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RPS Kecerdasan Buatan 2024/2025
[VIDEO] PDD-UKTPT | Serdos 2025 | AI Development Life Cycle
01 - AI Development Life Cycle
[VIDEO] PDD-UKTPT | Serdos 2025 | AI Development Life Cycle
[PRESENSI] SKKNI Artificial Intelligence (No 22 Tahun 2020)
[PRESENSI] Haakman 2021 - AI Lifecycle Models Need to be Revised
[PRESENSI] Silva 2022 - An Artificial Intelligence Life Cycle - From Conception to Production
Discussion Forum
Tugas 01 Individual - Tahapan AI Development Life Cycle
Tugas 01 Kelompok - Tahapan AI Development Life Cycle
Tugas 01 Kelompok - Video - AI Development Life Cycle
02 - Business Understanding
[PRESENSI] ASHOKA: Alat Skrining Kesehatan Organ Kelamin Anak berbasis Artificial Intelligence
[PRESENSI] Digital Pathology Platform Berbasis Artificial Intelligence
PKM Club UY
Tugas 02 Individual - Business Understanding
03 - Data Understanding 1: Data Visualization
[PRESENSI] House Price Data
[PRESENSI] Matplotlib
[PRESENSI] Seaborn
04 - Data Understanding 2: Statistical Analysis
[PRESENSI] Breast Cancer Data
05 - Data Understanding 3: Exploratory Data Analysis (EDA) Report
[PRESENSI] Tugas 03 Individual - Notebook - Data Understanding
[PRESENSI] Tugas 03 Individual - Slide - Data Understanding
[PRESENSI] Tugas 03 Individual - Video - Data Understanding
06 - Data Preparation 1: Handling Data Problems
[PRESENSI] TECH DISCUSSION : FOUR LESSON IN AI : FROM ACADEMIA TO INDUSTRY
[PRESENSI][NOTEBOOK] Breast Cancer Case Study
[PRESENSI][NOTEBOOK] House Price Case Study
07 - Data Preparation 2: Feature Engineering
[PRESENSI][VIDEO] Data Extraction / Import
[PRESENSI][VIDEO] Data Understanding / Exploratory Data Analysis
[PRESENSI][VIDEO] Data Preparation or Preprocessing
[PRESENSI][VIDEO] Modeling and Evaluation
[PRESENSI] Breast Cancer Diagnosis (all steps)
08 - Mid Exam (UTS)
UTS Starter Code - House Price Prediction
House Price Prediction Data
UTS Starter Code - Breast Cancer Diagnosis
Breast Cancer Diagnosis Data
[PRESENSI] Submission 1: Python Notebook
[PRESENSI] Submission 2: Presentation Slide
09 - Model Evaluation 1: Experimental Design
[PRESENSI] Hold-Out to K-Fold
[PRESENSI] Cross-Validation
[PRESENSI] Evaluation Metrics
10 - Model Evaluation 2: Experimental Evaluation
[PRESENSI] Exercise - Model Evaluation
11 - Modeling 1: Fundamental Models
[PRESENSI][VIDEO] Fundamental Modeling 1: Supervised Learning
[PRESENSI][VIDEO] Fundamental Modeling 2: Model Representation
[PRESENSI][VIDEO] Fundamental Modeling 3: Multivariate Linear Regression
[PRESENSI][Video] Fundamental Modeling 4: Gradient Descent Algorithms for Linear Regression
[PRESENSI][VIDEO] Fundamental Modeling 5: Intro to Logistic Regression
[PRESENSI][VIDEO] Fundamental Modeling 6: Hypothesis Representation
[PRESENSI][VIDEO] Fundamental Modeling 7: Non-Convex Function
[PRESENSI][VIDEO] Fundamental Modeling 8: Convex Function
[PRESENSI][VIDEO] Fundamental Modeling 9: Cost Function
[PRESENSI][VIDEO] Fundamental Modeling 10: Gradient Descent Algorithm for Logistic Regression
12 - Modeling 2: Model Improvements
[PRESENSI][VIDEO] Through the Lens of AI: Mastering Basic and Trends in Computer Vision - Dr. Anusha
[PRESENSI][SLIDE] Through the Lens of AI: Mastering Basic and Trends in Computer Vision - Dr. Anusha
13 - Modeling 3: Model Implementation
[PRESENSI][VIDEO] Deep Dive into AI: Applications toward Medical Domains
[PRESENSI][SLIDE] Deep Dive into AI: Applications toward Medical Domains
14 - AI Project Management
[PRESENSI] Deskripsi Proyek
15 - Project Presentation
[PRESENSI] Project Submission 1 - Python Notebook
[PRESENSI] Project Submission 2 - Slide Presentasi
[PRESENSI] Project Submission 3 - Laporan Proyek
16 - Final Exam (UAS)
UAS
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MBKM Mandiri
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Modul Pustakawan Sistem
Modul RIM dalam IG
Program Studi Teknik Informatika
2023/2024 Antara - Teknik Informatika
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Kecerdasan Buatan 24 Kelas A
Pengajar:
531141112024 Chandra Prasetyo Utomo
Pengajar:
531141106017 Ummi Azizah Rachmawati
Synchronous Meeting Type
:
Blended (Online and Face-to-Face)
Skill Level
:
Beginner
