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Cerdas Inovasi Digital
62 classes · 1,240 episodes · Practical classes with a screenshot for every step. The first class of every series is free; the full series is for Premium subscribers.
Rhino 8 + Grasshopper · Intermediate
Rhino Grasshopper
10 video lessons with PDF guides, 1 h 26 min in total. Starts with: Parametric Tree Column Canopy.
Java (JDK 21) · Beginner–Advanced
Creating ERP with Java
10 video lessons with PDF guides, 1 h 43 min in total. Starts with: Project Setup.
Twinmotion · Beginner–Intermediate
Twinmotion
10 video lessons with PDF guides, 52 min in total. Starts with: Import a Revit Model and Navigate.
AutoCAD · Beginner–Intermediate
AutoCAD House 6x10
10 video lessons with PDF guides, 1 h 23 min in total. Starts with: Drawing Preparation and Outer Walls.
Godot · Beginner–Intermediate
Godot 4 Space Shooter
14 video lessons with PDF guides, 1 h 15 min in total. Starts with: New Project and Screen Setup.
Construct · Beginner–Intermediate
Construct 3 Kiko's Adventure
10 video lessons with PDF guides, 58 min in total. Starts with: New Project, Layout, and Layers.
Python · Intermediate–Advanced
Occlusion Robust Face Recognition
6 video lessons with PDF guides, 1 h 26 min in total. Starts with: LFW Face Dataset & Creating Synthetic Occlusion (Mask, Sunglasses, Hand).
Deepfake Detection Vision Transformer
6 video lessons with PDF guides, 1 h 11 min in total. Starts with: Deepfake Concepts, Manipulation Types & Real vs Fake Face Dataset.
Transfer Learning for Leaf Disease
6 video lessons with PDF guides, 1 h 5 min in total. Starts with: PlantVillage Dataset: Folder Structure, Class Distribution & Data Split.
Brain Tumor Segmentation with U-Net
6 video lessons with PDF guides, 1 h 10 min in total. Starts with: Brain MRI Dataset & Tumor Mask: Loading, Visualization & Patient-wise Splitting.
Deep Learning CNN-LSTM Pneumonia Detection
6 video lessons with PDF guides, 57 min in total. Starts with: Chest X-ray Dataset: Loading, Exploration & Data Splitting.
Python · Beginner–Advanced
Machine Learning Python
18 video lessons with PDF guides, 3 h 41 min in total. Starts with: Introduction to Machine Learning & First Model.
ANFIS Metaheuristics Time Series Forecasting
6 video lessons with PDF guides, 59 min in total. Starts with: Non-Linear Time Series: Dataset, Stationarity, and Patterns.
NSGA-II MOPSO Hybrid Multi-Objective Optimization
6 video lessons with PDF guides, 59 min in total. Starts with: Multi-Objective Optimization: Pareto Front, Dominance, and Test Functions ZDT/DTLZ.
EKG Arrhythmia Classification Wavelet Deep Learning
6 video lessons with PDF guides, 56 min in total. Starts with: EKG & EEG Signals: Characteristics and Public Datasets (MIT-BIH).
Hybrid ML Network Intrusion Detection
6 video lessons with PDF guides, 52 min in total. Starts with: IoT Network Attacks & Intrusion Dataset (NSL-KDD).
MIMO-OFDM Channel Estimation Deep Learning
6 video lessons with PDF guides, 57 min in total. Starts with: OFDM and MIMO Basics: Subcarrier, Pilot, Multipath Channel.
5G Deep RL Resource Allocation
6 video lessons with PDF guides, 1 h 1 min in total. Starts with: Concept of 5G/6G Resource Allocation: Resource Block, Power, User.
Autonomous Vehicle MPC Path Tracking
6 video lessons with PDF guides, 57 min in total. Starts with: Vehicle Bicycle Kinematic Model.
PID & FOPID Metaheuristics
6 video lessons with PDF guides, 52 min in total. Starts with: Control System: Transfer Function, Step Response, and Performance Specifications.
Quadrotor Control Sliding Mode Control
6 video lessons with PDF guides, 50 min in total. Starts with: 6-DOF Quadrotor Dynamic Model.
Reinforcement Learning for Robot Manipulator
6 video lessons with PDF guides, 49 min in total. Starts with: Forward and Inverse Kinematics of a 2-DOF Robotic Arm.
Power Quality Disturbance Classification Wavelet
6 video lessons with PDF guides, 40 min in total. Starts with: Types of Power Quality Disturbances: Sag, Swell, Harmonics, Transient, Flicker.
Microgrid Energy Management MPC
6 video lessons with PDF guides, 54 min in total. Starts with: Microgrid Components & PV, Wind, Load, and Electricity Tariff Profiles.