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  • Course data
    Umum
    Pengumuman
    RPS - Pengembangan Kecerdasan Buatan - update
    [BOOK] An Introduction to Statistical Learning with Application in Python
    [BOOK] Reinforcement Learning: An Introduction
    [PANDUAN] SKKNI AI DATA SCIENCE
    LOGBOOK Peminatan Trek AI
    [PANDUAN] Observasi dan Apresiasi Sikap
    Self Assessment Sikap (Pekan 1 dan 2)
    [PANDUAN] Slide Template
    [ASHOKA][Video] Ashoka: Alat Skrining Kesehatan Organ Kelamin Anak
    [Ashoka][Paper References] Artikel Ilmiah terkait Proyek Ashoka
    [ViuMe][Video] Cervival Cancer Prediction
    [ViuMe][Paper References] Artikel Ilmiah terkait Proyek ViuMe
    [ICU][Videos] AI and Cloud for Sepsis Prediction
    [ICU][Paper References] Artikel Ilmiah Terkait ICU Analytics
    [CONDYLE][Videos] CT/MRI
    [CONDYLE][Paper References] Artikel Ilmiah Terkait Segmentasi pada Citra MRI
    Week 1: Business Understanding 1
    [PRESENSI][SLIDE] Value Proposition
    [PRESENSI][VIDEO] Value Proposition: Create a Product People Will Actually Buy
    [PRESENSI][WORKSHEET] Value Proposition
    [PRESENSI][TUGAS] Value Proposition
    [PRESENSI][TUGAS] Value Proposition - AI Assisted
    [PRESENSI]Soft Skill DPJJ
    [PRESENSI][VIDEO] Designing a Customer-Centric Business Model
    [PRESENSI][SLIDE] Designing a Customer-Centric Business Model
    [PRESENSI][READING] Business Model Examples
    [PRESENSI][READING BOOK] Intro to RL: Pages 25-36
    [PRESENSI][VIDEOS] Fundamentals of RL - Week 1: K-Armed Bandit Problem
    [PRESENSI][Lecture Notes] K-Armed Bandit Problem (Page 1-8)
    Week 2: Business Understanding 2
    [PRESENSI][VIDEO] Build a Product that Scales into a Company
    [PRESENSI][SLIDE] Build a Product that Scales into a Company
    [PRESENSI][TUGAS] Business Model Explanation
    [PRESENSI][VIDEO] Getting Behind the Perfect Pitch
    [PRESENSI][SLIDE] Getting Behind the Perfect Pitch
    [PRESENSI] Online Course EdX : Statistical Learning
    [PRESENSI][READING]Introduction to Statictical Learning and Python Programming
    [PRESENSI][SLIDE]Introduction to Statistical Learning
    [PRESENSI][VIDEO] Pitching Presentation - Digital Innovation
    [PRESENSI] Business Plan Slide
    [PRESENSI] Business Plan Presentation
    [PRESENSI][READING BOOK] Intro to RL: Pages 46-57
    [PRESENSI][VIDEOS] Fundamentals of RL - Week 2: Markov Decision Process
    [PRESENSI][Lecture Notes] Markov Decision Processes: Pages 8-12
    [PRESENSI][VIDEO]Introduction to Dataset
    [PRESENSI][VIDEO]Data dan Metadata
    Week 3: Data Understanding 1
    [PRENSENSI]Data Understanding-1
    [PRESENSI]Contoh Studi Kasus Data Understanding
    [PRESENSI]Question about Data
    [PRESENSI]Introduction to Matplotlib dan Seaborn
    Silabus Agama (Peminatan)
    Prinsip Agama Islam
    Tugas soft skill - Agama
    [PRESENSI]Soft skill - Authentic Leadership
    [PRESENSI]Kuesioner Authentic Leadership
    [PRESENSI] Worksheet Studi Kasus Kepemimpinan
    [PRESENSI]Data Understanding -2
    [PRESENSI]Referensi Data Visualization using Python Library
    [PRESENSI][READING]Statictical Learning and Python Programming
    [PRESENSI] Online Course EdX : Statistical Learning (Ch. 2)
    [PRESENSI]Chapter 2 - Statistical Learning
    [PRESENSI][CODING]Introduction to Python Programming
    [PRESENSI][TUGAS] Coding dan Resume Python Programming
    [PRESENSI]Latihan Studi Kasus
    [PRESENSI][TUGAS]Studi Kasus Challenge
