Enrichment: Neural Network and Deep Learning (Friday, December 8th 2023, 09.00-11.30)
Deep Learning and Apache Spark Concept
Your First Deep Learning Project in Python with Keras Step-by-Step
BigDL: fast, distributed, secure AI for Big Data
BigDL-DLlib
bigdl-dllib-spark3 2.3.0
[Notebook Samples] - Classification using BigDL DLlib
Week 16 - Final Exam
Dataset for Final Exam
Big Data Final Exam Instruction
Notebook Submission (DEADLINE: FRIDAY, DECEMBER 15TH 2023, 9AM)
REMEDIAL TASK
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Big Data (I)
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Institut Teknologi Sepuluh Nopember
Sarjana
Fakultas Teknologi Elektro dan Informatika Cerdas
S-1 TEKNIK INFORMATIKA KELAS INTERNASIONAL
Semester Gasal 2023/2024
Big Data (I)
Summary
Big Data (I)
Teacher:
Abdul Munif