    [PRESENSI] Markov Decision Processes - Martha & Nashuha
    Week 4: Data Understanding 2
    Komponen Penilaian Challenge
    Pertanyaan dan Diskusi Topik Data Understanding
    Etika dalam Islam
    Soft Skill - Managing People
    [PRESENSI] Online Course EdX : Review Ch 1 dan 2
    [PRESENSI][READING]Statictical Learning and Python Programming
    Review Chapter 1 dan 2 - Statistical Learning
    [PRESENSI]Quiz Praktik Kelompok
    [PRESENSI]Prinsip Visualisasi Data
    [PRESENSI]Five Data Storytelling Tips
    [PRESENSI]Referensi Laporan Data Visualisasi
    [PRESENSI][LAPORAN DATA VISUALISASI]
    Week 5: Data Preparation 1
    [PRESENSI] 3.1 - Data Preparation
    03 Python Implementation of Data Preparation
    Practice Dataset
    03 - Tugas Mandiri - Sesi 1
    Feature Selection Python Library
    Feature Extraction Python Library
    03. Warming Up - Quiz Data Preparation 1
    Cursed of Dimensionality Reduction
    03 - Soal Practice Dimensionality Reduction and Feature Selection
    03 - Tutorial Dimensionality Reduction and Feature Selection
    03 - 171023 - Sesi 1
    [PRESENSI] Online Course EdX : Statistical Learning (Ch. 3)
    [PRESENSI]Simple Linear Regression
    [PRESENSI]Simple Linear Regression - Scikit Learn
    Registering CITI Program
    [PRESENSI] Update Progress CITI Program
    Etika Penggunaan Teknologi Informasi
    Week 6: Data Preparation 2
    [PRESENSI][READING]CH 3 - Simple Linear Regression
    [PRESENSI] Online Course EdX : Statistical Learning (Ch. 3)
    Pre test Quiz - Linear Regression
    [PRESENSI]Chapter 3 - Simple Linear Regression
    [CODING] Ch 3 - Simple Linear Regression
    [PRESENSI]Perhitungan Simple Linear Regression
    [TUGAS]Perhitungan Simple Linear Regression (manual)
    Tautan Zoom - Sesi Sinkronus
    Daftar Pertanyaan Eksplorasi dan Data Preprocessing pada Citra
    Template Jawaban Explorasi dan Data Preprocessing Citra
    Dataset Jagung Lokal
    Pengumpulan Tahap 1 - Image Data Preprocessing
    Exploring and Analyzing Image
    Feature Extraction - Histogram Oriented Gradient
    Manajemen Waktu dalam Bekerja
    Week 7: Modelling 1
    [PRESENSI][Video] Introduction to Scrum
    [PRESENSI][Video] Scrum Master
    [PRESENSI][Paper] AI in Education
    Keamanan Siber dan Peretasan
    Keterlibatan dalam Proyek Teknologi Informasi
    Presentasi Metode Statistical Learning
    [PRESENSI][CODE]Notebook Chapter 3 - Linear Regression
    [PRESENSI][Paper] AI in Brain Tumor
    Week 8: Modelling 2
    [PRESENSI][Paper] AI in Chordee Prediction
    [PRESENSI][Paper] AI in Digital Pathology
    Classifying Temporomandibular Disorder with Artificial Intelligent Architecture Using MRI
    [ PRESENSI ] - Pengumpulan Review Paper Topik Dental Segmentation
    Rekaman Review Paper -
    [PRESENSI]Classification: Logistic Regression
    Week 9: Modelling 3
    Template - Review Paper
    [PRESENSI][Paper] AI in Image Classification
    [PRESENSI] Pengumpulan Paper Review #6 - AI in Image Classification
    [PRESENSI][Paper] AI in iCU (Reinforcement Learning - Sample Based)
    [PRESENSI] Pengumpulan Paper Review #7 - AI in ICU (RL - Sample Based)
    [PRESENSI][Paper] AI in Automatic Systematic Literature Review
    [PRESENSI] Pengumpulan Paper Review #8 - AI in Automatic SLR
    [PRESENSI]Classification: LDA, GLM dan Naive Bayes
    Week 10: Model Evaluation 1
    [PRESENSI][Paper] AI in Covid - Classification of Covid-19 in Chest X-Ray Images Using Fusion of Deep Features and LightGBM
    [PRESENSI] Pengumpulan Paper Review #9 - AI in Covid-19 Prediction
    Tautan Code
    Sample IRIS
    [PRESENSI][Paper] AI in iCU (Reinforcement Learning - Function Approximation)
    [PRESENSI] Pengumpulan Paper Review #10 - AI in ICU (RL - Function Approximation)
    [PRESENSI]Evaluation Models Book
    [PRESENSI]Resampling Method
    [PRESENSI][CODE]Validation Set Approach
    [PRESENSI][CODE]Leave One Out Cross Validation
    [PRESENSI][CODE]Resampling Method
    [PRESENSI][TUGAS] CODE ISLP
    Week 11: Model Evaluation 2
    Journal Paper for Review
    [PRESENSI][BOOK] Model Evaluation
    [PRESENSI][Video] How to evaluate ML models
    [PRESENSI][Video] Machine Learning Model Evaluation Metrics
    [PRESENSI][Video] How to Prepare a Journal Club Presentation
    [PRESENSI][Video] How to Prepare and Present a Research Paper at a Journal Club
    [PRESENSI][PAPER]Dental Education #1
    [PRESENSI][PAPER]Dental Education #2
    [PRESENSI][PAPER]Dental Education #3
    [PRESENSI][PAPER]Brain Tumor #1
    [PRESENSI][PAPER]Brain Tumor #2
    [PRESENSI]Linear Model Selection and Regularization
    Week 12: Deployment 1
    TRACKING PROGRESS
    Persiapan Instalasi Deploy on Streamlit
    Deployment Aplikasi Machine Learning to Streamlit
    Sample Aplikasi AI/ML (Deploy in Streamlit)
    IRIS-Simple Project to Deploy
    Github Repository Model Jagung
    Streamlit Discord
    Berkas Python Model Klasifikasi
    Developing Mobile Appilcation (Android Studio)
    Retrofit Android
    Android Jettpack
    Dagger Hilt
    [PRESENSI][PAPER]Chordee #1
    [PRESENSI][PAPER]Chordee #2
    [PRESENSI][PAPER]Chordee #3
    Quiz - Pilihan Ganda
    Quiz - Essay (Reflection)
    Best Subset Selection
    Week 13: Deployment 2
    [PRESENSI][PAPER]ViuMe #1
    [PRESENSI][PAPER]ViuMe #2
    [PRESENSI][PAPER]ViuMe #3
    [PRESENSI][PAPER]ViuMe #4
    [PRESENSI][PAPER]Dental Segmentation #1
    [PRESENSI][PAPER]Dental Segmentation #2
    [PRESENSI][PAPER]Dental Segmentation #3
    [PRESENSI][PAPER]Ashoka - Normal Abnormal #1
    [PRESENSI][PAPER]Ashoka - Normal Abnormal #2
    [PRESENSI][PAPER]Ashoka - Normal Abnormal #3
    [PRESENSI]Deep Learning
    Neural Network
    Week 14: Deployment 3
    [PRESENSI][PAPER]ICU - Sample Based #2
    [PRESENSI][PAPER]ICU - Sample Based #3
    [PRESENSI][PAPER]ICU - Sample Based #1
    [PRESENSI][PAPER]Auto SLR #1
    [PRESENSI][PAPER]Auto SLR #2
    [PRESENSI][PAPER]Auto SLR #3
    [PRESENSI][PAPER]Covid Prediction #1
    [PRESENSI][PAPER]Covid Prediction #2
    Neural Networks (2)
    Quiz: Deep Learning
    Mendalami arsitektur algoritma
    Week 15: Project Evaluation 1
    [PRESENSI][PAPER]ICU - Function Approx. #1
    [PRESENSI][PAPER]ICU - Function Approx. #2
    [PRESENSI][PAPER]ICU - Function Approx. #3
    [PRESENSI]Unsupervised Learning
    Week 16: Project Evaluation 2
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    Pengembangan Kercerdasan Buatan

    • Pengajar: 1402020005 Ahmad Fadhlur Rahman
    • Pengajar: 531141112024 Chandra Prasetyo Utomo
    • Pengajar: 1402020052 Fathur Rizqy
    • Pengajar: 1402020113 Martha Riskiaty
    • Pengajar: 531141116036 muhammad fathurrachman
    • Pengajar: 1402020032 Muhammad Wildan Pratama
    • Pengajar: 1402020115 Nashuha Insani
    • Pengajar: 1402020033 Neng Suhaeni
    • Pengajar: 531191123015 Roni Hidayat
    • Pengajar: 531141123046 Shindy Arti
    Synchronous Meeting Type: Blended (Online and Face-to-Face)
    Skill Level: Beginner

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